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Model-Based Testing for General Stochastic Time

机译:基于模型的一般随机时间测试

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Many systems are inherently stochastic: they interact with unpredictable environments or use randomised algorithms. Then classical model-based testing is insufficient: it only covers functional correctness. In this paper, we present a new model-based testing framework that additionally covers the stochastic aspects in hard and soft real-time systems. Using the theory of stochastic automata for specifications, test cases and a formal notion of conformance, it provides clean mechanisms to represent underspecification, randomisation, and stochastic timing. Supporting arbitrary continuous and discrete probability distributions, the framework generalises previous work based on purely Markovian models. We cleanly define its theoretical foundations, and then outline a practical algorithm for statistical conformance testing based on the Kolmogorov-Smirnov test. We exemplify the framework's capabilities and tradeoffs by testing timing aspects of the Bluetooth device discovery protocol.
机译:许多系统本质上是随机的:它们与不可预测的环境交互或使用随机算法。然后基于古典模型的测试不足:它只涵盖功能正确性。在本文中,我们提出了一种新的基于模型的测试框架,其另外涵盖了硬度和软实时系统中的随机方面。使用随机自动机理论进行规范,测试用例和正式概念的一致性,它提供了干净的机制,以表示缺点,随机化和随机时间。支持任意连续和离散概率分布,框架概述了以前基于纯粹的Markovian模型的工作。我们干净地定义了其理论基础,然后概述了基于Kolmogorov-Smirnov测试的统计一致性测试的实用算法。通过测试蓝牙设备发现协议的时序方面,我们举例说明框架的功能和权衡。

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