走向网络物理系统中故障诱导输入的隔离:Delta调试是否足够?

P. Valle, Aitor Arrieta
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引用次数: 1

摘要

网络物理系统(cps)将数字网络技术与并行物理过程相结合。一方面,这类系统的验证方法主要依赖于(系统级)仿真测试。这种技术是昂贵的,因为使用复杂的数学模型来模拟cps的物理部分。另一方面,cps的测试用例通常由旨在模拟真实场景的长时间测试输入形成。因此,当出现故障时,隔离导致故障的输入以向开发人员提供最小的测试输入是非常重要的。这允许通过以下方式减少调试成本:(1)在最短的时间内再现故障;(2)减少系统的测试覆盖率,使故障定位更容易。本文采用了著名的增量调试算法来隔离在Simulink中建模的cps的故障诱导输入。通过三种Simulink模型,我们分析了Delta调试是否足够有效地隔离cps中的故障诱导输入。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Towards the Isolation of Failure-Inducing Inputs in Cyber-Physical Systems: is Delta Debugging Enough?
Cyber-Physical Systems (CPSs) combine digital cyber technologies with parallel physical processes. On the one hand, verification methods of such systems mostly rely on (system level) simulation-based testing. This technique is expensive because complex mathematical models are used to model the physical part of CPSs. On the other hand, test cases of CPSs are usually formed by long test inputs that aim at mimicking real-world scenarios. As a result, when a failure is exhibited, it is highly important to isolate the failure-inducing inputs to provide the developers with the minimal test input. This allows reducing debugging costs by (1) reproducing the failure in the minimal time and (2) reducing the test coverage of the system, making the fault localization easier. In this paper we adapt the well-known delta debugging algorithm to isolate the failure-inducing inputs of CPSs modeled in Simulink. By means of three Simulink models, we analyzed whether Delta Debugging is effective enough to isolate failure-inducing inputs in CPSs.
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