Combining testing and correctness verification in software reliability assessment

B. Cukic
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引用次数: 6

Abstract

The delivery of sophisticated control algorithms or system features via software is the driving force behind its increased use in safety critical applications. The existence of software faults in these systems is not tolerable and a high degree of confidence that safety critical systems meet their reliability requirements must be gained prior to their deployment. The transformational approach to software reliability assessment of process control systems combines the strengths of formal verification and statistical sampling techniques in one unified framework. Partial program proofs are used to amplify the effect of test cases, i.e., they allow us to infer the behavior of the program for many inputs based on its behavior for one input. These transformations reduce the effective size of the input space, typically by eliminating one or more dimensions in the input space. We report on the application of the transformational reliability assessment approach to two control programs in the aerospace engineering domain: a simplified satellite pitch controller and an automatic airplane landing program. Advantages of the transformational approach include significant reduction in size (dimensionality) of input space domain, exact determination of minimal fault size, and reduced sensitivity of reliability estimate to variations in the operational profile.
软件可靠性评估中测试与正确性验证相结合
通过软件提供复杂的控制算法或系统功能是其在安全关键应用中越来越多使用背后的驱动力。在这些系统中存在软件故障是不可容忍的,必须在部署安全关键系统之前获得满足其可靠性要求的高度信心。过程控制系统软件可靠性评估的转换方法将形式验证和统计抽样技术的优势结合在一个统一的框架中。部分程序证明用于放大测试用例的效果,也就是说,它们允许我们基于一个输入的行为来推断程序在许多输入下的行为。这些转换通常通过消除输入空间中的一个或多个维度来减小输入空间的有效大小。我们报告了转换可靠性评估方法在航空航天工程领域的两个控制程序中的应用:一个简化的卫星俯仰控制器和一个飞机自动着陆程序。转换方法的优点是显著降低了输入空间域的尺寸(维数),精确确定了最小故障大小,降低了可靠性估计对运行剖面变化的敏感性。
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