Optimization of decentralized multiple-model systems and TS fuzzy systems

R. Palm
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Abstract

Optimization and control of systems is a challenge in the case of a large number of complex local systems. Decentralized methods like multi-agent control are expected to handle optimization tasks more efficiently than centralized approaches. One of the most interesting decentralized methods is the market-based optimization. Market-based algorithms imitate the behavior of economic systems in which virtual producer and consumer agents compete and cooperate. This method is applied to the optimization and synchronization of a set of local multiple-model systems and Takagi-Sugeno (TS) fuzzy subsystems. Implementing a ring structure between the local systems leads to the same results as for the unrestricted net structure.
分散多模型系统和TS模糊系统的优化
在大量复杂局部系统的情况下,系统的优化和控制是一个挑战。像多代理控制这样的分散方法有望比集中方法更有效地处理优化任务。最有趣的去中心化方法之一是基于市场的优化。基于市场的算法模仿虚拟生产者和消费者代理竞争和合作的经济系统的行为。将该方法应用于一组局部多模型系统和Takagi-Sugeno (TS)模糊子系统的优化与同步。在局部系统之间实现环形结构会导致与不受限制的网络结构相同的结果。
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