MOCell swMATH ID: 23794 Software Authors: Nebro, Antonio J.; Durillo, Juan J.; Luna, Francisco; Dorronsoro, Bernabé; Alba, Enrique Description: MOCell: A cellular genetic algorithm for multiobjective optimization. This paper introduces a new cellular genetic algorithm for solving multiobjective continuous optimization problems. Our approach is characterized by using an external archive to store nondominated solutions and a feedback mechanism in which solutions from this archive randomly replace existing individuals in the population after each iteration. The result is a simple and elitist algorithm called MOCell. Our proposal has been evaluated with both constrained and unconstrained problems and compared against NSGA-II and SPEA2, two state-of-the-art evolutionary multiobjective optimizers. For the studied benchmark, our experiments indicate that MOCell obtains competitive results in terms of convergence and hypervolume, and it clearly outperforms the other two compared algorithms concerning the diversity of the solutions along the Pareto front. Homepage: https://onlinelibrary.wiley.com/doi/abs/10.1002/int.20358 Keywords: genetic algorithm; multiobjective optimization Related Software: SPEA2; jMetal; MOEA/D; AbYSS; JCell; Scikit-multiflow; Scikit; Omni-optimizer; Scatter Search; SMPSO; NSGA-II; pCMALib; CEC 05; DREAM; PMF; OpenCL; ECJ; EASEA; OPT4J; HeuristicLab Cited in: 10 Documents Standard Articles 1 Publication describing the Software, including 1 Publication in zbMATH Year MOCell: A cellular genetic algorithm for multiobjective optimization. Zbl 1176.90552Nebro, Antonio J.; Durillo, Juan J.; Luna, Francisco; Dorronsoro, Bernabé; Alba, Enrique 2009 all top 5 Cited by 27 Authors 3 Dorronsoro, Bernabé 3 Nesmachnow, Sergio 2 Alba, Enrique 2 Nebro, Antonio J. 1 Bello, Rafael 1 Bouvry, Pascal 1 Chaves-González, José M. 1 Danoy, Grégoire 1 Del Ser, Javier 1 Durillo, Juan J. 1 Falcón, Rafael 1 Guo, Sini 1 Herrera, Francisco 1 Iturriaga, Santiago 1 Kar, Mohuya B. 1 Kar, Samarjit 1 Li, Xiang 1 Lobo, Jesus L. 1 Lu, Chao 1 Luna, Francisco 1 Luque, Gabriel 1 Majumder, Saibal 1 Perez-Toledano, Miguel A. 1 Salgueiro, Yamisleydi 1 Toro, Jorge L. 1 Zhang, Hu 1 Zhang, Yi all top 5 Cited in 9 Serials 2 International Transactions in Operational Research 1 Applied Mathematics and Computation 1 Information Sciences 1 Computers & Operations Research 1 International Journal of Intelligent Systems 1 Annals of Operations Research 1 Computational Optimization and Applications 1 Mathematical Problems in Engineering 1 Soft Computing Cited in 4 Fields 8 Operations research, mathematical programming (90-XX) 3 Computer science (68-XX) 1 Numerical analysis (65-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) Citations by Year