refs.bib

@article{andre2015multiple,
  title={The Multiple Knapsack Problem Approached by a Binary Differential Evolution Algorithm with Adaptive Parameters},
  author={Andr{\'e}, Leanderson and Stubs Parpinelli, Rafael},
  journal={Polibits},
  number={51},
  pages={47--54},
  year={2015},
  publisher={Instituto Polit{\'e}cnico Nacional, Centro de Innovaci{\'o}n y Desarrollo Tecnol{\'o}gico en C{\'o}mputo}
}

@inproceedings{bastos2009influence,
  title={On the influence of the swimming operators in the fish school search algorithm},
  author={Bastos Filho, Carmelo JA and Neto, FB Lima and Sousa, Maria Fernanda Cavalcanti and Pontes, Murilo Rebelo and Madeiro, Salom{\~a}o Sampaio},
  booktitle={Systems, Man and Cybernetics, 2009. SMC 2009. IEEE International Conference on},
  pages={5012--5017},
  year={2009},
  organization={IEEE}
}

@inproceedings{carmelo2008novel,
  title={A novel search algorithm based on fish school behavior},
  author={Carmelo Filho, JA and De Lima Neto, Fernando B and Lins, Anthony JCC and Nascimento, Ant{\^o}nio IS and Lima, Mar{\'\i}lia P},
  booktitle={Systems, Man and Cybernetics, 2008. SMC 2008. IEEE International Conference on},
  pages={2646--2651},
  year={2008},
  organization={IEEE}
}

@book{bellman2015applied,
  title={Applied dynamic programming},
  author={Bellman, Richard E and Dreyfus, Stuart E},
  pages={200--206},
  year={2015},
  publisher={Princeton university press}
}

@article{boussaid2013survey,
  title={A survey on optimization metaheuristics},
  author={Boussa{\"\i}d, Ilhem and Lepagnot, Julien and Siarry, Patrick},
  journal={Information Sciences},
  volume={237},
  pages={82--117},
  year={2013},
  publisher={Elsevier}
}

@book{carlisle2002applying,	
  title={Applying the particle swarm optimizer to non-stationary environments},
  author={Carlisle, Anthony Jack},
  year={2002},
  publisher={Auburn University}
}

@article{de2007fundamentals,
  title={Fundamentals of natural computing: an overview},
  author={de Castro, Leandro Nunes},
  journal={Physics of Life Reviews},
  volume={4},
  number={1},
  pages={1--36},
  year={2007},
  publisher={Elsevier}
}

@book{holland1975adaptation,
  title={Adaptation in natural and artificial systems: an introductory analysis with applications to biology, control, and artificial intelligence.},
  author={Holland, John H},
  year={1975},
  publisher={U Michigan Press}
}

@article{firefly,
  title={Firefly algorithm},
  author={Yang, Xin-She},
  journal={Nature-inspired metaheuristic algorithms},
  volume={20},
  pages={79--90},
  year={2008}
}

@inproceedings{pso,
  title={A new optimizer using particle swarm theory},
  author={Eberhart, Russ C and Kennedy, James and others},
  booktitle={Proceedings of the sixth international symposium on micro machine and human science},
  volume={1},
  pages={39--43},
  year={1995},
  organization={New York, NY}
}

@book{de,
  title={Differential evolution: a practical approach to global optimization},
  author={Price, Kenneth and Storn, Rainer M and Lampinen, Jouni A},
  year={2006},
  publisher={Springer Science \& Business Media}
}

@article{ga,
  title={Classifier systems and genetic algorithms},
  author={Booker, Lashon B. and Goldberg, David E. and Holland, John H.},
  journal={Artificial intelligence},
  volume={40},
  number={1},
  pages={235--282},
  year={1989},
  publisher={Elsevier}
}

@article{bat,
  title={Bat algorithm: a novel approach for global engineering optimization},
  author={Yang, Xin-She and Hossein Gandomi, Amir},
  journal={Engineering Computations},
  volume={29},
  number={5},
  pages={464--483},
  year={2012},
  publisher={Emerald Group Publishing Limited}
}

@incollection{li2006new,
  title={A new approach to solving dynamic traveling salesman problems},
  author={Li, Changhe and Yang, Ming and Kang, Lishan},
  booktitle={Simulated Evolution and Learning},
  pages={236--243},
  year={2006},
  publisher={Springer}
}

@incollection{madeiro2011density,
  title={Density as the segregation mechanism in fish school search for multimodal optimization problems},
  author={Madeiro, Salom{\~a}o Sampaio and de Lima-Neto, Fernando Buarque and Bastos-Filho, Carmelo Jos{\'e} Albanez and do Nascimento Figueiredo, Elliackin Messias},
  booktitle={Advances in Swarm Intelligence},
  pages={563--572},
  year={2011},
  publisher={Springer}
}

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

@article{de2004otimizaccao,
  title={Otimiza{\c{c}}{\~a}o por nuvem de part{\'\i}culas: diferen{\c{c}}a entre Aplica{\c{c}}{\~o}es a problemas cont{\'\i}nuos e discretos},
  author={de Oliveira, Marilyn Cristine Serafim and Silva, Thales Lima and Aloise, Dario Jos{\'e}},
  journal={XXXVI SBPO. S{\~a}o Jo{\~a}o Del-Rei--MG},
  year={2004}
}

@inproceedings{stubs2013ecology,
  title={An ecology-based evolutionary algorithm applied to the 2D-AB off-lattice protein structure prediction problem},
  author={Stubs Parpinelli, Rafael and Silverio Lopes, Heitor},
  booktitle={Intelligent Systems (BRACIS), 2013 Brazilian Conference on},
  pages={64--69},
  year={2013},
  organization={IEEE}
}

@article{parpinelli2011new,
  title={New inspirations in swarm intelligence: a survey},
  author={Parpinelli, Rafael S and Lopes, Heitor S},
  journal={International Journal of Bio-Inspired Computation},
  volume={3},
  number={1},
  pages={1--16},
  year={2011},
  publisher={Inderscience Publishers Ltd}
}

@article{garnier2007biological,
  title={The biological principles of swarm intelligence},
  author={Garnier, Simon and Gautrais, Jacques and Theraulaz, Guy},
  journal={Swarm Intelligence},
  volume={1},
  number={1},
  pages={3--31},
  year={2007},
  publisher={Springer}
}

@article{passino2002biomimicry,
  title={Biomimicry of bacterial foraging for distributed optimization and control},
  author={Passino, Kevin M},
  journal={Control Systems, IEEE},
  volume={22},
  number={3},
  pages={52--67},
  year={2002},
  publisher={IEEE}
}

@book{rozenberg2011handbook,
  title={Handbook of natural computing},
  author={Rozenberg, Grzegorz and Bck, Thomas and Kok, Joost N},
  year={2011},
  publisher={Springer Publishing Company, Incorporated}
}

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

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

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

@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{blackwell2005particle,sss
  title={Particle swarms and population diversity},
  author={Blackwell, Tim M},
  journal={Soft Computing},
  volume={9},
  number={11},
  pages={793--802},
  year={2005},
  publisher={Springer}
}

@article{ferreira2009clan,
	title={Clan particle swarm optimization},
	author={Ferreira de Carvalho, Danilo and Jos{\'e} Albanez Bastos-Filho, Carmelo},
	journal={International Journal of Intelligent Computing and Cybernetics},
	volume={2},
	number={2},
	pages={197--227},
	year={2009},
	publisher={Emerald Group Publishing Limited}
}

@inproceedings{pasupuleti2006gregarious,
	title={The gregarious particle swarm optimizer (G-PSO)},
	author={Pasupuleti, Srinivas and Battiti, Roberto},
	booktitle={Proceedings of the 8th annual conference on Genetic and evolutionary computation},
	pages={67--74},
	year={2006},
	organization={ACM}
}

@article{clerc2002particle,
	title={The particle swarm-explosion, stability, and convergence in a multidimensional complex space},
	author={Clerc, Maurice and Kennedy, James},
	journal={IEEE transactions on Evolutionary Computation},
	volume={6},
	number={1},
	pages={58--73},
	year={2002},
	publisher={IEEE}
}

@article{offlineError,
	title={Designing evolutionary algorithms for dynamic optimization problems},
	author={Branke, J{\"u}rgen and Schmeck, Hartmut},
	journal={Advances in evolutionary computing},
	pages={239--262},
	year={2003},
	publisher={Springer}
}

%problemas
@article{li2008benchmark,
  title={Benchmark generator for CEC 2009 competition on dynamic optimization},
  author={Li, C and Yang, S and Nguyen, TT and Yu, EL and Yao, X and Jin, Y and Beyer, HG and Suganthan, PN},
  journal={University of Leicester, University of Birmingham, Nanyang Technological University, Tech. Rep},
  year={2008},
  publisher={Citeseer}
}

@inproceedings{moving_peak_1999,
  title={Memory enhanced evolutionary algorithms for changing optimization problems},
  author={Branke, J{\"u}rgen},
  booktitle={In Congress on Evolutionary Computation CEC99},
  year={1999},
  organization={Citeseer}
}

@article{moser2007review,
  title={Review all currently known publications on approaches which solve the moving peaks problem},
  author={Moser, Compiled Irene},
  year={2007},
  publisher={Citeseer}
}

@inproceedings{morrison1999test,
	title={A test problem generator for non-stationary environments},
	author={Morrison, Ronald W and De Jong, Kenneth A},
	booktitle={Evolutionary Computation, 1999. CEC 99. Proceedings of the 1999 Congress on},
	volume={3},
	year={1999},
	organization={IEEE}
}

@incollection{rand2005shaky,
  title={Shaky ladders, hyperplane-defined functions and genetic algorithms: Systematic controlled observation in dynamic environments},
  author={Rand, William and Riolo, Rick},
  booktitle={Applications of Evolutionary Computing},
  pages={600--609},
  year={2005},
  publisher={Springer}
}

@article{holland2000building,
  title={Building blocks, cohort genetic algorithms, and hyperplane-defined functions},
  author={Holland, John H},
  journal={Evolutionary computation},
  volume={8},
  number={4},
  pages={373--391},
  year={2000},
  publisher={MIT Press}
}

%trabalhos relacionados
@inproceedings{rand2005measurements,
  title={Measurements for understanding the behavior of the genetic algorithm in dynamic environments: A case study using the shaky ladder hyperplane-defined functions},
  author={Rand, William and Riolo, Rick},
  booktitle={Proceedings of the 7th annual workshop on Genetic and evolutionary computation},
  pages={32--38},
  year={2005},
  organization={ACM}
}

@inproceedings{farahani2011multiswarm,
  title={A multiswarm based firefly algorithm in dynamic environments},
  author={Farahani, Shadi Mashhadi and Nasiri, Babak and Meybodi, Mohammad Reza},
  booktitle={Third Int. Conf. on Signal Processing Systems (ICSPS2011)},
  volume={3},
  pages={68--72},
  year={2011},
  organization={Citeseer}
}

@incollection{janson2004hierarchical,
  title={A hierarchical particle swarm optimizer for dynamic optimization problems},
  author={Janson, Stefan and Middendorf, Martin},
  booktitle={Applications of evolutionary computing},
  pages={513--524},
  year={2004},
  publisher={Springer}
}

@article{yang2010clustering,
  title={A clustering particle swarm optimizer for locating and tracking multiple optima in dynamic environments},
  author={Yang, Shengxiang and Li, Changhe},
  journal={Evolutionary Computation, IEEE Transactions on},
  volume={14},
  number={6},
  pages={959--974},
  year={2010},
  publisher={IEEE}
}

@article{parrott2006locating,
	title={Locating and tracking multiple dynamic optima by a particle swarm model using speciation},
	author={Parrott, Daniel and Li, Xiaodong},
	journal={Evolutionary Computation, IEEE Transactions on},
	volume={10},
	number={4},
	pages={440--458},
	year={2006},
	publisher={IEEE}
}

@inproceedings{kundu2013crowding,
  title={Crowding-based local differential evolution with speciation-based memory archive for dynamic multimodal optimization},
  author={Kundu, Souvik and Biswas, Subhodip and Das, Swagatam and Suganthan, Ponntuthurai N},
  booktitle={Proceedings of the 15th annual conference on Genetic and evolutionary computation},
  pages={33--40},
  year={2013},
  organization={ACM}
}

@inproceedings{thomsen2004multimodal,
  title={Multimodal optimization using crowding-based differential evolution},
  author={Thomsen, Rene},
  booktitle={Evolutionary Computation, 2004. CEC2004. Congress on},
  volume={2},
  pages={1382--1389},
  year={2004},
  organization={IEEE}
}

@inproceedings{li2005efficient,
  title={Efficient differential evolution using speciation for multimodal function optimization},
  author={Li, Xiaodong},
  booktitle={Proceedings of the 7th annual conference on Genetic and evolutionary computation},
  pages={873--880},
  year={2005},
  organization={ACM}
}

@incollection{cavalcanti2011hybrid,
  title={A hybrid algorithm based on fish school search and particle swarm optimization for dynamic problems},
  author={Cavalcanti-J{\'u}nior, George M and Bastos-Filho, Carmelo JA and Lima-Neto, Fernando B and Castro, Rodrigo MCS},
  booktitle={Advances in Swarm Intelligence},
  pages={543--552},
  year={2011},
  publisher={Springer}
}

%manutenção da diversidade 
@article{mori2001adaptation,
  title={Adaptation to changing environments by means of the memory based thermodynamical genetic algorithm},
  author={Mori, Naoki and Kita, Hajime and Nishikawa, Yoshikazu},
  journal={Transactions of the Institute of Systems, Control and Information Engineers},
  volume={14},
  pages={33--41},
  year={2001}
}

@inproceedings{rand2005measurements,
  title={Measurements for understanding the behavior of the genetic algorithm in dynamic environments: A case study using the shaky ladder hyperplane-defined functions},
  author={Rand, William and Riolo, Rick},
  booktitle={Proceedings of the 7th annual workshop on Genetic and evolutionary computation},
  pages={32--38},
  year={2005},
  organization={ACM}
}

@inproceedings{morrison2001measurement,
  title={Measurement of population diversity},
  author={Morrison, Ronald W and De Jong, Kenneth A},
  booktitle={Artificial Evolution},
  pages={31--41},
  year={2001},
  organization={Springer}
}

@article{goh2009competitive,
  title={A competitive-cooperative coevolutionary paradigm for dynamic multiobjective optimization},
  author={Goh, Chi-Keong and Tan, Kay Chen},
  journal={Evolutionary Computation, IEEE Transactions on},
  volume={13},
  number={1},
  pages={103--127},
  year={2009},
  publisher={IEEE}
}

@article{vcrepinvsek2013exploration,
  title={Exploration and exploitation in evolutionary algorithms: a survey},
  author={{\v{C}}repin{\v{s}}ek, Matej and Liu, Shih-Hsi and Mernik, Marjan},
  journal={ACM Computing Surveys (CSUR)},
  volume={45},
  number={3},
  pages={35},
  year={2013},
  publisher={ACM}
}

@article{crowding,
  title={Analysis of the behavior of a class of genetic adaptive systems},
  author={De Jong, Kenneth Alan},
  year={1975}
}

@inproceedings{sharing,
	title={Genetic algorithms with sharing for multimodal function optimization},
	author={Goldberg, David E and Richardson, Jon},
	booktitle={Genetic algorithms and their applications: Proceedings of the Second International Conference on Genetic Algorithms},
	pages={41--49},
	year={1987},
	organization={Hillsdale, NJ: Lawrence Erlbaum}
}

@inproceedings{clearing,
	title={A clearing procedure as a niching method for genetic algorithms},
	author={P{\'e}trowski, Alain},
	booktitle={Evolutionary Computation, 1996., Proceedings of IEEE International Conference on},
	pages={798--803},
	year={1996},
	organization={IEEE}
}

@article{phenotypic,
	title={Review of phenotypic diversity formulations for diagnostic tool},
	author={Corriveau, Guillaume and Guilbault, Raynald and Tahan, Antoine and Sabourin, Robert},
	journal={Applied Soft Computing},
	volume={13},
	number={1},
	pages={9--26},
	year={2013},
	publisher={Elsevier}
}

@article{genotypic,
	title={Review and study of genotypic diversity measures for real-coded representations},
	author={Corriveau, Guillaume and Guilbault, Raynald and Tahan, Antoine and Sabourin, Robert},
	journal={Evolutionary Computation, IEEE Transactions on},
	volume={16},
	number={5},
	pages={695--710},
	year={2012},
	publisher={IEEE}
}

@article{deterministic_crowding,
	title={Niching methods for genetic algorithms},
	author={Mahfoud, Samir W},
	journal={Urbana},
	volume={51},
	number={95001},
	pages={62--94},
	year={1995},
	publisher={Citeseer}
}

@inproceedings{probabilisti_crowding,
	title={Probabilistic crowding: Deterministic crowding with probabilistic replacement},
	author={Mengshoel, Ole J and Goldberg, David E},
	booktitle={Proc. of the Genetic and Evolutionary Computation Conference (GECCO-99)},
	pages={409},
	year={1999}
}