Diagnosis and Repair for Synthesis from Signal Temporal Logic Specifications

Shromona Ghosh, Dorsa Sadigh, P. Nuzzo, Vasumathi Raman, Alexandre Donzé, A. Sangiovanni-Vincentelli, S. Sastry, S. Seshia
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引用次数: 43

Abstract

We address the problem of diagnosing and repairing specifications for hybrid systems, formalized in signal temporal logic (STL). Our focus is on automatic synthesis of controllers from specifications using model predictive control. We build on recent approaches that reduce the controller synthesis problem to solving one or more mixed integer linear programs (MILPs), where infeasibility of an MILP usually indicates unrealizability of the controller synthesis problem. Given an infeasible STL synthesis problem, we present algorithms that provide feedback on the reasons for unrealizability, and suggestions for making it realizable. Our algorithms are sound and complete relative to the synthesis algorithm, i.e., they provide a diagnosis that makes the synthesis problem infeasible, and always terminate with a non-trivial specification that is feasible using the chosen synthesis method, when such a solution exists. We demonstrate the effectiveness of our approach on controller synthesis for various cyber-physical systems, including an autonomous driving application and an aircraft electric power system.
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基于信号时序逻辑规范的合成诊断与修复
我们解决了用信号时序逻辑(STL)形式化的混合系统的诊断和修复规范问题。我们的重点是使用模型预测控制从规格自动合成控制器。我们基于最近的方法,将控制器综合问题简化为解决一个或多个混合整数线性规划(MILP),其中MILP的不可行性通常表明控制器综合问题的不可实现性。给定一个不可行的STL合成问题,我们提出了一些算法,这些算法提供了不可实现原因的反馈,以及使其可实现的建议。我们的算法相对于综合算法是健全和完整的,也就是说,它们提供了一个使综合问题不可行的诊断,并且总是以使用所选择的综合方法可行的非平凡规范结束,当这样的解决方案存在时。我们证明了我们的方法在各种网络物理系统的控制器合成上的有效性,包括自动驾驶应用和飞机电力系统。
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