Modeling the Wind Turbine Benchmark with PWA Hybrid Automata

ARCH@CPSWeek Pub Date : 2017-04-17 DOI:10.29007/s3mq
Nikolaos Kekatos, M. Forets, Goran Frehse
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引用次数: 6

Abstract

The wind turbine benchmark is part of the ARCH benchmark repository. It entails closed-loop requirements and encompasses nonlinear and hybrid dynamics. Owing its origin to industry based applications, the benchmark modeling is done with MATLAB/Simulink. Formal verification tools, however, do not operate on simulation models but on formal models, such as hybrid automata. Particularly efficient verification algorithms are known for systems with Piecewise Affine (PWA) dynamics. In this vein, we construct a PWA model of the wind turbine in the SX format, which formally describes a network of hybrid automata and can be used by several reachability tools. The model transformation follows a four-step approach with the aim of (i) adapting the Simulink model to obtain a verification model (ii) translating the Simulink blocks to equivalent blocks in SX format, (iii) conducting compositional, syntactic hybridization to obtain a PWA approximation of the dynamics of the nonlinear blocks, and (iv) performing model validation. We also report some preliminary experiments on the subsystems (network components) of the wind turbine that we conducted with SpaceEx.
基于PWA混合自动机的风力机基准建模
风力涡轮机基准是ARCH基准库的一部分。它需要闭环要求,并包含非线性和混合动力学。由于它的起源是基于工业的应用程序,基准建模是用MATLAB/Simulink完成的。然而,形式化验证工具不是在仿真模型上操作,而是在形式化模型上操作,例如混合自动机。对于具有分段仿射(PWA)动力学的系统,特别有效的验证算法是众所周知的。在这种情况下,我们以SX格式构建了风力涡轮机的PWA模型,该模型正式描述了混合自动机网络,并可由多种可达性工具使用。模型转换遵循四步方法,其目的是(i)调整Simulink模型以获得验证模型(ii)将Simulink块转换为SX格式的等效块,(iii)进行组合,语法杂交以获得非线性块动态的PWA近似,以及(iv)执行模型验证。我们还报告了我们与spacex合作进行的风力涡轮机子系统(网络组件)的一些初步实验。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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