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