MOPED

An evolutionary multi-objective optimization tool based on an estimation of distribution algorithm is proposed. The algorithm uses the ranking method of non-dominated sorting genetic algorithm-II and the Parzen estimator to approximate the probability density of solutions lying on the Pareto front. The proposed algorithm has been applied to different types of test case problems and results show good performance of the overall optimization procedure in terms of the number of function evaluations. An alternative spreading technique that uses the Parzen estimator in the objective function space is proposed as well. When this technique is used, achieved results appear to be qualitatively equivalent to those previously obtained by adopting the crowding distance described in non-dominated sorting genetic algorithm-II.


References in zbMATH (referenced in 10 articles , 1 standard article )

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  1. Özarık, Sami Serkan; Lokman, Banu; Köksalan, Murat: Distribution based representative sets for multi-objective integer programs (2020)
  2. Martí, Luis; García, Jesús; Berlanga, Antonio; Molina, José M.: MONEDA: scalable multi-objective optimization with a neural network-based estimation of distribution algorithm (2016)
  3. Shim, Vui Ann; Tan, Kay Chen; Cheong, Chun Yew; Chia, Jun Yong: Enhancing the scalability of multi-objective optimization via restricted Boltzmann machine-based estimation of distribution algorithm (2013)
  4. Shim, Vui Ann; Tan, Kay Chen; Chia, Jun Yong; Chong, Jin Kiat: Evolutionary algorithms for solving multi-objective travelling salesman problem (2011)
  5. Esparza, Javier; Kiefer, Stefan; Schwoon, Stefan: Abstraction refinement with Craig interpolation and symbolic pushdown systems (2009)
  6. Heavens, A.: Fisher matrices and all that: experimental design and data compression (2009)
  7. Esparza, Javier; Kiefer, Stefan; Schwoon, Stefan: Abstraction refinement with Craig interpolation and symbolic pushdown systems (2006)
  8. Suwimonteerabuth, Dejvuth; Schwoon, Stefan; Esparza, Javier: jMoped: A Java bytecode checker based on Moped (2005)
  9. Costa, Mario; Minisci, Edmondo: MOPED: A multi-objective Parzen-based estimation of distribution algorithm for continuous problems (2003)
  10. Zowe, Jochen; Kočvara, Michal: Free material optimization (2003)