对于具有时间变动功能的多代理系统,自由意志任意时间优化
Jia Wu1, Wenyan Tang1, Wenzhong Lei1
1School of Automation and Electronic Information, Xiangtan University, Xiangtan, China.
本研究介绍了多代理系统的新型分布式优化策略,在任意时间框架内实现共识和集体目标最小化. 这些算法确保代理商在用户定义的时间达成协议并优化共享目标.
科学领域:
- 控制理论 控制理论
- 分布式系统 分布式系统
- 优化优化 优化优化
背景情况:
- 多代理系统需要协调决策和客观优化.
- 现有的方法往往缺乏灵活性,无法确定趋同时间.
- 任意时间优化对去中心化控制构成了挑战.
研究的目的:
- 为具有任意结算时间的多代理系统开发分布式优化策略.
- 确保共识和协作最小化时间变化的目标功能.
- 为了解决固定时间和有限时间优化的局限性.
主要方法:
- 为单个集成器和双集成器多代理系统开发分布式优化算法.
- 在算法设计中使用了零梯度和方法.
- 利用特定代理的时间变化的功能强烈凸起的性质.
主要成果:
- 拟议的算法在所有代理商之间达成共识.
- 集体目标函数在用户定义的任意时间框架内被最小化.
- 理论分析证实了开发的战略的有效性.
结论:
- 新的分布式策略成功地实现了在多代理系统中任意时间共识和优化.
- 这些方法提供了一个灵活的框架,以精确的时间控制来协调代理行为.
- 模拟结果验证了理论发现和实际应用.
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