FAME swMATH ID: 35158 Software Authors: Santiago, Alejandro; Dorronsoro, Bernabé; Nebro, Antonio J.; Durillo, Juan J.; Castillo, Oscar; Fraire, Héctor J. Description: A novel multi-objective evolutionary algorithm with fuzzy logic based adaptive selection of operators: FAME. We propose a new method for multi-objective optimization, called Fuzzy Adaptive Multi-objective Evolutionary algorithm (FAME). It makes use of a smart operator controller that dynamically chooses the most promising variation operator to apply in the different stages of the search. This choice is guided by a fuzzy logic engine, according to the contributions of the different operators in the past. FAME also includes a novel effective density estimator with polynomial complexity, called Spatial Spread Deviation (SSD). Our proposal follows a steady-state selection scheme and includes an external archive implementing SSD to identify the candidate solutions to be removed when it becomes full. To assess the performance of our proposal, we compare FAME with a number of state of the art algorithms (MOEA/D-DE, SMEA, SMPSOhv, SMS-EMOA, and BORG) on a set of difficult problems. The results show that FAME achieves the best overall performance. Homepage: https://www.sciencedirect.com/science/article/pii/S0020025518306959 Keywords: multi-objective optimization; density estimation; evolutionary algorithm; adaptive algorithm; fuzzy logic Related Software: SMPSO; JCell; SMS-EMOA; AbYSS; jMetal; Borg; SPEA2; MOEA/D Cited in: 1 Publication Standard Articles 1 Publication describing the Software, including 1 Publication in zbMATH Year A novel multi-objective evolutionary algorithm with fuzzy logic based adaptive selection of operators: FAME. Zbl 1441.90152Santiago, Alejandro; Dorronsoro, Bernabé; Nebro, Antonio J.; Durillo, Juan J.; Castillo, Oscar; Fraire, Héctor J. 2019 all top 5 Cited by 6 Authors 1 Castillo, Oscar 1 Dorronsoro, Bernabé 1 Durillo, Juan J. 1 Fraire, Héctor J. 1 Nebro, Antonio J. 1 Santiago, Alejandro Cited in 1 Serial 1 Information Sciences Cited in 1 Field 1 Operations research, mathematical programming (90-XX) Citations by Year