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Tackling Truncation Errors in CSL Model Checking through Bounding Semantics

机译:通过边界语义处理CSL模型检查中的截断错误

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Model checking aims to give exact answers to queries about a model's execution but, in probabilistic model checking, ensuring exact answers might be difficult. Numerical iterative methods are heavily used in probabilistic model checking and errors caused by truncation may affect correctness. To tackle truncation errors, we investigate the bounding semantics of continuous stochastic logic for Markov chains. We first focus on analyzing truncation errors for model-checking the time-bounded or unbounded Until operator and propose new algorithms to generate lower and upper bounds. Then, we study the bounding semantics for a subset of nested CSL formulas. We demonstrate result on two models.
机译:模型检查旨在为有关模型执行的查询提供准确的答案,但是在概率模型检查中,确保准确的答案可能很困难。数值迭代方法在概率模型检查中大量使用,由截断引起的错误可能会影响正确性。为了解决截断错误,我们研究了马尔可夫链的连续随机逻辑的边界语义。我们首先专注于分析截断错误以对时间限制或无限制的直到运算符进行模型检查,并提出新的算法来生成上下限。然后,我们研究嵌套CSL公式的子集的边界语义。我们在两个模型上演示结果。

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