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Fuzzy Logic Controller Stability Analysis Using a Satisfiability Modulo Theories Approach

机译:满意模理论的模糊逻辑控制器稳定性分析

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Whereas many widely accepted methods and techniques exist for showing stability of traditional controllers, at this time standard methods have not been adopted for Fuzzy Logic Controllers (FLCs). Due to the highly non-linear nature of such systems it is quite difficult to use conventional techniques to prove controller stability. Because safety-critical systems (such as flight control systems) must be tested and verified to work as expected for all possible circumstances, the fact that FLCs cannot be proven to achieve such requirements poses limitations on the implementation for such systems. Therefore, alternative methods for verification of an FLC's behavior, including stability, need to be explored. In this study, a novel approach using formal verification methods to ensure the stability of an FLC is proposed. The research challenges include specification of requirements for a complex system, conversion of a traditional FLC to a piecewise polynomial representation, and using a formal verification tool in a non-linear solution space. Using the proposed architecture, the Fuzzy Logic Controller was found to always generate negative feedback, but was inconclusive for Lyapunov stability.
机译:尽管存在许多被广泛接受的用于显示传统控制器稳定性的方法和技术,但目前模糊逻辑控制器(FLC)尚未采用标准方法。由于此类系统的高度非线性特性,因此很难使用常规技术来证明控制器的稳定性。由于必须对安全关键型系统(例如飞行控制系统)进行测试和验证,以使其在所有可能的情况下均能按预期工作,因此无法证明FLC能够满足此类要求的事实对此类系统的实施构成了限制。因此,需要探索验证FLC行为(包括稳定性)的替代方法。在这项研究中,提出了一种使用形式验证方法来确保FLC稳定性的新颖方法。研究挑战包括对复杂系统的要求规范,将传统的FLC转换为分段多项式表示以及在非线性解决方案空间中使用形式验证工具。使用提出的体系结构,发现模糊逻辑控制器总是产生负反馈,但对于Lyapunov稳定性并没有结论。

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