Non-additive multi-objective robot coalition formation
作者:
Highlights:
• Modeling of multi-robot coalition problem as multi-objective optimization problem.
• Investigates three evolutionary multi-objective approaches, namely NSGA-II, SPEA2, and PAES.
• The algorithms are implemented for non-additive task environments with heterogeneous robots.
• Simulations demonstrate the relative diversity in the solution sets given by the three methods.
• Experiments show scalability of these approaches.
摘要
•Modeling of multi-robot coalition problem as multi-objective optimization problem.•Investigates three evolutionary multi-objective approaches, namely NSGA-II, SPEA2, and PAES.•The algorithms are implemented for non-additive task environments with heterogeneous robots.•Simulations demonstrate the relative diversity in the solution sets given by the three methods.•Experiments show scalability of these approaches.
论文关键词:Evolutionary algorithms,Multi-objective optimization,Coalition formation
论文评审过程:Available online 18 December 2013.
论文官网地址:https://doi.org/10.1016/j.eswa.2013.11.044