@article{demvsar2006statistical,
  title={Statistical comparisons of classifiers over multiple data sets},
  author={Dem{\v{s}}ar, Janez},
  journal={Journal of Machine learning research},
  volume={7},
  number={Jan},
  pages={1--30},
  year={2006}
}

@article{derrac2011practical,
  title={A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms},
  author={Derrac, Joaqu{\'\i}n and Garc{\'\i}a, Salvador and Molina, Daniel and Herrera, Francisco},
  journal={Swarm and Evolutionary Computation},
  volume={1},
  number={1},
  pages={3--18},
  year={2011},
  publisher={Elsevier}
}

@book{hollander2013nonparametric,
  title={Nonparametric statistical methods},
  author={Hollander, Myles and Wolfe, Douglas A and Chicken, Eric},
  year={2013},
  publisher={John Wiley \& Sons}
}


@article{beiranvand2017best,
  title={Best practices for comparing optimization algorithms},
  author={Beiranvand, Vahid and Hare, Warren and Lucet, Yves},
  journal={Optimization and Engineering},
  volume={18},
  pages={815--848},
  year={2017},
  publisher={Springer}
}

@article{garcia2008extension,
  title={An Extension on ``Statistical Comparisons of Classifiers over Multiple Data Sets'' for all Pairwise Comparisons.},
  author={Garcia, Salvador and Herrera, Francisco},
  journal={Journal of Machine Learning Research},
  volume={9},
  number={12},
  year={2008}
}

@book{bartz2010experimental,
  title={Experimental methods for the analysis of optimization algorithms},
  author={Bartz-Beielstein, Thomas and Chiarandini, Marco and Paquete, Lu{\'\i}s and Preuss, Mike},
  year={2010},
  publisher={Springer}
}


@article{yazdani2024survey,
  title={A survey of multi-population optimization algorithms for tracking the moving optimum in dynamic environments},
  author={Yazdani, Delaram and Yazdani, Danial and Blanco-Davis, Eduardo and Nguyen, Trung Thanh},
  journal={Journal of Membrane Computing},
  pages={1--23},
  year={2024},
  publisher={Springer}
}

@inproceedings{yazdani2024clustering,
  title={Clustering in dynamic environments: a framework for benchmark dataset generation with heterogeneous changes},
  author={Yazdani, Danial and Branke, Juergen and Khorshidi, Mohammad Sadegh and Omidvar, Mohammad Nabi and Li, Xiaodong and Gandomi, Amir H and Yao, Xin},
  booktitle={Proceedings of the Genetic and Evolutionary Computation Conference},
  pages={50--58},
  year={2024}
}

@article{yazdani2023species,
author = {Yazdani, Delaram and Yazdani, Danial and Yazdani, Donya and Omidvar, Mohammad Nabi and Gandomi, Amir H. and Yao, Xin},
title = {A Species-Based Particle Swarm Optimization with Adaptive Population Size and Deactivation of Species for Dynamic Optimization Problems},
  journal={ACM Transactions on Evolutionary Learning and Optimization},
  volume={3},
  number={4},
  pages={1--25},
  year={2023},
  publisher={ACM New York, NY}
}

@article{yazdani2023robust,
  title={Robust Optimization Over Time: A Critical Review},
  author={Yazdani, Danial and Omidvar, Mohammad Nabi and Yazdani, Donya and Branke, J{\"u}rgen and Nguyen, Trung Thanh and Gandomi, Amir H and Jin, Yaochu and Yao, Xin},
  journal={IEEE Transactions on Evolutionary Computation},
year={2024},
  volume={28},
  number={5},
  pages={1265-1285},
    publisher={IEEE}
}

@inproceedings{kalsi1999comprehensive,
    title={A comprehensive robust design approach for decision trade-offs in complex systems design},
    author={Kalsi, Monu and Hacker, Kurt and Lewis, Kemper},
    booktitle={International Design Engineering Technical Conferences and Computers and Information in Engineering Conference},
    volume={19715},
    pages={1343--1354},
    year={1999},
    organization={American Society of Mechanical Engineers}
}

@inproceedings{herring2022reproducibility,
author = {Herring, Daniel and Kirley, Michael and Yao, Xin},
title = {Reproducibility and Baseline Reporting for Dynamic Multi-Objective Benchmark Problems},
year = {2022},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference},
pages = {529–537},
numpages = {9},
location = {Boston, Massachusetts},
series = {GECCO '22}
}


@article{yazdani2022robust,
  title={Robust optimization over time by estimating robustness of promising regions},
  author={Yazdani, Danial and Yazdani, Donya and Branke, J{\"u}rgen and Omidvar, Mohammad Nabi and Gandomi, Amir Hossein and Yao, Xin},
  journal={IEEE Transactions on Evolutionary Computation},
  volume={27},
  number={3},
  pages={657--670},
  year={2022},
  publisher={IEEE}
}

@article{du2012using,
  title={Using competitive population evaluation in a differential evolution algorithm for dynamic environments},
  author={Du Plessis, Mathys C. and Engelbrecht, Andries P.},
  journal={European Journal of Operational Research},
  volume={218},
  number={1},
  pages={7--20},
  year={2012},
  publisher={Elsevier}
}

@article{guzman2020differential,
  title={Differential Evolution in Robust Optimization Over Time Using a Survival Time Approach},
  author={Guzm{\'a}n-Gaspar, Jos{\'e}-Ya{\'\i}r and Mezura-Montes, Efr{\'e}n and Dom{\'\i}nguez-Isidro, Sa{\'u}l},
  journal={Mathematical and Computational Applications},
  volume={25},
  number={4},
  pages={72},
  year={2020},
  publisher={Multidisciplinary Digital Publishing Institute}
}

@article{allen2006robust,
    author = {Allen, Janet K. and Seepersad, Carolyn and Choi, HaeJin and Mistree, Farrokh},
    title = "{Robust Design for Multiscale and Multidisciplinary Applications}",
    journal = {Journal of Mechanical Design},
    volume = {128},
    number = {4},
    pages = {832-843},
    year = {2006},
    month = {01}
}

@article{beyer2007robust,
    title={Robust optimization--a comprehensive survey},
    author={Beyer, Hans-Georg and Sendhoff, Bernhard},
    journal={Computer methods in applied mechanics and engineering},
    volume={196},
    number={33-34},
    pages={3190--3218},
    year={2007},
    publisher={Elsevier}
}

@article{ward1990approaches,
    title={Approaches to sensitivity analysis in linear programming},
    author={Ward, James E and Wendell, Richard E},
    journal={Annals of Operations Research},
    volume={27},
    number={1},
    pages={3--38},
    year={1990},
    publisher={Springer}
}

@article{xu2012robustness,
    title={Robustness and generalization},
    author={Xu, Huan and Mannor, Shie},
    journal={Machine learning},
    volume={86},
    number={3},
    pages={391--423},
    year={2012},
    publisher={Springer}
}

@article{neyshabur2017exploring,
    title={Exploring generalization in deep learning},
    author={Neyshabur, Behnam and Bhojanapalli, Srinadh and McAllester, David and Srebro, Nathan},
    journal={arXiv preprint arXiv:1706.08947},
    year={2017}
}

@phdthesis{fu2014thesis,
    title={Finding robust solutions against environmental changes},
    author={Fu, Haobo},
    year={2014},
    school={University of Birmingham}
}

@article{zheng2021analysis,
  title={Analysis of evolutionary algorithms on fitness function with time-linkage property},
  author={Zheng, Weijie and Chen, Huanhuan and Yao, Xin},
  journal={IEEE Transactions on Evolutionary Computation},
  volume={25},
  number={4},
  pages={696--709},
  year={2021},
  publisher={IEEE}
}

@article{omidvar2021generating,
  title={Generating Large-scale Dynamic Optimization Problem Instances Using the Generalized Moving Peaks Benchmark},
  author={Omidvar, Mohammad Nabi and Yazdani, Danial and Branke, Juergen and Li, Xiaodong and Yang, Shengxiang and Yao, Xin},
  journal={arXiv preprint arXiv:2107.11019},
  year={2021}
}


@book{branke2012evolutionary,
  title={Evolutionary optimization in dynamic environments},
  author={Branke, Juergen},
  volume={3},
  year={2012},
  publisher={Springer Science \& Business Media}
}

@article{kenny2000algorithmic,
  title={Algorithmic construction of optimal symmetric Latin hypercube designs},
  author={Kenny, Q Ye and Li, William and Sudjianto, Agus},
  journal={Journal of statistical planning and inference},
  volume={90},
  number={1},
  pages={145--159},
  year={2000},
  publisher={Elsevier}
}

@article{jin2018data,
  title={Data-driven evolutionary optimization: An overview and case studies},
  author={Jin, Yaochu and Wang, Handing and Chugh, Tinkle and Guo, Dan and Miettinen, Kaisa},
  journal={IEEE Transactions on Evolutionary Computation},
  volume={23},
  number={3},
  pages={442--458},
  year={2018},
  publisher={IEEE}
}

@misc{jin2021data,
  title={Data-Driven Evolutionary Optimization},
  author={Jin, Yaochu and Wang, Handing and Sun, Chaoli},
  year={2021},
  publisher={Springer}
}

@article{kaddani2017weighted,
  title={Weighted sum model with partial preference information: application to multi-objective optimization},
  author={Kaddani, Sami and Vanderpooten, Daniel and Vanpeperstraete, Jean-Michel and Aissi, Hassene},
  journal={European Journal of Operational Research},
  volume={260},
  number={2},
  pages={665--679},
  year={2017},
  publisher={Elsevier}
}

@article{marler2010weighted,
  title={The weighted sum method for multi-objective optimization: new insights},
  author={Marler, Timothy and Arora, Jasbir S.},
  journal={Structural and multidisciplinary optimization},
  volume={41},
  number={6},
  pages={853--862},
  year={2010},
  publisher={Springer}
}

@article{poli2009mean,
  title={Mean and variance of the sampling distribution of particle swarm optimizers during stagnation},
  author={Poli, Riccardo},
  journal={IEEE Transactions on Evolutionary Computation},
  volume={13},
  number={4},
  pages={712--721},
  year={2009},
  publisher={IEEE}
}

@article{bentley1979data,
 author = {Bentley, Jon Louis and Friedman, Jerome H.},
 title = {Data Structures for Range Searching},
 journal = {ACM Computing Surveys},
 volume = {11},
 number = {4},
 year = {1979},
 pages = {397--409},
 publisher = {ACM},
}

@book{schwefel1981numerical,
 author = {Hans-Paul Schwefel},
 title = {Numerical Optimization of Computer Models},
 year = {1981},
 publisher = {John Wiley \& Sons, Inc.},
 address = {New York, NY, USA},
}


@inproceedings{cobb1993genetic,
    author = {Helen G. Cobb and John J. Grefenstette},
    title = {Genetic Algorithms for Tracking Changing Environments},
    booktitle = {International Conference on Genetic Algorithms},
    year = {1993},
    pages = {523--530},
    numpages = {8},
    publisher = {Morgan Kaufmann Publishers Inc.},
}




@article{cheng2018solving,
  title={Solving Incremental Optimization Problems via Cooperative Coevolution},
  author={Cheng, Ran and Omidvar, Mohammad Nabi and Gandomi, Amir H and Sendhoff, Bernhard and Menzel, Stefan and Yao, Xin},
  journal={IEEE Transactions on Evolutionary Computation},
  volume={23},
  number={5},
  pages={762--775},
  year={2018},
  publisher={IEEE}
}

@InProceedings{schwefel1995contemporary,
author="Schwefel, Hans-Paul
and Rudolph, G{\"u}nter",
editor="Federico {Mor{\'a}n et al.}",
title="Contemporary evolution strategies",
booktitle="Advances in Artificial Life",
year="1995",
publisher="Springer Berlin Heidelberg",
}

@article{brimberg2008survey,
author = "Jack Brimberg and Pierre Hansen and Nenad Mladenovic and Said Salhi",
title = "A Survey of Solution Methods for the Continuous Location-Allocation Problem",
journal = "International Journal of Operations Research",
volume = "5",
number = "1",
pages = "1 - 12",
year = "2008",
}

@INPROCEEDINGS{yao1996evolutionary,
author={X. {Yao} and Y. {Liu}},
booktitle={Conference on Evolutionary Programming},
title={Fast evolutionary programming},
year={1996},
volume={},
number={},
pages={451--460},
publisher = {MIT Press},
}

@inproceedings{ester1996density,
 author = {Ester, Martin and Kriegel, Hans-Peter and Sander, J\"{o}rg and Xu, Xiaowei},
 title = {A Density-based Algorithm for Discovering Clusters a Density-based Algorithm for Discovering Clusters in Large Spatial Databases with Noise},
 booktitle = {Knowledge Discovery and Data Mining},
 year = {1996},
 pages = {226--231},
 publisher = {AAAI Press},
}

@incollection{angeline1997tracking,
    author      = "P.J. Angeline",
    title      = " Tracking extrema in dynamic environments",
    editor      = " P.J. {Angeline et al.}",
    booktitle   = "Evolutionary Programming VI",
    publisher   = "Springer Lecture Notes in Computer Science",
    address     = "",
    year        = 1997,
    volume        = "1213",
    pages       = "335-345",
    chapter     = "",
}

@article{tsutsui1997forking,
 author = {Tsutsui, Shigeyoshi and Fujimoto, Yoshiji and Ghosh, Ashish},
 title = {Forking Genetic Algorithms: Gas with Search Space Division Schemes},
 journal = {Evololutionary Computation},
 volume = {5},
 number = {1},
 year = {1997},
 pages = {61--80},
}

@INPROCEEDINGS{back1998behavior, 
author={T. {Back}}, 
booktitle={Congress on Evolutionary Computation}, 
title={On the behavior of evolutionary algorithms in dynamic environments}, 
year={1998}, 
volume={}, 
number={}, 
pages={446-451}, 
 publisher = {IEEE},
}

@INPROCEEDINGS{trojanowski1999searching, 
author={Krzysztof Trojanowski and Zbigniew Michalewicz}, 
booktitle={Congress on Evolutionary Computation}, 
title={Searching for optima in non-stationary environments}, 
year={1999}, 
volume={3}, 
number={}, 
pages={1843-1850}, 
}

@inproceedings{morrison1999test, 
    author={ Ronald W. Morrison and Kenneth A. De Jong}, 
    booktitle={Congress on Evolutionary Computation}, 
    title={A test problem generator for non-stationary environments}, 
    year={1999}, 
    volume={3}, 
    pages={2047-2053}, 
 publisher = {IEEE},
}

@inproceedings{branke1999memory,
    author        = "Juergen Branke",
    title         = "Memory enhanced evolutionary algorithms for changing optimization problems",
    booktitle       = "IEEE Congress on Evolutionary Computation",
    publisher =    "IEEE", 
    volume        = "3", 
    year          = "1999",
    pages         = "1875--1882",
}

@INPROCEEDINGS{grefenstette1999evolvability, 
    author={J. J. Grefenstette}, 
    booktitle={Congress on Evolutionary Computation}, 
    title={Evolvability in dynamic fitness landscapes: a genetic algorithm approach}, 
    year={1999}, 
    volume={3}, 
    pages={2031-2038}, 
   publisher = {IEEE},
}

@INPROCEEDINGS{weicker1999evolution, 
author={K. {Weicker} and N. {Weicker}}, 
booktitle={Congress on Evolutionary Computation}, 
title={On evolution strategy optimization in dynamic environments}, 
year={1999}, 
volume={3}, 
number={}, 
 publisher = {IEEE},
}

@inproceedings{oppacher1999shifting,
 author = {Oppacher, Franz and Wineberg, Mark},
 title = {The Shifting Balance Genetic Algorithm: Improving the GA in a Dynamic Environment},
 booktitle = {Conference on Genetic and Evolutionary Computation},
 volume={1}, 
 year = {1999},
 pages = {504--510},
 publisher = {ACM},
}

@inproceedings{carlisle2000adapting,
 author = {Anthony Carlisle and Gerry Dozier},
 title = {Adapting Particle Swarm Optimization to Dynamic Environments},
 booktitle = {International conference on Artificial Intelligence},
 volume={}, 
 year = {2000},
 pages = {429--434},
}

@inproceedings{branke2000multipopulation,
 author = {Juergen Branke and Thomas Kaussler and Christian Schmidt and Hartmut Schmeck},
 title = {A Multi-population Approach to Dynamic Optimization Problems},
 booktitle = { Evolutionary Design and Manufacture},
 volume={}, 
 year = {2000},
 pages = {299--307},
publisher = {Springer},
}

@Inproceedings{eberhart2001comparing,
    author        = "Russell C. Eberhart and Yuhui Shi",
    title         = "Comparing inertia weights and constriction factors in particle swarm optimization",
    booktitle       = "Congress on Evolutionary Computation",
    volume        = "1",
    year          = "2001",
    pages         = "84--88",
publisher = "IEEE",
}

@INPROCEEDINGS{eberhart2001tracking, 
author={Russell C. Eberhart and Yuhui Shi}, 
booktitle={Congress on Evolutionary Computation}, 
title={Tracking and optimizing dynamic systems with particle swarms}, 
year={2001}, 
volume={1}, 
number={}, 
pages={94-100}, 
publisher = {IEEE},
}

@article{hansen2001completely,
 author = {Hansen, Nikolaus and Ostermeier, Andreas},
 title = {Completely Derandomized Self-Adaptation in Evolution Strategies},
 journal = {Evololutionary Computation},
 volume = {9},
 number = {2},
 year = {2001},
 pages = {159--195},
 publisher = {MIT Press},
}

@book{beyer2001theory,
    title={The Theory of Evolution Strategies},
    author={Beyer, Hans-Georg},
    year={2001},
    publisher={Springer-Verlag Berlin Heidelberg}
}

@InProceedings{arnold2002random,
author="Arnold, Dirk V.
and Beyer, Hans-Georg",
editor="{Guerv{\'o}s et al.}, Juan Juli{\'a}n Merelo",
title="Random Dynamics Optimum Tracking with Evolution Strategies",
booktitle="Parallel Problem Solving from Nature --- PPSN VII",
year="2002",
publisher="Springer Berlin Heidelberg",
pages="3--12",
}

@INPROCEEDINGS{blackwell2002improvised, 
author={T. M. {Blackwell} and P. {Bentley}}, 
booktitle={Congress on Evolutionary Computation}, 
title={Improvised music with swarms}, 
year={2002}, 
volume={2}, 
number={}, 
pages={1462--1467}, 
publisher = {IEEE},
}

@INPROCEEDINGS{hu2002adiptive, 
author={ Xiaohui Hu and Russell C. Eberhart}, 
booktitle={Congress on Evolutionary Computation}, 
title={Adaptive particle swarm optimization: detection and response to dynamic systems}, 
year={2002}, 
volume={2}, 
number={}, 
pages={1666-1670}, 
publisher = {IEEE},
}

@INPROCEEDINGS{carlisle2002tracking, 
author={A. {Carlisle} and G. {Dozler}}, 
booktitle={World Automation Congress}, 
title={Tracking changing extrema with adaptive particle swarm optimizer}, 
year={2002}, 
volume={13}, 
number={}, 
pages={265--270}, 
publisher = {IEEE},
}

@ARTICLE{castro2002learning,
author={L. N. {de Castro} and F. J. {Von Zuben}},
journal={IEEE Transactions on Evolutionary Computation},
title={Learning and optimization using the clonal selection principle},
year={2002},
volume={6},
number={3},
pages={239-251},
publisher = {IEEE},
}

@inproceedings{blackwell2002dynamic,
 author = {Blackwell, T. M. and Bentley, P. J.},
 title = {Dynamic Search with Charged Swarms},
 booktitle = {Conference on Genetic and Evolutionary Computation},
 year = {2002},
 pages = {19--26},
 publisher = {Morgan Kaufmann Publishers Inc.},
}

@INPROCEEDINGS{deb2002realcoded,
author={K. {Deb} and D. {Joshi} and A. {Anand}},
booktitle={Congress on Evolutionary Computation},
title={Real-coded evolutionary algorithms with parent-centric recombination},
year={2002},
volume={1},
number={},
pages={61-66},
publisher = {IEEE},
}

@inproceedings{blackwell2003swarms,
 author = {Blackwell, T. M.},
 title = {Swarms in Dynamic Environments},
 booktitle = {Conference on Genetic and Evolutionary Computation},
 year = {2003},
 pages = {19--26},
volume={2723}, 
publisher = {Lecture Notes in Computer Science, Springer},
}

@INPROCEEDINGS{li2003comparing, 
author={ Xiaodong Li and Khanh Hoa Dam}, 
booktitle={Congress on Evolutionary Computation}, 
title={Comparing particle swarms for tracking extrema in dynamic environments}, 
year={2003}, 
volume={3}, 
number={}, 
pages={1772--1779 }, 
publisher = {IEEE},
}

@incollection{branke2003designing,
    author      = "Juergen Branke  and Hartmut Schmeck",
    title      = "Designing Evolutionary Algorithms for Dynamic Optimization Problems",
    editor      = " A. Ghosh and S. Tsutsui ",
    booktitle   = "Advances in Evolutionary Computing",
    publisher   = "Springer Natural Computing Series",
    address     = "",
    year        = 2003,
    volume        = "",
    pages       = "239--262",
    chapter     = "",
}

@INPROCEEDINGS{janson2003hierarchical,
author={S. {Janson} and M. {Middendorf}},
booktitle={Congress on Evolutionary Computation},
title={A hierarchical particle swarm optimizer},
year={2003},
volume={2},
number={},
pages={770--776},
publisher = {IEEE},
}

@INPROCEEDINGS{peer2003using,
author={E. S. {Peer} and F. {van den Bergh} and A. P. {Engelbrecht}},
booktitle={Swarm Intelligence Symposium},
title={Using neighbourhoods with the guaranteed convergence PSO},
year={2003},
volume={},
number={},
pages={235--242},
publisher = {IEEE},
}

@inproceedings{morrison2003performance,
  title={Performance measurement in dynamic environments},
  author={Morrison, Ronald W},
  booktitle={GECCO workshop on evolutionary algorithms for dynamic optimization problems},
  number={5-8},
  year={2003},
 publisher = {ACM},
}

@Article{birbil2003electromagnetism,
author="Birbil, {\c{S}} {\.{I}}lker
and Fang, Shu-Chering",
title="An Electromagnetism-like Mechanism for Global Optimization",
journal="Journal of Global Optimization",
year="2003",
volume="25",
number="3",
pages="263--282",
publisher = "Kluwer Academic Publishers",
}

@InProceedings{janson2004hierarchial,
author="Janson, Stefan
and Middendorf, Martin",
editor="{Raidl et al.}, G{\"u}nther R.",
title="A Hierarchical Particle Swarm Optimizer for Dynamic Optimization Problems",
booktitle="Applications of Evolutionary Computing",
year="2004",
publisher="Springer Berlin Heidelberg",
pages="513--524",
}

@incollection{blackwell2004multiswarm,
    author      = "Tim Blackwell and Juergen Branke",
    title      = "Multi-swarm Optimization in Dynamic Environments",
editor="{Raidl et al.}, G{\"u}nther R.",
    booktitle   = "Applications of Evolutionary Computing",
    publisher   = "Lecture Notes in Computer Science",
    address     = "",
    year        = 2004,
    volume        = "3005",
    pages       = "489--500",
}

@InProceedings{esquivel2004particle,
author="Esquivel, Susana C. and Coello, Carlos A. Coello",
editor="Christian {Lema{\^i}tre et al.}",
title="Particle Swarm Optimization in Non-stationary Environments",
booktitle="Advances in Artificial Intelligence",
year="2004",
publisher="Springer Berlin Heidelberg",
pages="757--766",
}

@INPROCEEDINGS{parrot2004particle,
author={D. {Parrott} and {Xiaodong Li}},
booktitle={Congress on Evolutionary Computation},
title={A particle swarm model for tracking multiple peaks in a dynamic environment using speciation},
year={2004},
volume={1},
number={},
pages={98--103},
publisher = {IEEE},
}

@INPROCEEDINGS{schonemann2004impact,
author={L. {Schonemann}},
booktitle={Congress on Evolutionary Computation},
title={The impact of population sizes and diversity on the adaptability of evolution strategies in dynamic environments},
year={2004},
volume={2},
number={},
pages={1270--1277},
publisher = {IEEE},
}

@INPROCEEDINGS{thomsen2004multimodal,
author={Rene {Thomsen}},
booktitle={Congress on Evolutionary Computation},
title={Multimodal optimization using crowding-based differential evolution},
year={2004},
volume={2},
number={},
pages={1382--1389},
publisher = {IEEE},
}

@ARTICLE{zhang2004stability,
author={Qingfu Zhang},
journal={IEEE Transactions on Evolutionary Computation},
title={On stability of fixed points of limit models of univariate marginal distribution algorithm and factorized distribution algorithm},
year={2004},
volume={8},
number={1},
pages={80--93},
publisher = {IEEE},
}

@ARTICLE{lee2004evolutionary,
author={ Chang-Yong Lee and Xin Yao},
journal={IEEE Transactions on Evolutionary Computation},
title={Evolutionary programming using mutations based on the Levy probability distribution},
year={2004},
volume={8},
number={1},
pages={1-13},
publisher = {IEEE},
}

@ARTICLE{vandenBergh2004cooperative,
author={F. {van den Bergh} and A. P. {Engelbrecht}},
journal={IEEE Transactions on Evolutionary Computation},
title={A Cooperative approach to particle swarm optimization},
year={2004},
volume={8},
number={3},
pages={225-239},
publisher = {IEEE},
}

@inproceedings{boumaza2005learning,
 author = {Amine Boumaza},
 title = {Learning Environment Dynamics from Self-adaptation: A Preliminary Investigation},
 booktitle = {Conference on Genetic and Evolutionary Computation},
 year = {2005},
 pages = {48--54},
 publisher = {ACM},
}

@InProceedings{schoeman2005parallel,
author="Schoeman, I. L.
and Engelbrecht, A. P.",
editor="Bernardete {Ribeiroet al.}",
title="A Parallel Vector-Based Particle Swarm Optimizer",
booktitle="Adaptive and Natural Computing Algorithms",
year="2005",
publisher="Springer Vienna",
pages="268--271",
}

@INPROCEEDINGS{liang2005novel, 
author={Jing Liang and Ponnuthurai N. Suganthan and Kalyan Deb}, 
booktitle={Swarm Intelligence Symposium}, 
title={Novel composition test functions for numerical global optimization}, 
year={2005}, 
volume={}, 
number={}, 
pages={68--75}, 
 publisher = {IEEE},
}

@Techreport{suganthan2005problem,
    author =       "Ponnuthurai N. Suganthan and Nikolaus Hansen and Jing Liang and Kalyan Deb and Ying-ping Chen and Anne Auger and S Tiwari",
    year =         "2005",
    title =        "Problem definitions and evaluation criteria for the CEC 2005 special session on real-parameter
optimization",
    institution =  "Nanyang Technological University",
    type =         "",
    number =       "",
    address =      "",
    month =        "",
    note =         "",
}

@article{kari2005theory,
author = "Jarkko Kari",
title = "Theory of cellular automata: A survey",
journal = "Theoretical Computer Science",
volume = "334",
number = "1",
pages = "3 -- 33",
year = "2005",
publisher="Elsevier",
}

@INPROCEEDINGS{qin2005selfadaptive,
author={A. K. {Qin} and P. N. {Suganthan}},
booktitle={Congress on Evolutionary Computation},
title={Self-adaptive differential evolution algorithm for numerical optimization},
year={2005},
volume={2},
number={},
pages={1785-1791},
publisher = {IEEE},
}

@article{arnold2006optimum,
 author = {Arnold, Dirk V. and Beyer, Hans-Georg},
 title = {Optimum Tracking with Evolution Strategies},
 journal = {Evololutionary computation},
 volume = {14},
 number = {3},
 year = {2006},
 pages = {291--308},
 publisher = {MIT Press},
}

@Article{blackwell2006multiswarm,
    author        = "Tim Blackwell and Juergen Branke",
    title         = "Multiswarms, exclusion, and anti-convergence in dynamic environments",
    journal       = "IEEE Transactions on Evolutionary Computation",
    volume        = "10",
    number        = "4",
    year          = "2006",
    pages         = "459--472",
    publisher = "IEEE",
}

@InProceedings{schoeman2006niching,
author="Schoeman, Isabella
and Engelbrecht, Andries P.",
editor="Tzai-Der {Wang et al.}",
title="Niching for Dynamic Environments Using Particle Swarm Optimization",
booktitle="Simulated Evolution and Learning",
year="2006",
publisher="Springer Berlin Heidelberg",
pages="134--141",
}

@INPROCEEDINGS{mendes2006DynDE, 
    author={Rui Mendes and Arvind Mohais}, 
    booktitle={Congress on Evolutionary Computation}, 
    title={{DynDE}: a differential evolution for dynamic optimization problems}, 
    year={2005}, 
    volume={3}, 
    number={}, 
    pages={2808--2815}, 
    publisher = {IEEE},
}

@inproceedings{li2006particle,
 author = {Li, Xiaodong and Branke, Juergen and Blackwell, Tim},
 title = {Particle Swarm with Speciation and Adaptation in a Dynamic Environment},
 booktitle = { Conference on Genetic and Evolutionary Computation},
 year = {2006},
 pages = {51--58},
 publisher = {ACM},
}

@ARTICLE{parrot2006locating, 
author={Daniel Parrott and Xiaodong Li}, 
journal={IEEE Transactions on Evolutionary Computation}, 
title={Locating and tracking multiple dynamic optima by a particle swarm model using speciation}, 
year={2006}, 
volume={10}, 
number={4}, 
pages={440-458}, 
publisher = {IEEE},
}

@INPROCEEDINGS{tang2006bacterial,
author={W. J. {Tang} and Q. H. {Wu} and J. R. {Saunders}},
booktitle={Conference on Evolutionary Computation},
title={Bacterial Foraging Algorithm For Dynamic Environments},
year={2006},
volume={},
number={},
pages={1324--1330},
publisher = {IEEE},
}

@ARTICLE{brest2006selfadaptive,
author={Janez Brest and Sao Greiner and Borko Boskovic and Marjan Mernik and Viljem Zumer},
journal={IEEE Transactions on Evolutionary Computation},
title={Self-Adapting Control Parameters in Differential Evolution: A Comparative Study on Numerical Benchmark Problems},
year={2006},
volume={10},
number={6},
pages={646--657},
publisher = {IEEE},
}

@Article{yao2006recent,
author="Yao, Xin
and Xu, Yong",
title="Recent Advances in Evolutionary Computation",
journal="Journal of Computer Science and Technology",
year="2006",
day="01",
volume="21",
number="1",
pages="1--18",
publisher="Kluwer Academic Publishers",
}

@article{pelta2006using,
author = "David Pelta and Alejandro Sancho-Royo and Carlos Cruz and José L. Verdegay",
title = "Using memory and fuzzy rules in a co-operative multi-thread strategy for optimization",
journal = "Information Sciences",
volume = "176",
number = "13",
pages = "1849--1868",
year = "2006",
publisher="Elsevier",
}

@INPROCEEDINGS{bird2007using,
author={S. {Bird} and X. {Li}},
booktitle={Congress on Evolutionary Computation},
title={Using regression to improve local convergence},
year={2007},
volume={},
number={},
pages={592-599},
publisher = {IEEE},
}

@Inbook{schonemann2007evolution,
author="Sch{\"o}nemann, Lutz",
editor="Yang, Shengxiang
and Ong, Yew-Soon
and Jin, Yaochu",
title="Evolution Strategies in Dynamic Environments",
bookTitle="Evolutionary Computation in Dynamic and Uncertain Environments",
year="2007",
publisher="Springer Berlin Heidelberg",
pages="51--77",
}

@Inbook{blackwell2007particle,
author="Blackwell, Tim",
editor="Yang, Shengxiang
and Ong, Yew-Soon
and Jin, Yaochu",
title="Particle Swarm Optimization in Dynamic Environments",
bookTitle="Evolutionary Computation in Dynamic and Uncertain Environments",
year="2007",
publisher="Springer Berlin Heidelberg",
pages="29--49",
isbn="978-3-540-49774-5",
}

@INPROCEEDINGS{lung2007collaborative,
author={Rodica Ioana Lung and Dumitru Dumitrescu},
booktitle={Congress on Evolutionary Computation},
title={A collaborative model for tracking optima in dynamic environments},
year={2007},
volume={},
number={},
pages={564--567},
publisher = {IEEE},
}

@InProceedings{wang2007triggered,
author="Wang, Hongfeng
and Wang, Dingwei
and Yang, Shengxiang",
editor="Giacobini, Mario",
title="Triggered Memory-Based Swarm Optimization in Dynamic Environments",
booktitle="Applications of Evolutionary Computing",
year="2007",
publisher="Springer Berlin Heidelberg",
pages="637--646",
}

@article{mahdavi2007improved,
  title={An improved harmony search algorithm for solving optimization problems},
  author={Mahdavi, Mehrdad and Fesanghary, Mohammad and Damangir, E},
  journal={Applied mathematics and computation},
  volume={188},
  number={2},
  pages={1567--1579},
  year={2007},
  publisher={Elsevier}
}

@incollection{blackwell2008particle,
    author      = "Tim Blackwell and Juergen Branke and Xiaodong Li",
    title      = "Particle swarms for dynamic optimization problems",
    editor      = "Christian Blum and Daniel Merkle",
    booktitle   = "Swarm Intelligence: Introduction and Applications",
    publisher   = "Springer Lecture Notes in Computer Science",
    address     = "",
    year        = 2008,
    pages       = "193--217",
    chapter     = "",
}

@INPROCEEDINGS{li2008fast,
author={Changhe Li and Shengxiang Yang},
booktitle={International Conference on Natural Computation},
title={Fast Multi-Swarm Optimization for Dynamic Optimization Problems},
year={2008},
volume={7},
number={},
pages={624--628},
publisher = {IEEE},
}

@article{du2008multi,
author = "Weilin Du and Bin Li",
title = "Multi-strategy ensemble particle swarm optimization for dynamic optimization",
journal = "Information Sciences",
volume = "178",
number = "15",
pages = "3096 -- 3109",
year = "2008",
}

@InProceedings{liu2008compound,
author="Liu, Lili
and Wang, Dingwei
and Yang, Shengxiang",
editor="Mario {Giacobini et al.}",
title="Compound Particle Swarm Optimization in Dynamic Environments",
booktitle="Applications of Evolutionary Computing",
year="2008",
publisher="Springer Berlin Heidelberg",
pages="616--625",
}

@INPROCEEDINGS{wang2008multi,
author={ Hongfeng Wang and Na Wang and Dingwei Wang},
booktitle={Control and Decision Conference},
title={Multi-swarm optimization algorithm for dynamic optimization problems using forking},
year={2008},
volume={},
number={},
pages={2415--2419},
publisher = {IEEE},
}

@INPROCEEDINGS{plessis2008improved,
author={M. C. {du Plessis} and A. P. {Engelbrecht}},
booktitle={Congress on Evolutionary Computation},
title={Improved differential evolution for dynamic optimization problems},
year={2008},
volume={},
number={},
pages={229--234},
publisher = {IEEE},
}

@INPROCEEDINGS{rakitianskaia2008cooperative,
author={A. {Rakitianskaia} and A. P. {Engelbrecht}},
booktitle={Congress on Evolutionary Computation},
title={Cooperative charged particle swarm optimiser},
year={2008},
volume={},
number={},
pages={933--939},
publisher = {IEEE},
}

@book{Manning2008introduction,
    title={Introduction to Information Retrieval},
    author={C. D. Manning and P. Raghavan and H. Schutze},
    year={2008},
    publisher={Cambridge University Press}
}

@InProceedings{hashemi2009cellular,
author="Hashemi, Ali B.
and Meybodi, M. R.",
editor="Zhihua {Cai et al.}",
title="Cellular PSO: A PSO for Dynamic Environments",
booktitle="Advances in Computation and Intelligence",
year="2009",
publisher="Springer Berlin Heidelberg",
pages="422--433",
}

@INPROCEEDINGS{hashemi2009multi,
author={A. B. {Hashemi} and M. R. {Meybodi}},
booktitle={International CSI Computer Conference},
title={A multi-role cellular PSO for dynamic environments},
year={2009},
volume={},
number={},
pages={412--417},
publisher = {IEEE},
}

@INPROCEEDINGS{zheng2009different,
author={X. {Zheng} and H. {Liu}},
booktitle={International Symposium on IT in Medicine Education},
title={A different topology multi-swarm PSO in dynamic environment},
year={2009},
volume={1},
number={},
pages={790--795},
publisher = {IEEE},
}

@article{trojanowski2009properties,
 author = {Trojanowski, Krzysztof},
 title = {Properties of Quantum Particles in Multi-Swarms for Dynamic Optimization},
 journal = {Fundamenta Informaticae},
 volume = {95},
 number = {2-3},
 year = {2009},
 pages = {349--380},
 publisher = {IOS Press},
 }
 
 @INPROCEEDINGS{brest2009dynamic,
author={J. {Brest} and A. {Zamuda} and B. {Boskovic} and M. S. {Maucec} and V. {Zumer}},
booktitle={Congress on Evolutionary Computation},
title={Dynamic optimization using Self-Adaptive Differential Evolution},
year={2009},
volume={},
number={},
pages={415--422},
publisher = {IEEE},
}

@InProceedings{hu2009multiswarm,
author="Hu, Chengyu
and Wu, Xiangning
and Wang, Yongji
and Xie, Fuqiang",
editor="Zhihua {Cai et al.}",
title="Multi-swarm Particle Swarm Optimizer with Cauchy Mutation for Dynamic Optimization Problems",
booktitle="Advances in Computation and Intelligence",
year="2009",
publisher="Springer Berlin Heidelberg",
pages="443--453",
}

@InProceedings{novoa2009controlling,
author="Novoa, Pavel
and Pelta, David A.
and Cruz, Carlos
and del Amo, Ignacio Garc{\'i}a",
editor="Jos{\'e} {Mira et al.}",
title="Controlling Particle Trajectories in a Multi-swarm Approach for Dynamic Optimization Problems",
booktitle="Methods and Models in Artificial and Natural Computation. A Homage to Professor Mira's Scientific Legacy",
year="2009",
publisher="Springer Berlin Heidelberg",
pages="285--294",
}

@INPROCEEDINGS{korosec2009differential,
author={P. {Korosec} and J. {Silc}},
booktitle={Congress on Evolutionary Computation},
title={The Differential Ant-Stigmergy Algorithm applied to dynamic optimization problems},
year={2009},
volume={},
number={},
pages={407--414},
publisher = {IEEE},
}

@article{pelta2009simple,
author = { David   Pelta  and  Carlos   Cruz  and  Jose L.   Verdegay },
title = {Simple control rules in a cooperative system for dynamic optimisation problems},
journal = {International Journal of General Systems},
volume = {38},
number = {7},
pages = {701--717},
year  = {2009},
publisher = {Taylor & Francis},
}

@INPROCEEDINGS{li2009clustering,
author={Changhe Li and Shengxiang Yang},
booktitle={Congress on Evolutionary Computation},
title={A clustering particle swarm optimizer for dynamic optimization},
year={2009},
volume={},
number={},
pages={439-446},
publisher = {IEEE},
}

@ARTICLE{Zhang2009JADE,
author={J. {Zhang} and A. C. {Sanderson}},
journal={IEEE Transactions on Evolutionary Computation},
title={{JADE:} Adaptive Differential Evolution With Optional External Archive},
year={2009},
volume={13},
number={5},
pages={945-958},
publisher = {IEEE},
}

@INPROCEEDINGS{yang2009cuckoo,
author={X. {Yang} and {Suash Deb}},
booktitle={Nature Biologically Inspired Computing},
title={Cuckoo Search via Levy flights},
year={2009},
volume={},
number={},
pages={210-214},
publisher = {IEEE},
}

@ARTICLE{woldesenbet2009dynamic,
author={Y. G. {Woldesenbet} and G. G. {Yen}},
journal={IEEE Transactions on Evolutionary Computation},
title={Dynamic Evolutionary Algorithm With Variable Relocation},
year={2009},
volume={13},
number={3},
pages={500-513},
publisher = {IEEE},
}

@INPROCEEDINGS{richter2009detecting,
author={H. {Richter}},
booktitle={Congress on Evolutionary Computation},
title={Detecting change in dynamic fitness landscapes},
year={2009},
volume={},
number={},
pages={1613-1620},
publisher = {IEEE},
}

@ARTICLE{yang2010clustering,
author={Shengxiang Yang and Changhe Li},
journal={IEEE Transactions on Evolutionary Computation},
title={A Clustering Particle Swarm Optimizer for Locating and Tracking Multiple Optima in Dynamic Environments},
year={2010},
volume={14},
number={6},
pages={959--974},
publisher = {IEEE},
}

@article{lung2010evolutionary,
  title={Evolutionary swarm cooperative optimization in dynamic environments},
  author={Lung, Rodica Ioana and Dumitrescu, Dumitru},
  journal={Natural Computing},
  volume={9},
  number={1},
  pages={83--94},
  year={2010},
  publisher={Springer}
}

@InProceedings{kamosi2010new,
author="Kamosi, Masoud
and Hashemi, Ali B.
and Meybodi, M. R.",
editor="Bijaya Ketan {Panigrahi et al.}",
title="A New Particle Swarm Optimization Algorithm for Dynamic Environments",
booktitle="Swarm, Evolutionary, and Memetic Computing",
year="2010",
publisher="Springer Berlin Heidelberg",
pages="129--138",
}

@INPROCEEDINGS{kamosi2010hibernating,
author={Masoud Kamosi and Ali Baradaran Hashemi and Mohommad Reza Meybodi},
booktitle={Nature and Biologically Inspired Computing},
title={A hibernating multi-swarm optimization algorithm for dynamic environments},
year={2010},
volume={},
number={},
pages={363-369},
publisher = {IEEE},
}

@INPROCEEDINGS{delAmo2010using,
author={I. G. {del Amo} and D. A. {Pelta} and J. R. {González}},
booktitle={IEEE Congress on Evolutionary Computation},
title={Using heuristic rules to enhance a multiswarm PSO for dynamic environments},
year={2010},
volume={},
number={},
pages={1-8},
publisher = {IEEE},
}

@ARTICLE{liu2010particle,
author={L. {Liu} and S. {Yang} and D. {Wang}},
journal={IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics)},
title={Particle Swarm Optimization With Composite Particles in Dynamic Environments},
year={2010},
volume={40},
number={6},
pages={1634-1648},
publisher = {IEEE},
}

@INPROCEEDINGS{marquez2010adapting,
author={J. L. {Fernandez-Marquez} and J. L. {Arcos}},
booktitle={Congress on Evolutionary Computation},
title={Adapting Particle Swarm Optimization in dynamic and noisy environments},
year={2010},
volume={},
number={},
pages={1-8},
publisher = {IEEE},
}

@Inbook{novoa2010improvement,
author="Novoa-Hern{\'a}ndez, Pavel
and Pelta, David A.
and Corona, Carlos Cruz",
editor="Juan R. {Gonz{\'a}lez et al.}",
title="Improvement Strategies for Multi-swarm PSO in Dynamic Environments",
bookTitle="Nature Inspired Cooperative Strategies for Optimization",
year="2010",
publisher="Springer Berlin Heidelberg",
pages="371--383",
}

@article{plessis2010using,
title = "Using Competitive Population Evaluation in a differential evolution algorithm for dynamic environments",
journal = "European Journal of Operational Research",
volume = "218",
number = "1",
pages = "7--20",
year = "2012",
author = "Mathys C. du Plessis and Andries P. Engelbrecht",
publisher="Elsevier",
}

@InProceedings{rezvanian2010tracking,
author="Rezvanian, Alireza
and Meybodi, Mohammad Reza",
editor="Tai-hoon {Kim et al.}",
title="Tracking Extrema in Dynamic Environments Using a Learning Automata-Based Immune Algorithm",
booktitle="Grid and Distributed Computing, Control and Automation",
year="2010",
publisher="Springer Berlin Heidelberg",
pages="216--225",
}

@Article{wang2010particle,
author="Wang, Hongfeng
and Yang, Shengxiang
and Ip, W. H.
and Wang, Dingwei",
title="A particle swarm optimization based memetic algorithm for dynamic optimization problems",
journal="Natural Computing",
year="2010",
volume="9",
number="3",
pages="703--725",
publisher="Springer Berlin Heidelberg",
}

@InProceedings{mallipeddi2010differential,
author="Mallipeddi, Rammohan
and Suganthan, Ponnuthurai Nagaratnam",
editor="Bijaya Ketan {Panigrahi et al.}",
title="Differential Evolution Algorithm with Ensemble of Parameters and Mutation and Crossover Strategies",
booktitle="Swarm, Evolutionary, and Memetic Computing",
year="2010",
publisher="Springer Berlin Heidelberg",
pages="71--78",
}


@ARTICLE{wu2010multipopulation,
author={V. {Wu} and Y. {Wang} and X. {Liu} and J. {Ye}},
journal={Journal of Systems Engineering and Electronics},
title={Multi-population and diffusion UMDA for dynamic multimodal problems},
year={2010},
volume={21},
number={5},
pages={777--783},
publisher = {IEEE},
}

@ARTICLE{Sreenivasarao2010comparative,
    author = {Vuda Sreenivasarao and S. Vidyavathi},
    title = {Comparative Analysis of Fuzzy C- Mean and Modified Fuzzy Possibilistic C-mean Algorithms in Data Mining},
    journal = {International Journal of Computer Science and Technology},
    year = {2010},
    pages = {104--106},
    volume={1},
    number={1},
}

@inproceedings{preuss2010niching,
 author = {Preuss, Mike},
 title = {Niching the CMA-ES via Nearest-better Clustering},
 booktitle = {Genetic and Evolutionary Computation},
 series = {GECCO '10},
 year = {2010},
 pages = {1711--1718},
 publisher = {ACM},
} 

@INPROCEEDINGS{daneshyari2011dynamic,
author={M. {Daneshyari} and G. G. {Yen}},
booktitle={Congress of Evolutionary Computation},
title={Dynamic optimization using cultural based PSO},
year={2011},
volume={},
number={},
pages={509--516},
publisher = {IEEE},
}

@InProceedings{halder2011selfadaptive,
author="Halder, Udit
and Maity, Dipankar
and Dasgupta, Preetam
and Das, Swagatam",
editor="Bijaya Ketan {Panigrahi et al.}",
title="Self-adaptive Cluster-Based Differential Evolution with an External Archive for Dynamic Optimization Problems",
booktitle="Swarm, Evolutionary, and Memetic Computing",
year="2011",
address="Berlin, Heidelberg",
pages="19--26",
publisher="Springer Berlin Heidelberg",
}

@article{liu2011composite,
author = "Lili Liu and Dingwei Wang and Jiafu Tang",
title = "Composite particle optimization with hyper-reflection scheme in dynamic environments",
journal = "Applied Soft Computing",
volume = "11",
number = "8",
pages = "4626 -- 4639",
year = "2011",
publisher="Elsevier",
}

@InProceedings{noroozi2011cellularDE,
author="Noroozi, Vahid
and Hashemi, Ali B.
and Meybodi, Mohammad Reza",
editor="Andrej {Dobnikar et al.}",
title="CellularDE: A Cellular Based Differential Evolution for Dynamic Optimization Problems",
booktitle="Adaptive and Natural Computing Algorithms",
year="2011",
pages="340--349",
publisher="Springer Berlin Heidelberg",
}

@Article{novoa2011efficient,
author="Novoa-Hern{\'a}ndez, Pavel
and Corona, Carlos Cruz
and Pelta, David A.",
title="Efficient multi-swarm PSO algorithms for dynamic environments",
journal="Memetic Computing",
year="2011",
month="Aug",
day="31",
volume="3",
number="3",
pages="163--174",
publisher="Springer Berlin Heidelberg",
}

@INPROCEEDINGS{plessis2011selfadaptive,
author={M. C. {du Plessis} and A. P. {Engelbrecht}},
booktitle={Symposium on Differential Evolution},
title={Self-adaptive competitive differential evolution for dynamic environments},
year={2011},
volume={},
number={},
pages={1--8},
publisher = {IEEE},
}

@INPROCEEDINGS{rezazadeh2011particle,
author={I. {Rezazadeh} and M. R. {Meybodi} and A. {Naebi}},
booktitle={European Symposium on Computer Modeling and Simulation},
title={Particle Swarm Optimization Algorithm in Dynamic Environments: Adapting Inertia Weight and Clustering Particles},
year={2011},
volume={},
number={},
pages={76--82},
publisher = {IEEE},
}

@INPROCEEDINGS{rezazadeh2011adaptive,
author={I. {Rezazadeh} and M. R. {Meybodi} and A. {Naebi}},
booktitle={Computational Intelligence, Modelling and Simulation},
title={Adaptive Particle Swarm Optimization Algorithm in Dynamic Environments},
year={2011},
volume={},
number={},
pages={74-79},
publisher = {IEEE},
}

@inproceedings{shi2011brain,
author="Shi, Yuhui",
editor="Ying {Tan et al.}",
title="Brain Storm Optimization Algorithm",
booktitle="Advances in Swarm Intelligence",
year="2011",
publisher="Springer Berlin Heidelberg",
pages="303--309",
}

@article{nickabadi2011novel,
author = "Ahmad Nickabadi and Mohammad Mehdi Ebadzadeh and Reza Safabakhsh",
title = "A novel particle swarm optimization algorithm with adaptive inertia weight",
journal = "Applied Soft Computing",
volume = "11",
number = "4",
pages = "3658 - 3670",
year = "2011",
publisher = "Elsevier",
}

@ARTICLE{chow2011evolutionary,
author={C. K. {Chow} and S. Y. {Yuen}},
journal={IEEE Transactions on Evolutionary Computation},
title={An Evolutionary Algorithm That Makes Decision Based on the Entire Previous Search History},
year={2011},
volume={15},
number={6},
pages={741--769},
publisher = {IEEE},
}

@ARTICLE{zhan2011orthogonal,
author={Z. {Zhan} and J. {Zhang} and Y. {Li} and Y. {Shi}},
journal={IEEE Transactions on Evolutionary Computation},
title={Orthogonal Learning Particle Swarm Optimization},
year={2011},
volume={15},
number={6},
pages={832-847},
publisher = {IEEE},
}

@article{karimi2012new,
title = "A new hybrid approach for dynamic continuous optimization problems",
journal = "Applied Soft Computing",
volume = "12",
number = "3",
pages = "1158 - 1167",
year = "2012",
author = "J. Karimi and H. Nobahari and S.H. Pourtakdoust",
publisher = "Elsevier",
}

@InProceedings{abbott2012performance,
author="Abbott, Jade
and Engelbrecht, Andries P.",
editor="Marco {Dorigo et al.}", 
title="Performance of Bacterial Foraging Optimization in Dynamic Environments",
booktitle="Swarm Intelligence",
year="2012",
publisher="Springer Berlin Heidelberg",
pages="284--291",
}

@InProceedings{au2012empirical,
author="Au, Chun-Kit
and Leung, Ho-Fung",
editor="Carlos A. Coello {Coello et al.}",
title="An Empirical Comparison of CMA-ES in Dynamic Environments",
booktitle="Parallel Problem Solving from Nature",
year="2012",
publisher="Springer Berlin Heidelberg",
pages="529--538",
}

@InProceedings{biswas2012clustering,
author="Biswas, Subhodip
and Bose, Digbalay
and Kundu, Souvik",
editor="Bijaya Ketan {Panigrahi et al.}",
title="A Clustering Particle Based Artificial Bee Colony Algorithm for Dynamic Environment",
booktitle="Swarm, Evolutionary, and Memetic Computing",
year="2012",
publisher="Springer Berlin Heidelberg",
pages="151--159",
}

@InProceedings{bose2012strategy,
author="Bose, Digbalay
and Biswas, Subhodip
and Kundu, Souvik
and Das, Swagatam",
editor="Bijaya Ketan {Panigrahi et al.}",
title="A Strategy Pool Adaptive Artificial Bee Colony Algorithm for Dynamic Environment through Multi-population Approach",
booktitle="Swarm, Evolutionary, and Memetic Computing",
year="2012",
publisher="Springer Berlin Heidelberg",
pages="611--619",
}

@INPROCEEDINGS{li2012maintaining,
author={C. {Li} and S. {Yang} and M. {Yang}},
booktitle={Congress on Evolutionary Computation},
title={Maintaining diversity by clustering in dynamic environments},
year={2012},
volume={},
number={},
pages={1-8},
publisher = {IEEE},
}

@ARTICLE{li2012general,
author={Changhe {Li} and Shengxiang {Yang}},
journal={IEEE Transactions on Evolutionary Computation},
title={A General Framework of Multipopulation Methods With Clustering in Undetectable Dynamic Environments},
year={2012},
volume={16},
number={4},
pages={556-577},
publisher = {IEEE},
}

@inproceedings{xiao2012multi,
  title={Multi-DEPSO: A DE and PSO based hybrid algorithm in dynamic environments},
  author={Xiao, Li and Zuo, Xingquan},
  booktitle={Congress on Evolutionary Computation},
  pages={1--7},
  year={2012},
  publisher={IEEE}
}

@ARTICLE{nabizadeh2012tracking,
author={Somayeh Nabizadeh and  Alireza Rezvanian and Mohammad Reza Meybodi},
journal={International Journal of Electronics and Informatics},
title={Tracking Extrema in Dynamic Environment using Multi-Swarm Cellular PSO with Local Search},
year={2012},
volume={1},
number={1},
pages={29--37},
publisher = {Center for Natural Science and Engineering Research},
}

@INPROCEEDINGS{nabizadeh2012multiswarm,
author={S. {Nabizadeh} and A. {Rezvanian} and M. R. {Meybodi}},
booktitle={International Conference on Informatics, Electronics Vision},
title={A multi-swarm cellular PSO based on clonal selection algorithm in dynamic environments},
year={2012},
volume={},
number={},
pages={482--486},
publisher = {IEEE},
}

@ARTICLE{nasiri2012speciation,
author={Babak Nasiri and Mohammad Reza Meybodi},
journal={International Journal of Artificial Intelligence},
title={Speciation based firefly algorithm for optimization in dynamic environments},
year={2012},
volume={8},
number={S12},
pages={118--132},
publisher = {Centre for Environment and Socio-Economic Research Publications},
}

@article{nguyen2012evolutionary,
title = "Evolutionary dynamic optimization: A survey of the state of the art",
journal = "Swarm and Evolutionary Computation",
volume = "6",
pages = "1 - 24",
year = "2012",
author = "Trung Thanh Nguyen and Shengxiang Yang and Juergen Branke",
publisher = "Elsevier",
}

@Article{nickabadi2012competitive,
author="Nickabadi, Ahmad
and Ebadzadeh, Mohammad Mehdi
and Safabakhsh, Reza",
title="A competitive clustering particle swarm optimizer for dynamic optimization problems",
journal="Swarm Intelligence",
year="2012",
volume="6",
number="3",
pages="177--206",
publisher = "Springer US",
}

@INPROCEEDINGS{sepasmoghaddam2012novel,
author={A. {Sepas-Moghaddam} and A. {Arabshahi} and D. {Yazdani} and M. M. {Dehshibi}},
booktitle={International Conference on Hybrid Intelligent Systems},
title={A novel hybrid algorithm for optimization in multimodal Dynamic environments},
year={2012},
volume={},
number={},
pages={143-148},
publisher = {IEEE},
}

@INPROCEEDINGS{sharifi2012two,
author={A. {Sharifi} and V. {Noroozi} and M. {Bashiri} and A. B. {Hashemi} and M. R. {Meybodi}},
booktitle={Congress on Evolutionary Computation},
title={Two phased cellular PSO: A new collaborative cellular algorithm for optimization in dynamic environments},
year={2012},
volume={},
number={},
pages={1-8},
publisher = {IEEE},
}


@article{wang2012memetic,
author = { Hongfeng   Wang  and  Shengxiang   Yang  and  W.H.   Ip  and  Dingwei   Wang },
title = {A memetic particle swarm optimisation algorithm for dynamic multi-modal optimisation problems},
journal = {International Journal of Systems Science},
volume = {43},
number = {7},
pages = {1268-1283},
year  = {2012},
publisher = {Taylor & Francis},
}


@INPROCEEDINGS{yazdani2012new,
author={D. {Yazdani} and M. R. {Akbarzadeh-Totonchi} and B. {Nasiri} and M. R. {Meybodi}},
booktitle={Congress on Evolutionary Computation},
title={A new artificial fish swarm algorithm for dynamic optimization problems},
year={2012},
volume={},
number={},
pages={1-8},
publisher = {IEEE},
}

@mastersthesis{duhain2012particle,
    author     =     {Duhain, Julien Georges Omer Louis},
    title     =     {Particle swarm optimisation in dynamically changing environments - an empirical study},
    school     =     {University of Pretoria},
    address     =     {Pretoria, South Africa},
    year     =     {2012},
    }

@ARTICLE{qu2012differential,
author={B. Y. {Qu} and P. N. {Suganthan} and J. J. {Liang}},
journal={IEEE Transactions on Evolutionary Computation},
title={Differential Evolution With Neighborhood Mutation for Multimodal Optimization},
year={2012},
volume={16},
number={5},
pages={601--614},
publisher = {IEEE},
}

@INPROCEEDINGS{duhain2012towards,
author={J. G. O. L. {Duhain} and A. P. {Engelbrecht}},
booktitle={Congress on Evolutionary Computation},
title={Towards a more complete classification system for dynamically changing environments},
year={2012},
volume={},
number={},
pages={1-8},
publisher = {IEEE},
}

@article{de2mello012cluster,
  title={A cluster and gradient-based artificial immune system applied in optimization scenarios},
  author={de Mello Honorio, Leonardo and da Silva, Armando M Leite and Barbosa, Daniele A},
  journal={IEEE Transactions on Evolutionary Computation},
  volume={16},
  number={3},
  pages={301--318},
  year={2012},
  publisher={IEEE}
}

@incollection{yang2013swarm,
author = "Xin-She Yang and Mehmet Karamanoglu",
title = "Swarm Intelligence and Bio-Inspired Computation: An Overview",
editor = "Xin-She {Yang et al.}",
booktitle = "Swarm Intelligence and Bio-Inspired Computation",
publisher = "Elsevier",
pages = "3 - 23",
year = "2013",
}

@article{brest2013differential,
author = { Janez   Brest  and  Peter   Korosec  and  Jurij   Silc  and  Ales   Zamuda  and  Borko   Boskovic  and  Mirjam   Sepesy   Maucec },
title = {Differential evolution and differential ant-stigmergy on dynamic optimisation problems},
journal = {International Journal of Systems Science},
volume = {44},
number = {4},
pages = {663--679},
year  = {2013},
publisher = {Taylor \& Francis},
}

@ARTICLE{halder2013cluster,
author={U. {Halder} and S. {Das} and D. {Maity}},
journal={IEEE Transactions on Cybernetics},
title={A Cluster-Based Differential Evolution Algorithm With External Archive for Optimization in Dynamic Environments},
year={2013},
volume={43},
number={3},
pages={881--897},
publisher = {IEEE},
}

@INPROCEEDINGS{kojima2013artificial,
author={M. {Kojima} and H. {Nakano} and A. {Miyauchi}},
booktitle={Congress on Evolutionary Computation},
title={An Artificial Bee Colony algorithm for solving dynamic optimization problems},
year={2013},
volume={},
number={},
pages={2398--2405},
publisher = {IEEE},
}

@InProceedings{kundu2013multipopulation,
author="Kundu, Souvik
and Basu, Debabrota
and Chaudhuri, Sheli Sinha",
editor="Bijaya Ketan {Panigrahi et al.}",
title="Multipopulation-Based Differential Evolution with Speciation-Based Response to Dynamic Environments",
booktitle="Swarm, Evolutionary, and Memetic Computing",
year="2013",
publisher="Springer International Publishing",
pages="222--235",
}

@InProceedings{li2013comparative,
author="Li, Changhe
and Yang, Shengxiang",
editor="Yang, Shengxiang
and Yao, Xin",
title="A Comparative Study on Particle Swarm Optimization in Dynamic Environments",
booktitle="Evolutionary Computation for Dynamic Optimization Problems",
year="2013",
publisher="Springer Berlin Heidelberg",
pages="109--136",
}

@INPROCEEDINGS{nguyen2013soving,
author={T. T. {Nguyen} and I. {Jenkinson} and Z. {Yang}},
booktitle={Conference on Soft Computing and Pattern Recognition},
title={Solving dynamic optimisation problems by combining evolutionary algorithms with KD-tree},
year={2013},
volume={},
number={},
pages={247--252},
publisher = {IEEE},
}

@Article{novoa2013selfadaptive,
author="Novoa-Hern{\'a}ndez, Pavel
and Corona, Carlos Cruz
and Pelta, David A.",
title="Self-adaptive, multipopulation differential evolution in dynamic environments",
journal="Soft Computing",
year="2013",
volume="17",
number="10",
pages="1861--1881",
publisher="Springer Berlin Heidelberg",
}

@Article{plessis2013differential,
author="{du Plessis}, Mathys C.
and Engelbrecht, Andries P.",
title="Differential evolution for dynamic environments with unknown numbers of optima",
journal="Journal of Global Optimization",
year="2013",
volume="55",
number="1",
pages="73--99",
publisher="Springer US",
}

@Inbook{plessis2013selfadaptive,
author="du Plessis, Mathys C.
and Engelbrecht, Andries P.",
editor="Enrique {Alba et al.}",
title="Self-Adaptive Differential Evolution for Dynamic Environments with Fluctuating Numbers of Optima",
bookTitle="Metaheuristics for Dynamic Optimization",
year="2013",
publisher="Springer Berlin Heidelberg",
address="Berlin, Heidelberg",
pages="117--145",
}

@INPROCEEDINGS{unger2013cooperative,
author={N. J. {Unger} and B. M. {Ombuki-Berman} and A. P. {Engelbrecht}},
booktitle={Symposium on Swarm Intelligence},
title={Cooperative particle swarm optimization in dynamic environments},
year={2013},
volume={},
number={},
pages={172--179},
publisher = {IEEE},
}

@article{yazdani2013novel,
  title={A novel multi-swarm algorithm for optimization in dynamic environments based on particle swarm optimization},
  author={Yazdani, Danial and Nasiri, Babak and Sepas-Moghaddam, Alireza and Meybodi, Mohammad Reza},
  journal={Applied Soft Computing},
  volume={13},
  number={4},
  pages={2144--2158},
  year={2013},
  publisher={Elsevier}
}

@INPROCEEDINGS{mukherjee2013adaptive,
author={R. {Mukherjee} and S. {Debchoudhury} and R. {Kundu} and S. {Das} and P. N. {Suganthan}},
booktitle={Congress on Evolutionary Computation},
title={Adaptive Differential Evolution with Locality based Crossover for Dynamic Optimization},
year={2013},
volume={},
number={},
pages={63-70},
publisher = {IEEE},
}

@ARTICLE{bayraktar2013wind,
author={Z. {Bayraktar} and M. {Komurcu} and J. A. {Bossard} and D. H. {Werner}},
journal={IEEE Transactions on Antennas and Propagation},
title={The Wind Driven Optimization Technique and its Application in Electromagnetics},
year={2013},
volume={61},
number={5},
pages={2745-2757},
publisher = {IEEE},
}

@INPROCEEDINGS{daas2014multi,
author={M. S. {Daas} and M. {Batouche}},
booktitle={Conference of Soft Computing and Pattern Recognition},
title={Multi-bacterial foraging optimization for dynamic environments},
year={2014},
volume={},
number={},
pages={237--242},
publisher="Springer Berlin Heidelberg",
}

@ARTICLE{das2014adaptive,
author={S. {Das} and A. {Mandal} and R. {Mukherjee}},
journal={IEEE Transactions on Cybernetics},
title={An Adaptive Differential Evolution Algorithm for Global Optimization in Dynamic Environments},
year={2014},
volume={44},
number={6},
pages={966--978},
publisher = {IEEE},
}

@article{bai2022evolutionary,
  title={Evolutionary large-scale dynamic optimization using bilevel variable grouping},
  author={Bai, Hui and Cheng, Ran and Yazdani, Danial and Tan, Kay Chen and Jin, Yaochu},
  journal={IEEE Transactions on Cybernetics},
  volume={53},
  number={11},
  pages={6937--6950},
  year={2022},
  publisher={IEEE}
}

@INPROCEEDINGS{hui2014niching,
author={S. {Hui} and P. N. {Suganthan}},
booktitle={Congress on Evolutionary Computation},
title={Niching-based Self-adaptive Ensemble DE with MMTS for solving dynamic optimization problems},
year={2014},
volume={},
number={},
pages={1536--1541},
publisher = {IEEE},
}

@article{zuo2013DE,
  title={A DE and PSO based hybrid algorithm for dynamic optimization problems},
  author={Zuo, Xingquan and Xiao, Li},
  journal={Soft Computing},
  volume={18},
  number={7},
  pages={1405--1424},
  year={2013},
  publisher={Springer}
}

@Article{kordestani2014CDEPSO,
author="Kordestani, Javidan Kazemi
and Rezvanian, Alireza
and Meybodi, Mohammad Reza",
title="CDEPSO: a bi-population hybrid approach for dynamic optimization problems",
journal="Applied Intelligence",
year="2014",
volume="40",
number="4",
pages="682--694",
publisher="Springer US",
}

@ARTICLE{li2014adaptive,
author={Changhe Li and Shengxiang Yang and Ming Yang},
journal={Evolutionary Computation},
title={An Adaptive Multi-Swarm Optimizer for Dynamic Optimization Problems},
year={2014},
volume={22},
number={4},
pages={559--594},
publisher = {MIT Press},
}

@article{gandomi2012evolutionary,
  title={Evolutionary boundary constraint handling scheme},
  author={Gandomi, Amir Hossein and Yang, Xin-She},
  journal={Neural Computing and Applications},
  volume={21},
  number={6},
  pages={1449--1462},
  year={2012},
  publisher={Springer}
}

@article{mukherjee2014cluster,
author = "Rohan Mukherjee and Gyana Ranjan Patra and Rupam Kundu and Swagatam Das",
title = "Cluster-based differential evolution with Crowding Archive for niching in dynamic environments",
journal = "Information Sciences",
volume = "267",
pages = "58 -- 82",
year = "2014",
publisher="Elsevier",
}

@article{turky2014harmony,
author = "Ayad Mashaan Turky and Salwani Abdullah",
title = "A multi-population harmony search algorithm with external archive for dynamic optimization problems",
journal = "Information Sciences",
volume = "272",
pages = "84 -- 95",
year = "2014",
publisher="Elsevier",
}

@article{turky2014electromagnetic,
author = "Ayad Mashaan Turky and Salwani Abdullah",
title = "A multi-population electromagnetic algorithm for dynamic optimisation problems",
journal = "Applied Soft Computing",
volume = "22",
pages = "474 -- 482",
year = "2014",
publisher="Elsevier",
}

@article{yazdani2014mnafsa,
author = "Danial Yazdani and Babak Nasiri and Alireza Sepas-Moghaddam and Mohammadreza Meybodi and Mohammadreza Akbarzadeh-Totonchi",
title = "{mNAFSA:} A novel approach for optimization in dynamic environments with global changes",
journal = "Swarm and Evolutionary Computation",
volume = "18",
pages = "38 -- 53",
year = "2014",
publisher="Elsevier",
}

@INPROCEEDINGS{zhu2014combining,
author={T Zhu and W Luo and L Yue},
booktitle={Congress on Evolutionary Computation},
title={Combining multipopulation evolutionary algorithms with memory for dynamic optimization problems},
year={2014},
volume={},
number={},
pages={2047--2054},
publisher = {IEEE},
}

@Article{zhu2014dynamic,
author="Zhu, Tao
and Luo, Wenjian
and Yue, Lihua",
title="Dynamic optimization facilitated by the memory tree",
journal="Soft Computing",
year="2014",
volume="19",
number="3",
pages="547--566",
publisher="Springer Berlin Heidelberg",
}

@INPROCEEDINGS{neri2014two,
author={F. {Neri} and N. {Khan}},
booktitle={Foundations of Computational Intelligence},
title={Two local search components that move along the axes for memetic computing frameworks},
year={2014},
volume={},
number={},
pages={62-69},
publisher = {IEEE},
}

@ARTICLE{omidvar2014cooperative,
author={Mohammad Nabi Omidvar and Xiaodong Li and Yi Mei and Xin Yao},
journal={IEEE Transactions on Evolutionary Computation},
title={Cooperative Co-Evolution With Differential Grouping for Large Scale Optimization},
year={2014},
volume={18},
number={3},
pages={378-393},
publisher = {IEEE},
}

@article{li2015multipopulation,
author = "Changhe Li and Trung Thanh Nguyen and Ming Yang and Shengxiang Yang and Sanyou Zeng",
title = "Multi-population methods in unconstrained continuous dynamic environments: the challenges",
journal = "Information Sciences",
volume = "296",
pages = "95 - 118",
year = "2015",
publisher="Elsevier",
}

@INPROCEEDINGS{ozsoydan2015multipopulation,
author={F. B. {Ozsoydan} and A. {Baykasoglu}},
booktitle={Conference on Evolving and Adaptive Intelligent Systems},
title={A multi-population firefly algorithm for dynamic optimization problems},
year={2015},
volume={},
number={},
pages={1--7},
publisher = {IEEE},
}

@INPROCEEDINGS{nakano2015artificial,
author={H. {Nakano} and M. {Kojima} and A. {Miyauchi}},
booktitle={Congress on Evolutionary Computation},
title={An artificial bee colony algorithm with a memory scheme for dynamic optimization problems},
year={2015},
volume={},
number={},
pages={2657--2663},
publisher = {IEEE},
}

@article{sharifi2015novel,
author = "Ali Sharifi and Javidan Kazemi Kordestani and Mahshid Mahdaviani and Mohammad Reza Meybodi",
title = "A novel hybrid adaptive collaborative approach based on particle swarm optimization and local search for dynamic optimization problems",
journal = "Applied Soft Computing",
volume = "32",
pages = "432 - 448",
year = "2015",
publisher="Elsevier",
}

@Article{bravo2015global,
author="Bravo, Yesnier
and Luque, Gabriel
and Alba, Enrique",
title="Global memory schemes for dynamic optimization",
journal="Natural Computing",
year="2015",
volume="15",
number="2",
pages="319--333",
publisher="Speringer",
}

@Article{fouladgar2015novel,
author="Fouladgar, Nazanin
and Lotfi, Shahriar",
title="A novel approach for optimization in dynamic environments based on modified cuckoo search algorithm",
journal="Soft Computing",
year="2015",
volume="20",
number="7",
pages="2889--2903",
publisher="Speringer",
}

@article{kordestani2015efficient,
author = {Javidan Kazemi Kordestani and Alireza Rezvanian and Mohammad Reza Meybodi},
title = {An efficient oscillating inertia weight of particle swarm optimisation for tracking optima in dynamic environments},
journal = {Journal of Experimental \& Theoretical Artificial Intelligence},
volume = {28},
number = {1-2},
pages = {137-149},
year  = {2015},
publisher = {Taylor \& Francis},
}

@inproceedings{shen2015multi,
  title={Multi-swarm optimization with chaotic mapping for dynamic optimization problems},
  author={Shen, Luyi and Xu, Lihong and Wei, Ruihua and Cao, Leilei},
  booktitle={2015 8th International Symposium on Computational Intelligence and Design (ISCID)},
  volume={2},
  pages={132--137},
  year={2015},
  publisher={IEEE}
}

@INPROCEEDINGS{takano2015toward,
author={R. {Takano} and H. {Sato} and T. {Harada} and K. {Takadama}},
booktitle={Congress on Evolutionary Computation},
title={Toward robustness against environmental change speed by Artificial Bee Colony algorithm based on local information sharing},
year={2015},
volume={},
number={},
pages={1424-1431},
publisher = {IEEE},
}

@INPROCEEDINGS{mavrovouniotis2015adaptive,
author={M. {Mavrovouniotis} and F. {Neri} and S. {Yang}},
booktitle={Congress on Evolutionary Computation},
title={An adaptive local search algorithm for real-valued dynamic optimization},
year={2015},
volume={},
number={},
pages={1388-1395},
publisher = {IEEE},
}

@book{tan2015fireworks,
 author = {Ying Tan},
 title = {Fireworks Algorithm: A Novel Swarm Intelligence Optimization Method},
 year = {2015},
 publisher = {Springer-Verlag Berlin Heidelberg},
}

@INPROCEEDINGS{harrison2016radius,
author={K. R. {Harrison} and B. M. {Ombuki-Berman} and A. P. {Engelbrecht}},
booktitle={Congress on Evolutionary Computation},
title={A radius-free quantum particle swarm optimization technique for dynamic optimization problems},
year={2016},
volume={},
number={},
pages={578--585},
publisher = {IEEE},
}

@INPROCEEDINGS{jia2016multiswarm,
author={D. {Jia} and S. {Qu} and L. {Li}},
booktitle={Information System and Artificial Intelligence},
title={A Multi-swarm Artificial Bee Colony Algorithm for Dynamic Optimization Problems},
year={2016},
volume={},
number={},
pages={441-445},
publisher = {IEEE},
}

@ARTICLE{li2016adaptive,
author={Changhe Li and Trung Thanh Nguyen and Ming Yang and Michalis Mavrovouniotis and Shengxiang Yang},
journal={IEEE Transactions on Evolutionary Computation},
title={An Adaptive Multipopulation Framework for Locating and Tracking Multiple Optima},
year={2016},
volume={20},
number={4},
pages={590-605},
publisher = {IEEE},
}

@article{luo2016species,
author = "Wenjian Luo and Juan Sun and Chenyang Bu and Houjun Liang",
title = "Species-based Particle Swarm Optimizer enhanced by memory for dynamic optimization",
journal = "Applied Soft Computing",
volume = "47",
pages = "130 - 140",
year = "2016",
publisher="Elsevier",
}

@article{nasiri2016improved,
  title={Improved Speciation-Based Firefly Algorithm in Dynamic and Uncertain Environments.},
  author={Nasiri, Babak and Meybodi, Mohammad Reza},
  journal={Journal of Information Science and Engineering},
  volume={32},
  number={3},
  pages={661--676},
  year={2016}
}

@article{nasiri2016historyPSO,
title = "History-Driven Particle Swarm Optimization in dynamic and uncertain environments",
journal = "Neurocomputing",
volume = "172",
pages = "356 - 370",
year = "2016",
issn = "0925-2312",
author = "Babak Nasiri and MohammadReza Meybodi and MohammadMehdi Ebadzadeh",
publisher="Elsevier",
}

@article{nasiri2016historyFA,
 author = {Nasiri, Babak and Meybodi, Mohammad Reza},
 title = {History-driven Firefly Algorithm for Optimisation in Dynamic and Uncertain Environments},
 journal = {International Journal of Bio-Inspired Computation},
 volume = {8},
 number = {5},
 year = {2016},
 pages = {326--339},
 publisher = {Inderscience Publishers},
 }

@INPROCEEDINGS{nooraliei2016memetic,
author={A. {Nooraliei} and M. R. {Meybodi} and B. {Masoumi}},
booktitle={Artificial Intelligence and Robotics},
title={Memetic algorithm based on genetic algorithm and improved cuckoo search algorithm for dynamic environment},
year={2016},
volume={},
number={},
pages={54-60},
publisher = {IEEE},
}

@article{novoa2016selfadaptation,
 author = {Novoa-Hern\'{a}ndez, Pavel and Corona, Carlos Cruz and Pelta, David A.},
 title = {Self-adaptation in Dynamic Environments--  a Survey and Open Issues},
 journal = {International Journal of Bio-Inspired Computation},
 volume = {8},
 number = {1},
 year = {2016},
 pages = {1--13},
 publisher = {Inderscience Publishers},
}

@article{nseef2016adaptive,
author = "Shams K. Nseef and Salwani Abdullah and Ayad Turky and Graham Kendall",
title = "An adaptive multi-population artificial bee colony algorithm for dynamic optimisation problems",
journal = "Knowledge-Based Systems",
volume = "104",
pages = "14 - 23",
year = "2016",
}

@INPROCEEDINGS{pekdemir2016enhancing,
author={H. {Pekdemir} and H. R. {Topcuoglu}},
booktitle={Congress on Evolutionary Computation},
title={Enhancing fireworks algorithms for dynamic optimization problems},
year={2016},
volume={},
number={},
pages={4045--4052},
publisher = {IEEE},
}

@INPROCEEDINGS{shakeri2016modified,
author={M. {Shakeri} and M. {Dadvar}},
booktitle={Mexican International Conference on Artificial Intelligence},
title={A Modified-ABC: An Explicit-Memory Based Approach with a New Memory Updating and Retrieval in Dynamic Environments},
year={2016},
volume={},
number={},
pages={92-98},
publisher = {IEEE},
}

@InProceedings{shen2016heterogeneous,
author="Shen, Yuanxia
and Chen, Jian
and Zeng, Chuanhua
and Wei, Linna",
editor=" Ying {Tan et al.}",
title="Heterogeneous Bare-Bones Particle Swarm Optimization for Dynamic Environments",
booktitle="Advances in Swarm Intelligence",
year="2016",
publisher="Springer International Publishing",
}

@INPROCEEDINGS{wang216orthogonal,
author={Z. {Wang} and Z. {Zhan} and K. {Du} and Z. {Yu} and J. {Zhang}},
booktitle={Congress on Evolutionary Computation},
title={Orthogonal learning particle swarm optimization with variable relocation for dynamic optimization},
year={2016},
volume={},
number={},
pages={594-600},
publisher = {IEEE},
}

@article{yazdani2016novel,
author = {Yazdani, Danial and Sepas-Moghaddam, Alireza and Dehban, Atabak and Horta, Nuno},
title = {A Novel Approach for Optimization in Dynamic Environments Based on Modified Artificial Fish Swarm Algorithm},
journal = {International Journal of Computational Intelligence and Applications},
volume = {15},
number = {02},
pages = {1650010.1 -- 1650010.23},
year = {2016},
publisher = {World Scientific},
}

@INPROCEEDINGS{yu2016multipoint,
author={X. {Yu} and X. {Wu}},
booktitle={Congress on Evolutionary Computation},
title={A multi-point local search algorithm for continuous dynamic optimization},
year={2016},
volume={},
number={},
pages={2736-2743},
publisher = {IEEE},
}

@INPROCEEDINGS{zhang2016immune,
author={W. {Zhang} and G. G. {Yen} and X. {Wang}},
booktitle={Congress on Evolutionary Computation},
title={An immune inspired framework for optimization in dynamic environment},
year={2016},
volume={},
number={},
pages={1800-1807},
publisher = {IEEE},
}

@article{Mukherjee2016modified,
author = "Rohan Mukherjee and Shantanab Debchoudhury and Swagatam Das",
title = "Modified Differential Evolution with Locality induced Genetic Operators for dynamic optimization",
journal = "European Journal of Operational Research",
volume = "253",
number = "2",
pages = "337 - 355",
year = "2016",
publisher="Elsevier",
}

@article{zhan2016cloudde,
  title={Cloudde: A heterogeneous differential evolution algorithm and its distributed cloud version},
  author={Zhan, Zhi-Hui and Liu, Xiao-Fang and Zhang, Huaxiang and Yu, Zhengtao and Weng, Jian and Li, Yun and Gu, Tianlong and Zhang, Jun},
  journal={IEEE Transactions on Parallel and Distributed Systems},
  volume={28},
  number={3},
  pages={704--716},
  year={2016},
  publisher={IEEE}
}

@article{abdullah2017interleaved,
author = {Salwani Abdullah and Shams K. Nseef and Ayad Turky},
title = {An Interleaved Artificial Bee Colony algorithm for dynamic optimisation problems},
journal = {Connection Science},
volume = {30},
number = {3},
pages = {272-284},
year  = {2017},
publisher = {Taylor \& Francis},
}

@INPROCEEDINGS{altin2017hybridizing,
author={L. {Altin} and H. R. {Topcuoglu} and M. {Ermis}},
booktitle={Congress on Evolutionary Computation},
title={Hybridizing change detection schemes for dynamic optimization problems},
year={2017},
volume={},
number={},
pages={2086-2093},
publisher = {IEEE},
}

@Article{boulesnane2017WD2O,
author="Boulesnane, Abdennour
and Meshoul, Souham",
title="WD2O: a novel wind driven dynamic optimization approach with effective change detection",
journal="Applied Intelligence",
year="2017",
volume="47",
number="2",
pages="488--504",
publisher = "Springer US",
}

@ARTICLE{chang2017querybased,
author={R. {Chang} and H. {Hsu} and S. {Lin} and C. {Chang} and J. {Ho}},
journal={IEEE Access},
title={Query-Based Learning for Dynamic Particle Swarm Optimization},
year={2017},
volume={5},
number={},
pages={7648-7658},
publisher = {IEEE},
}

@Article{kordestani2017adaptive,
author="Kordestani, Javidan Kazemi
and Firouzjaee, Hossein Abedi
and Reza Meybodi, Mohammad",
title="An adaptive bi-flight cuckoo search with variable nests for continuous dynamic optimization problems",
journal="Applied Intelligence",
year="2017",
volume="48",
number="1",
pages="97--117",
publisher = "Springer US",
}

@InProceedings{luo2017hybrid,
author="Luo, Wenjian
and Yang, Bin
and Bu, Chenyang
and Lin, Xin",
editor="Yuhui {Shi et al.}",
title="A Hybrid Particle Swarm Optimization for High-Dimensional Dynamic Optimization",
booktitle="Simulated Evolution and Learning",
year="2017",
publisher="Springer International Publishing",
address="Cham",
pages="981--993",
}

@article{mavrovouniotis2017survey,
author = "Michalis Mavrovouniotis and Changhe Li and Shengxiang Yang",
title = "A survey of swarm intelligence for dynamic optimization: Algorithms and applications",
journal = "Swarm and Evolutionary Computation",
volume = "33",
pages = "1 - 17",
year = "2017",
publisher = "Elsevier",
}

@article{omidvar2017dg2,
    title={{DG2}: A faster and more accurate differential grouping for large-scale black-box optimization},
    author={Omidvar, Mohammad Nabi and Yang, Ming and Mei, Yi and Li, Xiaodong and Yao, Xin},
    journal={IEEE Transactions on Evolutionary Computation},
    volume={21},
    number={6},
    pages={929--942},
    year={2017},
    publisher={IEEE},
}

@article{wu2018heterogeneous,
author = {Wu, Weizu and Xie, Dongqing and Liu, Liqun},
title = {Heterogeneous Differential Evolution with Memory Enhanced Brownian and Quantum Individuals for Dynamic Optimization Problems},
journal = {International Journal of Pattern Recognition and Artificial Intelligence},
volume = {32},
number = {02},
pages = {1859003},
year = {2018},
publisher = {World Scientific},
}

@article{cao2018neighbor,
author = "Leilei Cao and Lihong Xu and Erik D. Goodman",
title = "A neighbor-based learning particle swarm optimizer with short-term and long-term memory for dynamic optimization problems",
journal = "Information Sciences",
volume = "453",
pages = "463 - 485",
year = "2018",
publisher = "Elsevier",
}

@InProceedings{yazdani2017new,
author="Yazdani, Danial
and Nguyen, Trung Thanh
and Branke, Juergen
and Wang, Jin",
editor="Squillero, Giovanni
and Sim, Kevin",
title="A New Multi-swarm Particle Swarm Optimization for Robust Optimization Over Time",
booktitle="Applications of Evolutionary Computation",
year="2017",
publisher="Springer International Publishing",
pages="99--109",
}



@INPROCEEDINGS{liaw2018incorporating,
author={R. {Liaw} and C. {Ting}},
booktitle={Congress on Evolutionary Computation},
title={Incorporating Fitness Inheritance and k-Nearest Neighbors for Evolutionary Dynamic Optimization},
year={2018},
volume={},
number={},
pages={1-8},
month={July},
publisher = {IEEE},
}

@ARTICLE{liu2018neural,
author={X. {Liu} and Z. {Zhan} and J. {Zhang}},
journal={IEEE Access},
title={Neural Network for Change Direction Prediction in Dynamic Optimization},
year={2018},
volume={6},
number={},
pages={72649-72662},
publisher = {IEEE},
}

@ARTICLE{luo2018osurrogate,
author={W. {Luo} and R. {Yi} and B. {Yang} and P. {Xu}},
journal={IEEE Transactions on Emerging Topics in Computational Intelligence},
title={Surrogate-Assisted Evolutionary Framework for Data-Driven Dynamic Optimization},
year={2019},
volume={3},
number={2},
pages={137-150},
publisher = {IEEE},
}

@article{luo2019clonal,
author = "Wenjian Luo and Xin Lin and Tao Zhu and Peilan Xu",
title = "A clonal selection algorithm for dynamic multimodal function optimization",
journal = "Swarm and Evolutionary Computation",
volume = "50",
pages = "100459",
year = "2019",
publisher = "Elsevier",
}

@inproceedings{luo2018identifying,
  title={Identifying Species for Particle Swarm Optimization under Dynamic Environments},
  author={Luo, Wenjian and Sun, Juan and Bu, Chenyang and Yi, Ruikang},
  booktitle={Symposium Series on Computational Intelligence (SSCI)},
  pages={1921--1928},
  year={2018},
  publisher={IEEE},
}

@article{ma2018multipopulaiton,
author = "Haiping Ma and Shigen Shen and Mei Yu and Zhile Yang and Minrui Fei and Huiyu Zhou",
title = "Multi-population techniques in nature inspired optimization algorithms: A comprehensive survey",
journal = "Swarm and Evolutionary Computation",
volume = "44",
pages = "365 - 387",
year = "2018",
publisher = "Elsevier",
}

@InProceedings{meier2018prediction,
author="Meier, Almuth
and Kramer, Oliver",
editor="Sim, Kevin
and Kaufmann, Paul",
title="Prediction with Recurrent Neural Networks in Evolutionary Dynamic Optimization",
booktitle="Applications of Evolutionary Computation",
year="2018",
publisher="Springer International Publishing",
pages="848--863",
}

@article{moradi2018CMCABC,
author = {Moradi, Mohsen and Nejatian, Samad and Parvin, Hamid and Rezaie, Vahideh},
title = {CMCABC: Clustering and Memory-Based Chaotic Artificial Bee Colony Dynamic Optimization Algorithm},
journal = {International Journal of Information Technology \& Decision Making},
volume = {17},
number = {04},
pages = {1007-1046},
year = {2018},
publisher = {World Scientific}
}

@Article{parvin2018explicit,
author="Parvin, Hamid
and Nejatian, Samad
and Mohamadpour, Majid",
title="Explicit memory based ABC with a clustering strategy for updating and retrieval of memory in dynamic environments",
journal="Applied Intelligence",
year="2018",
volume="48",
number="11",
pages="4317--4337",
publisher = "Springer US",
}

@inproceedings{takano2018artificial,
 author = {Takano, Ryo and Sato, Hiroyuki and Takadama, Keiki},
 title = {Artificial Bee Colony Algorithm Based on Adaptive Local Information Sharing: Approach for Several Dynamic Changes},
 booktitle = {Genetic and Evolutionary Computation},
 year = {2018},
 pages = {95--96},
 publisher = {ACM},
}

@article{turky2018dualpopulation,
author = "Ayad Turky and Salwani Abdullah and Anas Dawod",
title = "A dual-population multi operators harmony search algorithm for dynamic optimization problems",
journal = "Computers \& Industrial Engineering",
volume = "117",
pages = "19 - 28",
year = "2018",
publisher = "Elsevier",
 }
 
 
 @article{yamanaka2018tracking,
  title={Tracking optima in dynamic problems by an optimizer based on piecewise-rotational chaos system},
  author={Yoshikazu Yamanaka and Tadashi Tsubone},
  journal={Nonlinear Theory and Its Applications},
  volume={9},
  number={4},
  pages={497-516},
  year={2018},
  publisher={The Institute of Electronics, Information and Communication Engineers},
}

@Phdthesis{yazdani2018thesis,
    author =       "Danial Yazdani",
    year =         "2018",
    title =        "Particle swarm optimization for dynamically changing environments with particular focus on scalability and switching cost",
    school =       "Liverpool John Moores University",
    address =      "Liverpool, UK",
}

@Phdthesis{liu2009real,
  title={Real-time contaminant source characterization in water distribution systems},
  author={Liu, Li},
  year={2009},
  publisher={North Carolina State University}
}

@inproceedings{branke2003theoretical,
  title={Theoretical analysis of simple evolution strategies in quickly changing environments},
  author={Branke, Juergen and Wang, Wei},
  booktitle={Genetic and Evolutionary Computation Conference},
  pages={537--548},
  year={2003},
  organization={Springer}
}

@article{lu2021dynamic,
  title={Dynamic Optimization in Fast-Changing Environments via Offline Evolutionary Search},
  author={Lu, Xiaofen and Tang, Ke and Menzel, Stefan and Yao, Xin},
  journal={IEEE Transactions on Evolutionary Computation},
  year={2021},
  publisher={IEEE}
}

@inproceedings{bosman2005learning,
  title={Learning, anticipation and time-deception in evolutionary online dynamic optimization},
  author={Bosman, Peter AN},
  booktitle={Proceedings of the 7th annual workshop on Genetic and evolutionary computation},
  pages={39--47},
  year={2005}
}

@inproceedings{yazdani2018changing,
 author = {Yazdani, Danial and Branke, Juergen and Omidvar, Mohammad Nabi and Nguyen, Trung Thanh and Yao, Xin},
 title = {Changing or Keeping Solutions in Dynamic Optimization Problems with Switching Costs},
 booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference},
 year = {2018},
 pages = {1095--1102},
 publisher = {ACM},
}

@incollection{nguyen2013dynamic,
  title={Dynamic time-linkage evolutionary optimization: Definitions and potential solutions},
  author={Nguyen, Trung Thanh and Yao, Xin},
  booktitle={Metaheuristics for Dynamic Optimization},
  pages={371--395},
  year={2013},
  publisher={Springer}
}

@InProceedings{yazdani2018multiobjective,
author="Yazdani, Danial
and Nguyen, Trung Thanh
and Branke, Juergen
and Wang, Jin",
editor="Sim, Kevin
and Kaufmann, Paul",
title="A Multi-objective Time-Linkage Approach for Dynamic Optimization Problems with Previous-Solution Displacement Restriction",
booktitle="Applications of Evolutionary Computation",
year="2018",
publisher="Springer International Publishing",
pages="864--878",
}

@article{zhang2018innate,
author = {Weiwei Zhang and Menghua Zhang and Weizheng Zhang and Yinghui Meng and Huaiguang Wu},
title = {Innate-Adaptive Response and Memory based Artificial Immune System for Dynamic Optimization},
publisher = {RAMS Consultants},
year = {2018},
journal = {International Journal of Performability Engineering},
volume = {14},
number = {9},
eid = {2048},
numpages = {7},
pages = {2048},
}

@article{zhang2018cluster,
author = "Weiwei Zhang and Weizheng Zhang and Gary G. Yen and HongLei Jing",
title = "A cluster-based clonal selection algorithm for optimization in dynamic environment",
journal = "Swarm and Evolutionary Computation",
volume = "50",
pages = "100454",
year = "2019",
publisher="Elsevier",
}

@INPROCEEDINGS{zhou2018hybrid,
author={Y. {Zhou} and Y. {Yi-Chuan} and L. {Tmg-Xmg} and Q. {Jm}},
booktitle={Chinese Control And Decision Conference},
title={A hybrid immune algorithm for solving dynamic optimization problems},
year={2018},
pages={5326-5332},
publisher = {IEEE},
}

@Article{zhu2018global,
author="Zhu, Zhen
and Chen, Long
and Yuan, Chaochun
and Xia, Changgao",
title="Global replacement-based differential evolution with neighbor-based memory for dynamic optimization",
journal="Applied Intelligence",
year="2018",
volume="48",
number="10",
pages="3280--3294",
publisher="Springer US",
}

@article{zhu2018history,
author = {Zhu, Zhen and Chen, Long and Xia, Changgao and Yuan, Chaochun},
title = {A History-Driven Differential Evolution Algorithm for Optimization in Dynamic Environments},
journal = {International Journal on Artificial Intelligence Tools},
volume = {27},
number = {06},
pages = {1850028},
year = {2018},
publisher = {World Scientific},
}

@article{takano2019artificial,
  title={Artificial Bee Colony Algorithm Based on Adaptive Local Information Sharing Meets Multiple Dynamic Environments},
  author={Ryo Takano and Hiroyuki Sato and Keiki Takadama},
  journal={SICE Journal of Control, Measurement, and System Integration},
  volume={12},
  number={1},
  pages={1-10},
  year={2019},
}

@article{kordestani2019note,
author = {Javidan Kazemi Kordestani and Mohammad Reza Meybodi and Amir Masoud Rahmani},
title = {A note on the exclusion operator in multi-swarm PSO algorithms for dynamic environments},
journal = {Connection Science},
pages = {1-25},
year  = {2019},
publisher = {Taylor \& Francis},
}

@article{vafashoar2019multipopulation,
title = "A multi-population differential evolution algorithm based on cellular learning automata and evolutionary context information for optimization in dynamic environments",
journal = "Applied Soft Computing",
pages = "106009",
year = "2019",
issn = "1568-4946",
author = "Reza Vafashoar and Mohammad Reza Meybodi",
}

@article{yazdani2019scaling,
  title={Scaling up dynamic optimization problems: A divide-and-conquer approach},
  author={Yazdani, Danial and Omidvar, Mohammad Nabi and Branke, J{\"u}rgen and Nguyen, Trung Thanh and Yao, Xin},
  journal={IEEE Transactions on Evolutionary Computation},
  volume={24},
  number={1},
  pages={1--15},
  year={2019},
  publisher={IEEE}
}


@ARTICLE{li2018open,
author={Changhe Li and Trung Thanh Nguyen and Sanyou Zeng and Ming Yang and Min Wu},
journal={IEEE Transactions on Cybernetics},
title={An Open Framework for Constructing Continuous Optimization Problems},
year={2018},
volume={49},
number={6},
publisher={IEEE},
}


@article{cao2019collaboration,
title = "A collaboration-based particle swarm optimizer with history-guided estimation for optimization in dynamic environments",
journal = "Expert Systems with Applications",
volume = "120",
pages = "1 - 13",
year = "2019",
author = "Leilei Cao and Lihong Xu and Erik D. Goodman",
publisher =    "Elsevier",
}



@article{kordestani2019novel,
title = "A novel framework for improving multi-population algorithms for dynamic optimization problems: A scheduling approach",
journal = "Swarm and Evolutionary Computation",
volume = "44",
pages = "788 - 805",
year = "2019",
author = "Javidan Kazemi Kordestani and Amir Ehsan Ranginkaman and Mohammad Reza Meybodi and Pavel Novoa-Hernández",
publisher =    "Elsevier",
}

@ARTICLE{liu2019neural,
author={X. {Liu} and Z. {Zhan} and T. {Gu} and S. {Kwong} and Z. {Lu} and H. B. {Duh} and J. {Zhang}},
journal={IEEE Transactions on Neural Networks and Learning Systems},
title={Neural Network-Based Information Transfer for Dynamic Optimization},
year={2019},
volume={},
number={},
pages={1-14},
publisher={IEEE},
}


@ARTICLE{luo2019distributed,
author={X. {Luo} and Z. {Wang} and R. {Guan} and Z. {Zhan} and Y. {Gao}},
journal={IEEE Access},
title={A Distributed Multiple Populations Framework for Evolutionary Algorithm in Solving Dynamic Optimization Problems},
year={2019},
volume={7},
number={},
pages={44372-44390},
publisher={IEEE},
}

@InProceedings{niu2019bacterial,
author="Niu, Ben
and Liu, Qianying
and Wang, Jun",
editor="Ying {Tan et al.}",
title="Bacterial Foraging Optimization with Memory and Clone Schemes for Dynamic Environments",
booktitle="Advances in Swarm Intelligence",
year="2019",
publisher="Springer International Publishing",
pages="352--360",
}

@article{ozsoydan2019quantum,
author = "Fehmi Burcin Ozsoydan and Adil Baykasoğlu",
title = "Quantum firefly swarms for multimodal dynamic optimization problems",
journal = "Expert Systems with Applications",
volume = "115",
pages = "189 - 199",
year = "2019",
publisher =    "Elsevier",
}

@article{tinos2019framework,
author = "Renato Tinos and Shengxiang Yang",
title = "A framework for inducing artificial changes in optimization problems",
journal = "Information Sciences",
volume = "485",
pages = "486 - 504",
year = "2019",
publisher =    "Elsevier",
}

@article{liu2019dual,
title = "Dual-archive-based particle swarm optimization for dynamic optimization",
journal = "Applied Soft Computing",
pages = "105876",
year = "2019",
issn = "1568-4946",
author = "Xiao-Fang Liu and Yu-Ren Zhou and Xue Yu and Ying Lin",
publisher =    "Elsevier",
}

@InProceedings{pourpanah2019mBSO,
author="Farhad Pourpanah and Ran Wang and Xizhao Wang and Yuhui Shi and Danial Yazdani",
title="mBSO: A Multi-Population Brain Storm Optimization for Multimodal Dynamic Optimization Problems",
booktitle="Symposium Series on Computational Intelligence",
year="2019",
publisher="IEEE",
pages="672--678",
}


@book{larranaga2001estimation,
  title={Estimation of distribution algorithms: A new tool for evolutionary computation},
  author={Larra{\~n}aga, Pedro and Lozano, Jose A},
  volume={2},
  year={2001},
  publisher={Springer Science \& Business Media}
}

@article{yazdani2015fish,
  title={Fish swarm search algorithm: A new algorithm for global optimization},
  author={Yazdani, Danial and Sadeghi-Ivrigh, Sarvenaz and Yazdani, Donya and Sepas-Moghaddam, Alireza and Meybodi, Mohammad Reza},
  journal={Int. J. Artif. Intell.},
  volume={13},
  number={2},
  pages={17--45},
  year={2015}
}

@article{dasgupta2006advances,
  title={Advances in artificial immune systems},
  author={Dasgupta, Dipankar},
  journal={IEEE computational intelligence magazine},
  volume={1},
  number={4},
  pages={40--49},
  year={2006},
  publisher={IEEE}
}

@article{socha2008ant,
  title={Ant colony optimization for continuous domains},
  author={Socha, Krzysztof and Dorigo, Marco},
  journal={European journal of operational research},
  volume={185},
  number={3},
  pages={1155--1173},
  year={2008},
  publisher={Elsevier}
}

@article{thomas2013survey,
  title={Survey of bacterial foraging optimization algorithm},
  author={Thomas, Riya Mary},
  journal={International Journal of Science and Modern Engineering (IJISME)},
  volume={1},
  number={4},
  pages={11},
  year={2013}
}

@article{yang2008firefly,
  title={Firefly algorithm},
  author={Yang, Xin-She and others},
  journal={Nature-inspired metaheuristic algorithms},
  volume={20},
  pages={79--90},
  year={2008},
  publisher={Luniver Press Frome, UK}
}

@book{back1996evolutionary,
  title={Evolutionary algorithms in theory and practice: evolution strategies, evolutionary programming, genetic algorithms},
  author={Back, Thomas},
  year={1996},
  publisher={Oxford university press}
}

@article{yao1999evolutionary,
  title={Evolutionary programming made faster},
  author={Yao, Xin and Liu, Yong and Lin, Guangming},
  journal={IEEE Transactions on Evolutionary computation},
  volume={3},
  number={2},
  pages={82--102},
  year={1999},
  publisher={IEEE}
}

@article{srinivas1994genetic,
  title={Genetic algorithms: A survey},
  author={Srinivas, Mandavilli and Patnaik, Lalit M},
  journal={computer},
  volume={27},
  number={6},
  pages={17--26},
  year={1994},
  publisher={IEEE}
}

@inproceedings{back1991survey,
  title={A survey of evolution strategies},
  author={Back, Thomas and Hoffmeister, Frank and Schwefel, Hans-Paul},
  booktitle={Proceedings of the fourth international conference on genetic algorithms},
  volume={2},
  number={9},
  year={1991},
  organization={Morgan Kaufmann Publishers San Mateo, CA}
}


@article{karaboga2009comparative,
  title={A comparative study of artificial bee colony algorithm},
  author={Karaboga, Dervis and Akay, Bahriye},
  journal={Applied mathematics and computation},
  volume={214},
  number={1},
  pages={108--132},
  year={2009},
  publisher={Elsevier}
}

@article{das2010differential,
  title={Differential evolution: A survey of the state-of-the-art},
  author={Das, Swagatam and Suganthan, Ponnuthurai Nagaratnam},
  journal={IEEE transactions on evolutionary computation},
  volume={15},
  number={1},
  pages={4--31},
  year={2010},
  publisher={IEEE}
}

@inproceedings{kennedy1995particle,
  title={Particle swarm optimization},
  author={Kennedy, James and Eberhart, Russell C.},
  booktitle={Proceedings of ICNN'95-International Conference on Neural Networks},
  volume={4},
  pages={1942--1948},
  year={1995},
  organization={IEEE}
}

@article{CMA-ES,
    author = {Nikolaus Hansen and Andreas Ostermeier},
    title = {Completely Derandomized Self-Adaptation in Evolution Strategies},
    journal = {Evolutionary Computation},
    volume = {9},
    number = {2},
    year = {2001},
    pages = {159--195},
    publisher = {MIT Press},
} 

@article{das2011real,
  title={Real-parameter evolutionary multimodal optimization—A survey of the state-of-the-art},
  author={Das, Swagatam and Maity, Sayan and Qu, Bo-Yang and Suganthan, Ponnuthurai Nagaratnam},
  journal={Swarm and Evolutionary Computation},
  volume={1},
  number={2},
  pages={71--88},
  year={2011},
  publisher={Elsevier}
}

@article{cheng2017evolutionary,
  title={Evolutionary multiobjective optimization-based multimodal optimization: Fitness landscape approximation and peak detection},
  author={Cheng, Ran and Li, Miqing and Li, Ke and Yao, Xin},
  journal={IEEE Transactions on Evolutionary Computation},
  volume={22},
  number={5},
  pages={692--706},
  year={2017},
  publisher={IEEE}
}


@INPROCEEDINGS{weicker2000dynamic, 
    author={K. Weicker and N. Weicker}, 
    booktitle={Proceedings of the Congress on Evolutionary Computation}, 
    title={Dynamic rotation and partial visibility}, 
    year={2000}, 
    pages={1125–1131}, 
}


@article{Bentley1975multidimensional,
 author = {Jon Louis Bentley},
 title = {Multidimensional Binary Search Trees Used for Associative Searching},
 journal = {Communications of the ACM},
 volume = {18},
 number = {9},
 year = {1975},
 pages = {509--517},
}


@Techreport{li2008GDBG,
    author =       "Changhe Li and Shengxiang Yang and Trung Thanh Nguyen and E. Ling Yu and Xin Yao and Yaochu Jin and Hans-Georg Beyer and Ponnuthurai  N. Suganthan",
    year =         "2008",
    title =        "Benchmark Generator for CEC'2009 Competition on Dynamic Optimization",
    institution =  "Center for Computational Intelligence",
    type =         "",
    number =       "",
    address =      "",
    month =        "",
    note =         "",
}

@book{Morrison2004designing,
    title={Designing Evolutionary Algorithms for Dynamic Environments},
    author={Ronald W. Morrison},
    year={2004},
    publisher={Springer-Natural Computing Series}
}

@Techreport{ChangeLi2013benchmark,
    author =       "C Li and M Mavrovouniotis and S Yang and X Yao",
    year =         "2013",
    title =        "Benchmark Generator for the IEEE WCCI-2014 Competition on Evolutionary Computation for Dynamic Optimization Problems",
    institution =  "De Montfort University",
    type =         "",
    number =       "",
    address =      "",
    month =        "",
    note =         "",
}

@incollection{li2008generalized,
    author      = "Changhe Li and Shengxiang Yang",
    title      = "A Generalized Approach to Construct Benchmark Problems for Dynamic Optimization",
    editor      = "X Li et al.",
    booktitle   = " Simulated Evolution and Learning",
    publisher   = "Springer Lecture Notes in Computer Science",
    address     = "",
    year        = 2013,
    volume        = "5361",
    pages       = " 391-400",
    chapter     = "",
}

@Phdthesis{nguyen2011thesis,
    author =       "Trung Thanh Nguyen",
    year =         "2011",
    title =        "Continuous dynamic optimisation using evolutionary algorithms",
    school =       "University of Birmingham",
    address =      "",
    note =         "",
    type =         "",
    month =        "",
}


@article{kordestani2019new,
  title={New measures for comparing optimization algorithms on dynamic optimization problems},
  author={Kordestani, Javidan Kazemi and Rezvanian, Alireza and Meybodi, Mohammad Reza},
  journal={Natural Computing},
  volume={18},
  number={4},
  pages={705--720},
  year={2019},
  publisher={Springer}
}

@inproceedings{weicker2002performance,
  title={Performance measures for dynamic environments},
  author={Weicker, Karsten},
  booktitle={International Conference on Parallel Problem Solving from Nature},
  pages={64--73},
  year={2002},
  organization={Springer}
}



@article{bonyadi2017particle,
  title={Particle swarm optimization for single objective continuous space problems: a review},
  author={Bonyadi, Mohammad Reza and Michalewicz, Zbigniew},
  journal={Evolutionary Computation},
  volume={25},
  number={1},
  pages={1-54},
    year={2017},
  publisher={MIT Press}
}


@article{cruz2011optimization,
  title={Optimization in dynamic environments: a survey on problems, methods and measures},
  author={Cruz, Carlos and Gonz{\'a}lez, Juan R and Pelta, David A},
  journal={Soft Computing},
  volume={15},
  number={7},
  pages={1427--1448},
  year={2011},
  publisher={Springer}
}




@article{fogel1966artificial,
  title={Artificial intelligence through simulated evolution},
  author={Fogel, Lawrence J and Owens, Alvin J and Walsh, Michael J},
  year={1966},
  publisher={Wiley}
}

@article{jin2005evolutionary,
  title={Evolutionary optimization in uncertain environments-a survey},
  author={Jin, Yaochu and Branke, Juergen},
  journal={IEEE Transactions on evolutionary computation},
  volume={9},
  number={3},
  pages={303--317},
  year={2005},
  publisher={IEEE}
}

@book{yang2013evolutionary,
  title={Evolutionary Computation for Dynamic Optimization Problems},
    editor      = {Shengxiang Yang and Xin Yao},
  volume={490},
  year={2013},
  publisher={Springer-Verlag Berlin Heidelberg}
}

@book{alba2013metaheuristics,
  title={Metaheuristics for dynamic optimization},
  editor={Alba, Enrique and Nakib, Amir and Siarry, Patrick},
  year={2013},
  publisher={Springer-Verlag Berlin Heidelberg}
}

@book{morrison2013designing,
  title={Designing evolutionary algorithms for dynamic environments},
  author={Morrison, Ronald W},
  year={2013},
  publisher={Springer Science \& Business Media}
}

@book{weicker2003evolutionary,
  title={Evolutionary algorithms and dynamic optimization problems},
  author={Weicker, Karsten},
  year={2003},
  publisher={Der Andere Verlag Berlin}
}

@phdthesis{mavrovouniotis2013ant,
  title={Ant colony optimization in stationary and dynamic environments},
  author={Mavrovouniotis, Michalis},
  year={2013},
  school={University of Leicester}
}

@Phdthesis{younes2006adapting,
  title={Adapting evolutionary approaches for optimization in dynamic environments},
  author={Younes, Abdunnaser},
  year={2006},
  school={University of Waterloo},
  address = {Canada},
}

@article{yang2013metaheuristics,
  title={Metaheuristics for dynamic combinatorial optimization problems},
  author={Yang, Shengxiang and Jiang, Yong and Nguyen, Trung Thanh},
  journal={IMA Journal of Management Mathematics},
  volume={24},
  number={4},
  pages={451--480},
  year={2013},
  publisher={Oxford University Press}
}

@incollection{raquel2013dynamic,
  title={Dynamic multi-objective optimization: a survey of the state-of-the-art},
  author={Raquel, Carlo and Yao, Xin},
  booktitle={Evolutionary computation for dynamic optimization problems},
  pages={85--106},
  year={2013},
  publisher={Springer}
}

@incollection{azzouz2017dynamic,
  title={Dynamic multi-objective optimization using evolutionary algorithms: a survey},
  author={Azzouz, Radhia and Bechikh, Slim and Said, Lamjed Ben},
  booktitle={Recent advances in evolutionary multi-objective optimization},
  pages={31--70},
  year={2017},
  publisher={Springer}
}

@article{nguyen2012continuous,
  title={Continuous dynamic constrained optimization—The challenges},
  author={Nguyen, Trung Thanh and Yao, Xin},
  journal={IEEE Transactions on Evolutionary Computation},
  volume={16},
  number={6},
  pages={769--786},
  year={2012},
  publisher={IEEE}
}

@inproceedings{nguyen2009dynamic,
  title={Dynamic time-linkage problems revisited},
  author={Nguyen, Trung Thanh and Yao, Xin},
  booktitle={Workshops on Applications of Evolutionary Computation},
  pages={735--744},
  year={2009},
  organization={Springer}
}

@article{yazdani2018robust,
  title={Robust optimization over time by learning problem space characteristics},
  author={Yazdani, Danial and Nguyen, Trung Thanh and Branke, Juergen},
  journal={IEEE Transactions on Evolutionary Computation},
  volume={23},
  number={1},
  pages={143--155},
  year={2018},
  publisher={IEEE}
}

@book{najim2014learning,
  title={Learning automata: theory and applications},
  author={Najim, Kaddour and Poznyak, Alexander S},
  year={2014},
  publisher={Elsevier}
}

@article{bu2016continuous,
  title={Continuous dynamic constrained optimization with ensemble of locating and tracking feasible regions strategies},
  author={Bu, Chenyang and Luo, Wenjian and Yue, Lihua},
  journal={IEEE Transactions on Evolutionary Computation},
  volume={21},
  number={1},
  pages={14--33},
  year={2016},
  publisher={IEEE}
}

@article{tian2017platemo,
  title={PlatEMO: A MATLAB platform for evolutionary multi-objective optimization [educational forum]},
  author={Tian, Ye and Cheng, Ran and Zhang, Xingyi and Jin, Yaochu},
  journal={IEEE Computational Intelligence Magazine},
  volume={12},
  number={4},
  pages={73--87},
  year={2017},
  publisher={IEEE}
}

@Techreport{Hansen2010real,
    author =       "N. Hansen and S. Finck and R. Ros and A. Auger",
    year =         "2010",
    title =        "Real-Parameter Black-Box Optimization Benchmarking 2009: Noiseless Functions Definitions",
    institution =  "INRIA",
    type =         "",
    number =       "RR-6829",
    address =      "",
    month =        "",
    note =         "",
}

@article{omidvar2015designing,
    title={Designing benchmark problems for large-scale continuous optimization},
    author={Mohammad Nabi Omidvar and Xiaodong Li and Ke Tang},
    journal={Information Sciences},
    volume={316},
    number={},
    pages={419--436},
    year={2015},
    doi = "10.1016/j.ins.2014.12.062",
}

@article{farahani2012covering,
author = "Reza Zanjirani Farahani and Nasrin Asgari and Nooshin Heidari and Mahtab Hosseininia and Mark Goh",
title = "Covering problems in facility location: A review",
journal = "Computers \& Industrial Engineering",
volume = "62",
number = "1",
pages = "368 - 407",
year = "2012",
publisher="Elsevier",
}

@article{bezdek1984fcm,
  title={FCM: The fuzzy c-means clustering algorithm},
  author={Bezdek, James C and Ehrlich, Robert and Full, William},
  journal={Computers \& Geosciences},
  volume={10},
  number={2-3},
  pages={191--203},
  year={1984},
  publisher={Pergamon}
}

@inproceedings{rakitianskaia2009training,
  title={Training neural networks with PSO in dynamic environments},
  author={Rakitianskaia, Anna and Engelbrecht, Andries P.},
  booktitle={2009 IEEE Congress on Evolutionary Computation},
  pages={667--673},
  year={2009},
  organization={IEEE}
}

@article{rakitianskaia2012training,
  title={Training feedforward neural networks with dynamic particle swarm optimisation},
  author={Rakitianskaia, Anna S and Engelbrecht, Andries P.},
  journal={Swarm Intelligence},
  volume={6},
  number={3},
  pages={233--270},
  year={2012},
  publisher={Springer}
}

@inproceedings{jin2007adaptive,
  title={Adaptive farming strategies for dynamic economic environment},
  author={Jin, Nanlin and Termansen, Mette and Hubacek, Klaus and Holden, Joseph and Kirkby, Mike},
  booktitle={2007 IEEE Congress on Evolutionary Computation},
  pages={1213--1220},
  year={2007},
  organization={IEEE}
}

@inproceedings{sesum2010comparing,
  title={Comparing configurable parameters of swarm intelligence algorithms for dynamic load balancing},
  author={Sesum-Cavic, Vesna and Kuhn, Eva},
  booktitle={2010 Fourth IEEE International Conference on Self-Adaptive and Self-Organizing Systems Workshop},
  pages={42--49},
  year={2010},
  organization={IEEE}
}

@article{mitra2009adaptive,
  title={An adaptive control strategy for DSTATCOM applications in an electric ship power system},
  author={Mitra, Pinaki and Venayagamoorthy, Ganesh Kumar},
  journal={IEEE Transactions on power electronics},
  volume={25},
  number={1},
  pages={95--104},
  year={2009},
  publisher={IEEE}
}

@inproceedings{mitra2008real,
  title={Real time implementation of an artificial immune system based controller for a DSTATCOM in an electric ship power system},
  author={Mitra, Pinaki and Venayagamoorthy, Ganesh K},
  booktitle={2008 IEEE Industry Applications Society Annual Meeting},
  pages={1--8},
  year={2008},
  organization={IEEE}
}

@article{jatmiko2009localizing,
  title={Localizing multiple odor sources in a dynamic environment based on modified niche particle swarm optimization with flow of wind},
  author={Jatmiko, Wisnu and Nugraha, A and Effendi, R and Pambuko, W and Mardian, R and Sekiyama, K and Fukuda, T},
  journal={WSEAS Transactions on Systems},
  volume={8},
  number={11},
  pages={1187--1196},
  year={2009},
  publisher={World Scientific and Engineering Academy and Society}
}

@article{jatmiko2007pso,
  title={A pso-based mobile robot for odor source localization in dynamic advection-diffusion with obstacles environment: theory, simulation and measurement},
  author={Jatmiko, Wisnu and Sekiyama, Kosuke and Fukuda, Toshio},
  journal={IEEE Computational Intelligence Magazine},
  volume={2},
  number={2},
  pages={37--51},
  year={2007},
  publisher={IEEE}
}

@article{yuan2009improved,
  title={An improved PSO for dynamic load dispatch of generators with valve-point effects},
  author={Yuan, Xiaohui and Su, Anjun and Yuan, Yanbin and Nie, Hao and Wang, Liang},
  journal={Energy},
  volume={34},
  number={1},
  pages={67--74},
  year={2009},
  publisher={Elsevier}
}

@article{wang2011chaotic,
  title={Chaotic self-adaptive particle swarm optimization algorithm for dynamic economic dispatch problem with valve-point effects},
  author={Wang, Ying and Zhou, Jianzhong and Lu, Youlin and Qin, Hui and Wang, Yongqiang},
  journal={Expert Systems with Applications},
  volume={38},
  number={11},
  pages={14231--14237},
  year={2011},
  publisher={Elsevier}
}

@article{panigrahi2008adaptive,
  title={Adaptive particle swarm optimization approach for static and dynamic economic load dispatch},
  author={Panigrahi, BK and Pandi, V Ravikumar and Das, Sanjoy},
  journal={Energy conversion and management},
  volume={49},
  number={6},
  pages={1407--1415},
  year={2008},
  publisher={Elsevier}
}

@article{liu2011contamination,
  title={Contamination source identification in water distribution systems using an adaptive dynamic optimization procedure},
  author={Liu, Li and Ranjithan, S Ranji and Mahinthakumar, G},
  journal={Journal of Water Resources Planning and Management},
  volume={137},
  number={2},
  pages={183--192},
  year={2011},
  publisher={American Society of Civil Engineers}
}

@inproceedings{liu2008adaptive,
  title={Adaptive contamination source identification in water distribution systems using an evolutionary algorithm-based dynamic optimization procedure},
  author={Liu, Li and Zechman, Emily M and Brill, Jr, E Downey and Mahinthakumar, G and Ranjithan, S and Uber, James},
  booktitle={Water Distribution Systems Analysis Symposium 2006},
  pages={1--9},
  year={2008}
}

@article{gaing2004particle,
  title={A particle swarm optimization approach for optimum design of PID controller in AVR system},
  author={Gaing, Zwe-Lee},
  journal={IEEE transactions on energy conversion},
  volume={19},
  number={2},
  pages={384--391},
  year={2004},
  publisher={IEEE}
}


@inproceedings{yu2010robust,
  title={Robust optimization over time—a new perspective on dynamic optimization problems},
  author={Yu, Xin and Jin, Yaochu and Tang, Ke and Yao, Xin},
  booktitle={IEEE Congress on evolutionary computation},
  pages={1--6},
  year={2010},
  organization={IEEE}
}


@article{huang2019survey,
  title={A survey of automatic parameter tuning methods for metaheuristics},
  author={Huang, Changwu and Li, Yuanxiang and Yao, Xin},
  journal={IEEE Transactions on Evolutionary Computation},
  volume={24},
  number={2},
  pages={201--216},
  year={2019},
  publisher={IEEE}
}

@inproceedings{rohlfshagen2009dynamic,
  title={Dynamic evolutionary optimisation: an analysis of frequency and magnitude of change},
  author={Rohlfshagen, Philipp and Lehre, Per Kristian and Yao, Xin},
  booktitle={Proceedings of the 11th Annual conference on Genetic and evolutionary computation},
  pages={1713--1720},
  year={2009}
}


@article{jin2013framework,
  title={A framework for finding robust optimal solutions over time},
  author={Jin, Yaochu and Tang, Ke and Yu, Xin and Sendhoff, Bernhard and Yao, Xin},
  journal={Memetic Computing},
  volume={5},
  number={1},
  pages={3--18},
  year={2013},
  publisher={Springer}
}

@inproceedings{adam2019simple,
  title={A Simple Yet Effective Approach to Robust Optimization Over Time},
  author={Adam, Luk{\'a}{\v{s}} and Yao, Xin},
  booktitle={2019 IEEE Symposium Series on Computational Intelligence (SSCI)},
  pages={680--688},
  year={2019},
  organization={IEEE}
}

@article{chen2015evolutionary,
  title={The evolutionary algorithm to find robust Pareto-optimal solutions over time},
  author={Chen, Meirong and Guo, Yinan and Liu, Haiyuan and Wang, Chun},
  journal={Mathematical Problems in Engineering},
  volume={2015},
  year={2015},
  publisher={Hindawi}
}

@inproceedings{fox2020experimental,
  title={An experimental study of prediction methods in robust optimization over time},
  author={Fox, Matthew and Yang, Shengxiang and Caraffini, Fabio},
booktitle={Congress on Evolutionary Computation}, 
  year={2020},
  organization={IEEE Press}
}

@inproceedings{fu2012characterizing,
  title={Characterizing environmental changes in robust optimization over time},
  author={Fu, Haobo and Sendhoff, Bernhard and Tang, Ke and Yao, Xin},
  booktitle={2012 IEEE Congress on Evolutionary Computation},
  pages={1--8},
  year={2012},
  organization={IEEE}
}

@inproceedings{fu2013finding,
  title={Finding robust solutions to dynamic optimization problems},
  author={Fu, Haobo and Sendhoff, Bernhard and Tang, Ke and Yao, Xin},
  booktitle={European Conference on the Applications of Evolutionary Computation},
  pages={616--625},
  year={2013},
  organization={Springer}
}

@article{fu2015robust,
  title={Robust optimization over time: Problem difficulties and benchmark problems},
  author={Fu, Haobo and Sendhoff, Bernhard and Tang, Ke and Yao, Xin},
  journal={IEEE Transactions on Evolutionary Computation},
  volume={19},
  number={5},
  pages={731--745},
  year={2015},
  publisher={IEEE}
}


@inproceedings{guo2014find,
  title={Find robust solutions over time by two-layer multi-objective optimization method},
  author={Guo, Yi-nan and Chen, Meirong and Fu, Haobo and Liu, Yun},
  booktitle={2014 IEEE Congress on Evolutionary Computation (CEC)},
  pages={1528--1535},
  year={2014},
  organization={IEEE}
}

@inproceedings{guzman2019differential,
  title={Differential evolution variants in robust optimization over time},
  author={Guzm{\'a}n-Gaspar, Jos{\'e}-Ya{\'\i}r and Mezura-Montes, Efr{\'e}n},
  booktitle={2019 International Conference on Electronics, Communications and Computers (CONIELECOMP)},
  pages={164--169},
  year={2019},
  organization={IEEE}
}


@inproceedings{guzman2019robust,
  title={Robust Optimization Over Time with Differential Evolution using an Average Time Approach},
  author={Guzm{\'a}n-Gaspar, Jos{\'e}-Ya{\'\i}r and Mezura-Montes, Efr{\'e}n},
  booktitle={2019 IEEE Congress on Evolutionary Computation (CEC)},
  pages={1548--1555},
  year={2019},
  organization={IEEE}
}

@article{he2018robust,
  title={Robust multiobjective optimization via evolutionary algorithms},
  author={He, Zhenan and Yen, Gary G and Yi, Zhang},
  journal={IEEE Transactions on Evolutionary Computation},
  volume={23},
  number={2},
  pages={316--330},
  year={2018},
  publisher={IEEE}
}

@inproceedings{huang2015new,
  title={New performance indicators for robust optimization over time},
  author={Huang, Yuanjun and Jin, Yaochu and Ding, Yongsheng},
  booktitle={2015 IEEE Congress on Evolutionary Computation (CEC)},
  pages={1380--1387},
  year={2015},
  organization={IEEE}
}

@article{huang2017multi,
  title={A multi-objective approach to robust optimization over time considering switching cost},
  author={Huang, Yuanjun and Ding, Yongsheng and Hao, Kuangrong and Jin, Yaochu},
  journal={Information Sciences},
  volume={394},
  pages={183--197},
  year={2017},
  publisher={Elsevier}
}


@article{huang2020decision,
  title={Decision-making and multi-objectivization for cost sensitive robust optimization over time},
  author={Huang, Yuanjun and Jin, Yaochu and Hao, Kuangrong},
  journal={Knowledge-Based Systems},
  pages={105857},
  year={2020},
  publisher={Elsevier}
}


@inproceedings{liu2019root,
  title={A ROOT Approach for Stochastic Energy Management in Electric Bus Transit Center with PV and ESS},
  author={Liu, Yuan and Liang, Hao},
  booktitle={IEEE Global Communications Conference (GLOBECOM)},
  pages={1--6},
  year={2019},
  organization={IEEE}
}

@article{yazdani2020adaptive,
  title={Adaptive control of subpopulations in evolutionary dynamic optimization},
  author={Yazdani, Danial and Cheng, Ran and He, Cheng and Branke, Juergen},
  journal={IEEE Transactions on Cybernetics},
  volume={52},
  number={7},
  pages={6476--6489},
  year={2020},
  publisher={IEEE}
}

@inproceedings{novoa2018approximation,
  title={Approximation models in robust optimization over time-an experimental study},
  author={Novoa-Hern{\'a}ndez, Pavel and Pelta, David A and Corona, Carlos Cruz},
  booktitle={Congress on Evolutionary Computation},
  pages={1--6},
  year={2018},
  organization={IEEE}
}

@ARTICLE{gabrel2014recent, 
author={Virginie Gabrel and Cecile Murat and Aurelie Thiele}, 
journal={European Journal of Operational Research}, 
title={Recent advances in robust optimization: An overview}, 
year={2014}, 
volume={235}, 
number={3}, 
pages={471-483}, 
}



@article{helton1997uncertainity,
  title={Uncertainty and sensitivity analysis in the presence of stochastic and subjective uncertainty},
  author={Jon C. Helton},
  journal={Journal of Statistical Computation and Simulation},
  volume={57},
  number={1-4},
  pages={3-76},
  year={1997},
  publisher={Taylor and Francis}
}

@article{yazdani2020benchmarking,
  title={Benchmarking Continuous Dynamic Optimization: Survey and Generalized Test Suite},
  author={Danial Yazdani and Mohammad Nabi Omidvar and Ran Cheng and Juergen Branke and Trung Thanh Nguyen and Xin Yao},
  journal={IEEE Transactions on Cybernetics},
  volume={},
  number={},
  pages={1 - 14},
  year={2020},
  publisher={IEEE}
}

@book{box2015time,
  title={Time series analysis: forecasting and control},
  author={Box, George EP and Jenkins, Gwilym M and Reinsel, Gregory C and Ljung, Greta M},
  year={2015},
  publisher={John Wiley \& Sons}
}

@article{yazdani2021generalized,
  title={IEEE CEC 2022 competition on dynamic optimization problems generated by generalized moving peaks benchmark},
  author={Yazdani, Danial and Branke, Juergen and Omidvar, Mohammad Nabi and Li, Xiaodong and Li, Changhe and Mavrovouniotis, Michalis and Nguyen, Trung Thanh and Yang, Shengxiang and Yao, Xin},
  journal={arXiv preprint arXiv:2106.06174},
  year={2021}
}

@article{yazdani2021DOPsurveyPartA,
  title={A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades -- Part {A}},
  author={Yazdani, Danial and Cheng, Ran and Yazdani, Donya and Branke, J{\"u}rgen and Jin, Yaochu and Yao, Xin},
  journal={IEEE Transactions on Evolutionary Computation},
  volume={25},
  number={4},
  pages={609--629},
  year={2021},
  publisher={IEEE}
}

@article{yazdani2021DOPsurveyPartB,
  title={A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades -- Part {B}},
  author={Yazdani, Danial and Cheng, Ran and Yazdani, Donya and Branke, J{\"u}rgen and Jin, Yaochu and Yao, Xin},
  journal={IEEE Transactions on Evolutionary Computation},
  volume={25},
  number={4},
  pages={630--650},
  year={2021},
  publisher={IEEE}
}

    @article{guo2019ensemble,
  title={Ensemble prediction-based dynamic robust multi-objective optimization methods},
  author={Guo, Yinan and Yang, Huan and Chen, Meirong and Cheng, Jian and Gong, Dunwei},
  journal={Swarm and Evolutionary Computation},
  volume={48},
  pages={156--171},
  year={2019},
  publisher={Elsevier}
}

@article{guo2020grid,
  title={Grid-based dynamic robust multi-objective brain storm optimization algorithm},
  author={Guo, Yinan and Yang, Huan and Chen, Meirong and Gong, Dunwei and Cheng, Shi},
  journal={Soft Computing},
  volume={24},
  number={10},
  pages={7395--7415},
  year={2020},
  publisher={Springer}
}


@article{deb2006introducing,
  title={Introducing robustness in multi-objective optimization},
  author={Deb, Kalyanmoy and Gupta, Himanshu},
  journal={Evolutionary computation},
  volume={14},
  number={4},
  pages={463--494},
  year={2006},
  publisher={MIT Press}
}

@article{zhang2007moea,
  title={MOEA/D: A multiobjective evolutionary algorithm based on decomposition},
  author={Zhang, Qingfu and Li, Hui},
  journal={IEEE Transactions on evolutionary computation},
  volume={11},
  number={6},
  pages={712--731},
  year={2007},
  publisher={IEEE}
}


@article{goh2009evolutionary,
  title={Evolutionary multi-objective optimization in uncertain environments},
  author={Goh, Chi-Keong and Tan, Kay Chen},
  journal={Issues and Algorithms, Studies in Computational Intelligence},
  volume={186},
  pages={5--18},
  year={2009},
  publisher={Springer}
}

@article{farina2004dynamic,
  title={Dynamic multiobjective optimization problems: test cases, approximations, and applications},
  author={Farina, Marco and Deb, Kalyanmoy and Amato, Paolo},
  journal={IEEE Transactions on evolutionary computation},
  volume={8},
  number={5},
  pages={425--442},
  year={2004},
  publisher={IEEE}
}


@inproceedings{biswas2014evolutionary,
  title={Evolutionary multiobjective optimization in dynamic environments: A set of novel benchmark functions},
  author={Biswas, Subhodip and Das, Swagatam and Suganthan, Ponnuthurai N and Coello, Carlos A Coello},
  booktitle={2014 IEEE Congress on Evolutionary Computation (CEC)},
  pages={3192--3199},
  year={2014},
  organization={IEEE}
}

@article{jiang2022evolutionary,
  title={Evolutionary dynamic multi-objective optimisation: A survey},
  author={Jiang, Shouyong and Zou, Juan and Yang, Shengxiang and Yao, Xin},
  journal={ACM Computing Surveys},
  volume={55},
  number={4},
  pages={1--47},
  year={2022},
  publisher={ACM New York, NY}
}

@article{helwig2012experimental,
  title={Experimental analysis of bound handling techniques in particle swarm optimization},
  author={Helwig, Sabine and Branke, Juergen and Mostaghim, Sanaz},
  journal={IEEE Transactions on Evolutionary computation},
  volume={17},
  number={2},
  pages={259--271},
  year={2012},
  publisher={IEEE}
}

@article{mezura2011constraint,
  title={Constraint-handling in nature-inspired numerical optimization: past, present and future},
  author={Mezura-Montes, Efr{\'e}n and Coello, Carlos A Coello},
  journal={Swarm and Evolutionary Computation},
  volume={1},
  number={4},
  pages={173--194},
  year={2011},
  publisher={Elsevier}
}

@article{lin2022popdmmo,
  title={PopDMMO: A general framework of population-based stochastic search algorithms for dynamic multimodal optimization},
  author={Lin, Xin and Luo, Wenjian and Xu, Peilan and Qiao, Yingying and Yang, Shengxiang},
  journal={Swarm and Evolutionary Computation},
  volume={68},
  pages={101011},
  year={2022},
  publisher={Elsevier}
}

@article{liu2020apcpso,
title = {An affinity propagation clustering based particle swarm optimizer for dynamic optimization},
journal = {Knowledge-Based Systems},
volume = {195},
pages = {105711},
year = {2020},
issn = {0950-7051},
author = {Yuanchao Liu and Jianchang Liu and Yaochu Jin and Fei Li and Tianzi Zheng}
}

@article{li2024dpcpso,
title = {A fast density peak clustering based particle swarm optimizer for dynamic optimization},
journal = {Expert Systems with Applications},
volume = {236},
pages = {121254},
year = {2024},
issn = {0957-4174},
author = {Fei Li and Qiang Yue and Yuanchao Liu and Haibin Ouyang and Fangqing Gu}
}

@article{chen2017dynamicmultiobjectives,
  title={Dynamic multiobjectives optimization with a changing number of objectives},
  author={Chen, Renzhi and Li, Ke and Yao, Xin},
  journal={IEEE Transactions on Evolutionary Computation},
  volume={22},
  number={1},
  pages={157--171},
  year={2017},
  publisher={IEEE}
}

@article{ruan2024knowledge,
  author={Ruan, Gan and Minku, Leandro L. and Menzel, Stefan and Sendhoff, Bernhard and Yao, Xin},
  journal={IEEE Transactions on Emerging Topics in Computational Intelligence}, 
  title={Knowledge transfer for dynamic multi-Objective optimization With a changing number of objectives}, 
  year={2024},
  volume={8},
  number={6},
  pages={4210-4224}
}

@article{ruan2025coping,
  title={Coping With a Severely Changing Number of Objectives in Dynamic Multi-Objective Optimization},
  author={Ruan, Gan and Hou, Zhanglu and Yao, Xin},
  journal={IEEE Transactions on Evolutionary Computation},
  year={2025},
  volume={},
  number={},
  publisher={IEEE}
}

@inproceedings{cheng2019dynamic,
  title={Dynamic multimodal optimization: A preliminary study},
  author={Cheng, Shi and Lu, Hui and Guo, Yi-nan and Lei, Xiujuan and Liang, Jing and Chen, Junfeng and Shi, Yuhui},
  booktitle={2019 IEEE Congress on Evolutionary Computation (CEC)},
  pages={279--285},
  year={2019},
  organization={IEEE}
}