Verification of annotated models from executions

Parasara Sridhar Duggirala, S. Mitra, Mahesh Viswanathan
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引用次数: 90

Abstract

Simulations can help enhance confidence in system designs but they provide almost no formal guarantees. In this paper, we present a simulation-based verification framework for embedded systems described by non-linear, switched systems. In our framework, users are required to annotate the dynamics in each control mode of switched system by something we call a discrepancy function that formally measures the nature of trajectory convergence/divergence of the system. Discrepancy functions generalize other measures of trajectory convergence and divergence like Contraction Metrics and Incremental Lyapunov functions. Exploiting such annotations, we present a sound and relatively complete verification procedure for robustly safe/unsafe systems. We have built a tool based on the framework that is integrated into the popular Simulink/Stateflow modeling environment. Experiments with our prototype tool shows that the approach (a) outperforms other verification tools on standard linear and non-linear benchmarks, (b) scales reasonably to larger dimensional systems and to longer time horizons, and (c) applies to models with diverging trajectories and unknown parameters.
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从执行中验证带注释的模型
模拟可以帮助增强对系统设计的信心,但它们几乎不能提供正式的保证。在本文中,我们提出了一种基于仿真的验证框架,用于非线性、切换系统描述的嵌入式系统。在我们的框架中,用户需要通过我们称为差异函数的东西来注释切换系统的每个控制模式中的动态,该函数正式测量系统的轨迹收敛/散度的性质。差异函数概括了轨迹收敛和发散的其他度量,如收缩度量和增量李雅普诺夫函数。利用这些注释,我们提出了一个健全和相对完整的鲁棒安全/不安全系统验证程序。我们已经构建了一个基于框架的工具,该工具集成到流行的Simulink/ statflow建模环境中。使用我们的原型工具进行的实验表明,该方法(a)在标准线性和非线性基准上优于其他验证工具,(b)合理地扩展到更大维度的系统和更长的时间范围,以及(c)适用于具有发散轨迹和未知参数的模型。
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