# Using Genetic Algorithms to Deal with Dynamic Environments: A Comparative Study of Several Approaches Based on Promoting Diversity

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#### Year 2016 : 1 citations

Ünal, A. N., & Kayakutlu, G. (2016). A Partheno-Genetic Algorithm for Dynamic 0-1 Multidimensional Knapsack Problem. RAIRO-Operations Research, 50(1), 47-66.

#### Year 2015 : 1 citations

Heininger, K. (2015). Duality of stochasticity and natural selection: a cybernetic evolution theory.

#### Year 2013 : 2 citations

S. M. J. Amali, S. Baskar (2013). Fuzzy logic-based diversity-controlled self-adaptive differential evolution. Engineering Optimization, Vol 45, 8, pp 1-17, Engineering Optimization, Taylor & Francis, 2013.

Ünal, A. N. (2013). A genetic algorithm for the multiple knapsack problem in dynamic environment. In Proceedings of the World Congress on Engineering and Computer Science (Vol. 2).

#### Year 2012 : 2 citations

Demet Ayvaz, Haluk Rahmi Topcuoglu and Fikret Gurgen (2012). Performance evaluation of evolutionary heuristics in dynamic environments. Applied Intelligence, Volume 37, Number 1 (2012), pp. 130-144, Springer 2012.

André de Oliveira Gomes, Maury Meirelles Gouvêa Jr. (2012). Arquitetura Orientada a Serviços como Base para Implementação de um Algoritmo Evolucionário Paralelo, 2012.

#### Year 2011 : 2 citations

Demet Ayvaz, Haluk Rahmi Topcuoglu and Fikret Gurgen (2011). Performance evaluation of evolutionary heuristics in dynamic environments. Applied Intelligence, pp 1-15, Springer Netherlands, 2011.

Shi Xu-hua, Qian Feng (2011). Artificial immune network multi-agent optimization strategy for dynamic environment. Control Theory and Applications, Vol 28, N0 7, pp. 921-930, 2011.

#### Year 2010 : 1 citations

Z. Zhang and S. Qian, Immune algorithm with dynamic environments and its application to greenhouse control, in Journal of optimization and Engineering, Volume 11, Nº 1, pp. 125-144, 2010.

#### Year 2009 : 4 citations

I. Dempsey, M. O´Neill, A. Brabazon (2009), Foundations in Grammatical Evolution for Dynamic Environments, Studies in Computational Intelligence, Vol. 194 , Springer-Verlag, 2009.

P. Rohlfshagen, X. Yao (2009), ?The Dynamic Knapsack Problem Revisited?. In M. Giacobini et al. (Eds.): EvoWorkshops 2009, Applications of Evolutionary Computing, LNCS 5484, pp. 745"754, Springer Verlag, 2009.

Adnan Acan, Ahmet Unveren (2009). "A memory-based colonization scheme for particle swarm optimization," IEEE Congress on Evolutionary Computation, pp. 1965-1972, IEEE 2009.

Z. Zhang, S. Qian (2009). Immune algorithm with antibody"repaired and its application for high"dimensional 0/ 1 knapsack problem. ApplicationResearch ofComputer, number 8, vol 26, pp. 2921 - 2939.

#### Year 2008 : 4 citations

Zhuhong Zhang (2008), "Multiobjective optimization immune algorithm in dynamic environments and its application to greenhouse controlâ?. Applied Soft Computing, Volume 8, Issue 2, pp. 959-971, Elsevier, 2008.

Zhuhong Zhang, Shuqu Qian (2008). "Immune algorithm with dynamic environments and its application to greenhouse controlâ?. Journal Optimization and Engineering, ISSN 1389-4420, Publisher Springer Netherlands, 2008.

Chun-an Liu (2008). "New Dynamic Constrained Optimization PSO Algorithmâ?. Fourth International Conference on Natural Computation, Vol. 7, pp. 650-653, IEEE 2008.

Gang Zhao, Wenjuan Luo, Huiping Nie, Chen Li (2008). A Genetic Algorithm Balancing Exploration and Exploitation for the Travelling Salesman Problem. Proceedings of the Fourth International Conference on Natural Computation (ICNC 2008), pp. 505-509, IEEE 2008.

#### Year 2007 : 1 citations

Iason Hatzakis (2007). "Multi-Objective Evolutionary Optimization in Time-Changing Environments?. PhD Thesis, MIT, 2007.

#### Year 2006 : 3 citations

S. K. Basu, A. K. Bhatia (2006), "A naive genetic approach for non-stationary constrained problems?, In Soft Computing - A Fusion of Foundations, Methodologies and Applications), Volume 10, Number 2, pp. 152 - 162, January 2006, Springer.

K. Davoian (2006), Search Space Extension and PGAs: A Comparative Study of parallelization Schemes to Genetic Algorithms, Proceedings of the 24th IASTED International Multi-Conference on Artificial Intelligence and Applications, Austria, 13-16 February, 2006.

Robert Ian Bowers, Emre Sevinç (2006), "Preserving Variability in Sexual Multi-agent Systems with Diploidy and Dominance?, Engineering Societies in the Agents World VI, pp. 184-202, LNCS 3963, Springer, 2006

#### Year 2005 : 4 citations

Adnan Acan, "An External Partial Permutations Memory for Ant Colony Optimization". In Proceedings of the 5th European Conference, EvoCOP 2005, pp. 1--11, Lausanne, Switzerland, March/April, 2005.

Adnan Acan, Akin Gunäi (2005), "An External Memory Supported ACO for the Frequency Assinment Problem?, In B. Ribeiro et al (eds), Proceedings of the Seventh International Conference on Artificial Neural Networks and Genetic Algorithms (ICANNGA"2005), pp. 365-368, Coimbra, Portugal, April 2005, Springer.

Adnan Acan, Akin Gunay (2005), "Enhanced Particle Swarm Optimization Through External Memory Support?, Proceedings of the 2005 IEEE Congress on Evolutionary Computation (CEC 2005) IEEE Press, 2005.

Adnan Acan, Yüce Tekol (2005). Performance-based Computation of Chromosome Lifetimes in Genetic Algorithms. In Knowlodge Incorporation in Evolutionary Computation, Y. Jin (Editor), pp. 195-213, Studies in Fuzziness and Soft Computing, Springer, 2005.

#### Year 2003 : 2 citations

Johnny Kelsey, Jon Timmis, Andrew Hone (2003), "Chasing Chaos?, Congress on Evolutionary Computation, 2003. CEC '03, Volume 1, pp. 413" 419, IEEE 2003.

B. T. Luke (2003). Genetic Algorithms and Beyond. In Nature-Inspired Methods in Chemometrics, Riccardo Leardi (Editor), pp. 3-48, Data Handling in Science and Technology, Elsevier, 2003.