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A cooperative co-evolutionary multi-agent system for multi-objective layout optimization of satellite module

机译:用于卫星模块的多目标布局优化的合作共同进化多功能系统

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We herein propose a new collaborative framework, called cooperative co-evolutionary multi-agent system(CCEMAS), for solving multi-objective layout optimization problems. Every agent in CCEMAS is encoded as a multi-objective cooperative co-evolutionary strategy, including an algorithm and its setting. In the iterative procedure, the strategies will evolve along with the evolution of the agent team, and use different algorithms and settings during different stages of problem solving. A multi-objective optimization of satellite module is solved to validate the method and obtain the Pareto optimal solutions. Finally, the evolution process of multi-objective cooperative co-evolutionary strategies in agents is analyzed for constructing new multi-objective cooperative co-evolutionary algorithms for this problem in the future.
机译:我们在本文中提出了一种新的协作框架,称为合作共同进化多智能体系(CCEMA),用于解决多目标布局优化问题。 CCEMA中的每个代理都被编码为多目标合作共同进化策略,包括算法及其设置。在迭代程序中,策略将随着代理团队的演变而发展,并在解决问题的不同阶段使用不同的算法和设置。解决了卫星模块的多目标优化,以验证该方法并获得Pareto最佳解决方案。最后,分析了在未来构建新的多目标合作共同进化算法的代理商的多目标合作共同演化策略的演化过程。

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