SMT-Based Model Checking of Industrial Simulink Models

Daisuke Ishii, Takashi Tomita, Toshiaki Aoki, The Quyen Ngo, Thi Bich Ngoc Do, Hideaki Takai
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引用次数: 2

Abstract

. The development of embedded systems requires formal analysis of models such as those described with MATLAB/Simulink. How-ever, the increasing complexity of industrial models makes analysis dif-ficult. This paper proposes a model checking method for Simulink models using SMT solvers. The proposed method aims at (1) automated, efficient and comprehensible verification of complex models, (2) numeri-cally accurate analysis of models, and (3) demonstrating the analysis of Simulink models using an SMT solver (we use Z3). It first encodes a target model into a predicate logic formula in the domain of mathematical arithmetic and bit vectors. We explore how to encode various Simulink blocks exactly. Then, the method verifies a given invariance property using the k -induction-based algorithm that extracts a subsystem involving the target block and unrolls the execution paths incrementally. In the experiment, we applied the proposed method and other tools to a set of models and properties. Our method successfully verified most of the properties including those unverified with other tools.
基于smt的工业Simulink模型检验
. 嵌入式系统的开发需要对模型进行形式化分析,例如用MATLAB/Simulink描述的模型。然而,日益复杂的工业模型使分析变得困难。提出了一种利用SMT求解器对Simulink模型进行模型校验的方法。提出的方法旨在(1)对复杂模型进行自动化、高效和可理解的验证,(2)对模型进行数值精确分析,以及(3)使用SMT求解器(我们使用Z3)演示对Simulink模型的分析。它首先将目标模型编码为数学运算和位向量领域的谓词逻辑公式。我们探讨了如何准确地对各种Simulink块进行编码。然后,该方法使用基于k -归纳的算法验证给定的不变性属性,该算法提取涉及目标块的子系统,并逐步展开执行路径。在实验中,我们将提出的方法和其他工具应用于一组模型和属性。我们的方法成功地验证了大部分属性,包括那些未被其他工具验证的属性。
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