A generalized, rule-based method for the detection of intermittent faults in software programs

IF 3.7 2区 计算机科学 Q1 COMPUTER SCIENCE, SOFTWARE ENGINEERING
Panagiotis Sotiropoulos, Costas Vassilakis
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引用次数: 0

Abstract

Intermittent faults are a very common problem in the software world, and are very hard to locate and correct, due to the fact that they manifest their presence only under certain circumstances. Most of the existing approaches for intermittent fault identification assume that suitable instrumentation has been provided in the program, typically in the form of assertions that dictate which program states are considered to be erroneous, by examining variable values. This approach is, however, inefficient, since only errors for which appropriate instrumentation has been provided will be uncovered. In this paper we propose a method that can be used to detect probable sources of intermittent faults within a program. Our method proposes certain points in the code, whose data interdependencies combined with their execution interweaving indicate that they could be the root cause of intermittent faults. The approach presented in this paper extends our previous work, by examining shared variable access sequences and taking into account not only direct dependencies between shared variables, but additionally indirect ones, i.e. cases where values of local variables are computed using values of some shared variable(s), and subsequently the local variable values are used to set the value of other shared variables. The detection of suspicious access pattern, which may indicate the presence of intermittent faults, is formalized through the introduction of generalized rules; these rules are combined with model-based checking to ensure that all program execution paths are covered. The list of suspicious locations within the code is finally presented to the developer, who will decide after a thorough examination of the code, to accept or reject each of the proposals.
基于规则的通用方法,用于检测软件程序中的间歇性故障
间歇性故障是软件世界中一个非常常见的问题,而且很难定位和纠正,因为它们只在特定情况下才会出现。大多数现有的间歇性故障识别方法都假定程序中已经提供了适当的工具,通常是以断言的形式,通过检查变量值来确定哪些程序状态被认为是错误的。然而,这种方法效率不高,因为只有提供了适当工具的错误才能被发现。在本文中,我们提出了一种可用于检测程序中间歇性故障可能来源的方法。我们的方法提出了代码中的某些点,这些点的数据相互依赖关系及其执行交织表明,它们可能是间歇性故障的根源。本文提出的方法扩展了我们之前的工作,通过检查共享变量的访问顺序,不仅考虑到共享变量之间的直接依赖关系,而且还考虑到间接依赖关系,即局部变量的值使用某些共享变量的值进行计算,随后局部变量的值被用于设置其他共享变量的值。可疑访问模式可能表明存在间歇性故障,对可疑访问模式的检测通过引入通用规则而正规化;这些规则与基于模型的检查相结合,以确保涵盖所有程序执行路径。代码中可疑位置的列表最终将提交给开发人员,开发人员在对代码进行彻底检查后,将决定接受或拒绝每项建议。
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来源期刊
Journal of Systems and Software
Journal of Systems and Software 工程技术-计算机:理论方法
CiteScore
8.60
自引率
5.70%
发文量
193
审稿时长
16 weeks
期刊介绍: The Journal of Systems and Software publishes papers covering all aspects of software engineering and related hardware-software-systems issues. All articles should include a validation of the idea presented, e.g. through case studies, experiments, or systematic comparisons with other approaches already in practice. Topics of interest include, but are not limited to: •Methods and tools for, and empirical studies on, software requirements, design, architecture, verification and validation, maintenance and evolution •Agile, model-driven, service-oriented, open source and global software development •Approaches for mobile, multiprocessing, real-time, distributed, cloud-based, dependable and virtualized systems •Human factors and management concerns of software development •Data management and big data issues of software systems •Metrics and evaluation, data mining of software development resources •Business and economic aspects of software development processes The journal welcomes state-of-the-art surveys and reports of practical experience for all of these topics.
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