A Stochastic Software Reliability Growth Model with Learning and Change-point

被引:0
|
作者
Zhang, Nan [1 ]
Cui, Gang [1 ]
Liu, Hongwei [1 ]
机构
[1] Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Peoples R China
关键词
Software reliability growth model; Stochastic differential equation; The continuous state space; Learning process; Change-point; DIFFERENTIAL-EQUATIONS; ERROR-DETECTION; PERFORMANCE; PARAMETERS;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Over the past years, many software reliability growth models (SRGMs) have been proposed and these models treated the software fault detection process as a discrete state space. However, as the size of software system becomes larger, the SRGMs based on a continuous state space were proposed. Although some researchers have investigated the continuous state space SRGMs, none of them considered learning phenomenon and the problem of change-point in the fault detection process. In actually, the fault detection process is complex and can be affected by many different factors. The fault detection rate may be a change if the testing environment, strategy or resource allocation is changed. Thus, in order to describe the realistic situations, a continuous state space SRGM based on Ito type Stochastic Differential Equation (SDE) SRGMs with learning and change-point have been proposed. Further, actual software reliability data have been used to demonstrate the proposed model.
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页数:5
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