SySCoRe: Synthesis via Stochastic Coupling Relations

B. V. Huijgevoort, O. Schon, S. Soudjani, S. Haesaert
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引用次数: 6

Abstract

We present SySCoRe, a MATLAB toolbox that synthesizes controllers for stochastic continuous-state systems to satisfy temporal logic specifications. Starting from a system description and a co-safe temporal logic specification, SySCoRe provides all necessary functions for synthesizing a robust controller and quantifying the associated formal robustness guarantees. It distinguishes itself from other available tools by supporting nonlinear dynamics, complex co-safe temporal logic specifications over infinite horizons and model-order reduction. To achieve this, SySCoRe generates a finite-state abstraction of the provided model and performs probabilistic model checking. Then, it establishes a probabilistic coupling to the original stochastic system encoded in an approximate simulation relation, based on which a lower bound on the satisfaction probability is computed. SySCoRe provides non-trivial lower bounds for infinite-horizon properties and unbounded disturbances since its computed error does not grow linearly in the horizon of the specification. It exploits a tensor representation to facilitate the efficient computation of transition probabilities. We showcase these features on several benchmarks and compare the performance of the tool with existing tools.
SySCoRe:基于随机耦合关系的合成
我们提出了SySCoRe,一个MATLAB工具箱,它综合了随机连续状态系统的控制器,以满足时间逻辑规范。从系统描述和共同安全的时序逻辑规范开始,SySCoRe提供了合成鲁棒控制器和量化相关的形式鲁棒性保证所需的所有功能。它与其他可用工具的不同之处在于,它支持非线性动力学、无限视界上复杂的共安全时序逻辑规范和模型降阶。为了实现这一点,SySCoRe生成所提供模型的有限状态抽象,并执行概率模型检查。然后,用近似模拟关系与原始随机系统建立了概率耦合,在此基础上计算了满足概率的下界。SySCoRe为无限视界特性和无界扰动提供了非平凡的下界,因为它的计算误差不会在规范的视界中线性增长。它利用张量表示来方便转换概率的有效计算。我们在几个基准测试中展示了这些特性,并将该工具的性能与现有工具进行了比较。
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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