通过基于搜索的测试实现保证案例证据生成:正在进行的工作

Yumeng Cao, Quinn Thibeault, Aniruddh Chandratre, Georgios Fainekos, Giulia Pedrielli, M. Castillo-Effen
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引用次数: 0

摘要

需求驱动的基于搜索的测试(SBT),也被称为伪造,已被证明是发现网络物理系统中错误行为的一种实用而有效的方法。然而,如果在测试预算中没有发现伪造行为,SBT技术就不能保证正确性。因此,SBT方法对支持保障案例的证据生成的适用性是有限的。在这项工作中,我们在开发具有相关置信度度量的SBT技术的有限时间保证方面取得了进展。我们证明了我们的方法对F16 GCAS基准挑战的适用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Towards assurance case evidence generation through search based testing: work-in-progress
Requirements-driven search-based testing (SBT), also known as falsification, has proven to be a practical and effective method for discovering erroneous behaviors in Cyber-Physical Systems. However, SBT techniques do not provide guarantees on correctness if no falsifying behavior is found within the test budget. Hence, the applicability of SBT methods for evidence generation supporting assurance cases is limited. In this work, we make progress towards developing finite-time guarantees for SBT techniques with associated confidence metrics. We demonstrate the applicability of our approach to the F16 GCAS benchmark challenge.
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