Software reliability modeling based on NHPP for error occurrence in each fault with periodic debugging schedule

被引:4
|
作者
Das, Sudipta [1 ]
Kundu, Damitri [2 ]
Dewanji, Anup [3 ]
机构
[1] Ramakrishna Mission Vivekananda Educ & Res Inst, Dept Comp Sci, Howrah 711202, W Bengal, India
[2] Indian Stat Inst, Interdisciplinary Stat Res Unit, Kolkata, India
[3] Indian Stat Inst, Appl Stat Unit, Kolkata, India
关键词
Continuous time scale; periodic debugging; NHPP model; failure intensity; simulation;
D O I
10.1080/03610926.2020.1828462
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In this article, we discuss a continuous time software reliability model under the non homogeneous Poisson process (NHPP) assumption for error occurrence in each fault to suit periodic debugging, in which errors are not corrected at the instants of their detection but at some pre-specified debugging times. We describe maximum likelihood estimation for the model parameters and provide a computational method to estimate those parameters. This in turn helps to estimate the reliability of the software. We also discuss some asymptotic properties of the estimated model parameters, specially the number of errors initially present in the software. Finally, we investigate the finite sample properties of the estimates under a specific family of NHPP models, specially that of the initial number of errors, through simulation.
引用
收藏
页码:4890 / 4902
页数:13
相关论文
共 50 条
  • [21] Incorporating Fault Dependency and Debugging Delay in Software Reliability Analysis
    Peng, R.
    Hu, Q. P.
    Ng, S. H.
    2008 IEEE INTERNATIONAL CONFERENCE ON MANAGEMENT OF INNOVATION AND TECHNOLOGY, VOLS 1-3, 2008, : 641 - +
  • [22] A NHPP based software reliability model and optimal release policy with logistic-exponential test coverage under imperfect debugging
    Chatterjee S.
    Singh J.B.
    Chatterjee, S. (chaterjee_subhashis@rediffmail.com), 1600, Springer (05): : 399 - 406
  • [23] Mathematical modeling of software reliability testing with imperfect debugging
    Cai, Kai-Yuan
    Cao, Ping
    Dong, Zhao
    Liu, Ke
    COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2010, 59 (10) : 3245 - 3285
  • [24] Reliability Evaluation of Interlocking Software Based on Improved NHPP Model
    Wang, Weiqi
    Dai, Shenghua
    2016 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT RAIL TRANSPORTATION (ICIRT), 2016, : 447 - 452
  • [25] NHPP-based change-point modeling for software reliability assessment and its application to software development management
    Yuka Minamino
    Shinji Inoue
    Shigeru Yamada
    Annals of Operations Research, 2016, 244 : 85 - 101
  • [26] The Software Reliability Growth Models for Software Life-Cycle Based on NHPP
    Nam, Kyung H.
    Kim, Do Hoon
    KOREAN JOURNAL OF APPLIED STATISTICS, 2010, 23 (03) : 573 - 584
  • [27] Incorporating S-shaped testing-effort functions into NHPP software reliability model with imperfect debugging
    Qiuying Li
    Haifeng Li
    Minyan Lu
    Journal of Systems Engineering and Electronics, 2015, 26 (01) : 190 - 207
  • [28] Incorporating S-shaped testing-effort functions into NHPP software reliability model with imperfect debugging
    Li, Qiuying
    Li, Haifeng
    Lu, Minyan
    JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2015, 26 (01) : 190 - 207
  • [29] NHPP-based change-point modeling for software reliability assessment and its application to software development management
    Minamino, Yuka
    Inoue, Shinji
    Yamada, Shigeru
    ANNALS OF OPERATIONS RESEARCH, 2016, 244 (01) : 85 - 101
  • [30] Testing coverage based NHPP software reliability growth modeling with testing effort and change-point
    Aggarwal, Anu
    Kumar, Sudeep
    Gupta, Ritu
    INTERNATIONAL JOURNAL OF SYSTEM ASSURANCE ENGINEERING AND MANAGEMENT, 2024, 15 (11) : 5157 - 5166