An empirical analysis of constraint handling on evolutionary multi-objective algorithms for the Environmental/Economic Load Dispatch problem
作者:
Highlights:
• Four different multi-objective algorithms are investigated for the EELD.
• A comparison between penalty and repair methods for the EELD problem is carried out.
• A comparison between Pareto-based and Indicator-based paradigms is carried out.
• The combination of repair and a Pareto-based algorithm achieves the best results.
• Two new larger instances for the EELD are proposed.
摘要
•Four different multi-objective algorithms are investigated for the EELD.•A comparison between penalty and repair methods for the EELD problem is carried out.•A comparison between Pareto-based and Indicator-based paradigms is carried out.•The combination of repair and a Pareto-based algorithm achieves the best results.•Two new larger instances for the EELD are proposed.
论文关键词:Multi-objective optimization,EELD,Repair procedures,Pareto-based algorithms,Indicator-based algorithms
论文评审过程:Received 4 February 2020, Revised 30 May 2020, Accepted 17 July 2020, Available online 8 August 2020, Version of Record 19 August 2020.
论文官网地址:https://doi.org/10.1016/j.eswa.2020.113774