Title :
Change points estimation and simulation for software reliability model
Author :
Yuxin Zhao ; Chengcheng Wan ; Feng Gao ; Shuai Chang
Author_Institution :
Coll. of Autom., Harbin Eng. Univ., Harbin, China
Abstract :
The change points exist in the failure process of software. The number and locations of change points produce significant influence on software reliability estimation, but now there is no effective way to estimate accurately. Therefore, this paper proposes a new method of change points estimation. According to the control chart of software failure data and the proposed judgment criteria of change points, it estimates the number and locations of change points initially. Then, it proposes a progressive adjustment method to calculate locations of change points accurately. The feasibility and effectiveness of the new method are examined by using two public software failure data sets. The results show that the proposed model with new change points fits the failure data better and can predict two sets of data more accurately.
Keywords :
control charts; data flow analysis; public domain software; software reliability; change points estimation; change points simulation; control chart; progressive adjustment method; public software failure data sets; software failure process; software reliability estimation; software reliability model; Computational modeling; Control charts; Data models; Estimation; Reliability; TV; change points; control chart; progressive adjustment method; software reliability growth model;
Conference_Titel :
Measurement, Information and Control (ICMIC), 2013 International Conference on
Conference_Location :
Harbin
Print_ISBN :
978-1-4799-1390-9
DOI :
10.1109/MIC.2013.6757999