Optimization of reliability allocation and testing schedule for software systems

Michael R. Lyu, S. Rangarajan, A. Moorsel
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引用次数: 21

Abstract

To ensure an overall reliability of an integrated software system, software components of the system have to meet certain reliability requirements, subject to some testing schedule and resource constraints. The system testing activity can be formulated as a combinatorial optimization problem with known cost, reliability, effort and other attributes of the system components. In this paper, we consider the software component reliability allocation problem for a system with multiple applications. The failure rate of components used to build the applications are related to the testing cost through various types of reliability growth curves. We achieve closed-form solutions to problems where there is one single application in the system. Analytical solutions are not readily available when there are multiple applications; however, numerical solutions can be obtained using a nonlinear programming tool. To ease the specification of the optimization problem, we develop a GUI front-end to existing mathematical software. We present a systematic outline of the problem formulation and solution, and apply this to an example of a telecommunication software system.
软件系统可靠性分配和测试计划的优化
为了确保集成软件系统的整体可靠性,系统的软件组件必须满足一定的可靠性要求,并受到一些测试进度和资源约束。系统测试活动可以被表述为具有已知成本、可靠性、工作量和系统组件的其他属性的组合优化问题。本文研究了一个多应用系统的软件组件可靠性分配问题。通过各种类型的可靠性增长曲线,将用于构建应用程序的组件的故障率与测试成本联系起来。对于系统中只有一个应用程序的问题,我们实现了封闭形式的解决方案。当有多种应用时,分析解决方案并不容易获得;但是,可以使用非线性规划工具获得数值解。为了简化优化问题的说明,我们为现有的数学软件开发了GUI前端。本文系统地概述了问题的提出和解决方法,并将其应用于一个电信软件系统的实例。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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