奇异摄动系统最优控制方法综述

Hao Nie, Jinna Li
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摘要

多时间尺度系统的最优控制设计方法是近年来研究的热点。本文对多时间尺度系统的最优控制设计方法进行了综述。首先,给出了多时间尺度系统最优控制问题的数学模型,分析了相关研究的关键难点。其次,分别给出了基于模型和强化学习方法的多时间尺度系统最优控制设计方法。第三,对多时间尺度系统的性能分析和实际应用进行了分析。最后,分析了目前解决多时间尺度系统优化问题存在的问题,并对多时间尺度系统最优控制的研究方向进行了展望。
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An Overview of Optimal Control Methods for Singularly Perturbed Systems
Optimal control design methods for multiple time-scale systems are a hot research topic in recent years. In this paper, a comprehensive overview of the design methods for optimal control of multiple time-scale systems is presented. Firstly, the mathematical model of the optimal control problem of multiple time-scale systems is given, and the key difficulties of the related research are analysed. Secondly, the design methods for optimal control of multiple time-scale systems based on the model and reinforcement learning (RL) methods are given respectively. Thirdly, the performance analysis and practical application of the multi-time scale system are analyzed. Finally, the current problems in solving the optimization of multiple time-scale systems are analysed, and the research directions of optimal control of multiple time-scale systems are prospected.
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