Software reliability growth mode with change-point and environmental function

被引:69
|
作者
Zhao, Jing [1 ]
Liu, Hong-Wei [1 ]
Cui, Gang [1 ]
Yang, Xiao-Zong [1 ]
机构
[1] Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Peoples R China
基金
中国国家自然科学基金;
关键词
software reliability growth model; non-homogeneous Poisson process (NHPP); time-varying environmental factor; change-point;
D O I
10.1016/j.jss.2006.02.030
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
This paper presents a SRGM (software reliability growth model) with both change-point and environmental function based on NHPP (non-homogeneous Poisson process). Although a few research projects have been devoted to the change-point problems of SRGMs, consideration of the variation of environmental factors in the existing models during testing time is limited. The proposed model is one of a few NHPP models, which takes environmental factors as a function of testing time. FDR (fault detection rate) is usually used to measure the effectiveness of fault detection by test techniques and test cases. A FDR function after the change-point of the testing is proposed, which is computed from both environmental factors and FDR before the change-point of the testing. A NHPP SRGM with both change-point and environmental function called CE-SRGM is built which integrates the FDR before the change-point of the testing and the proposed FDR function after the change-point of the testing. CE-SRGM is evaluated using two sets of software failure data. The experimental results show that the predictive power of CE-SRGM is better than those of other SRGMs. (c) 2006 Elsevier Inc. All rights reserved.
引用
收藏
页码:1578 / 1587
页数:10
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