Optimal allocation of testing resource for a modular software

被引:14
|
作者
Kapur, PK [1 ]
Jha, PC [1 ]
Bardhan, AK [1 ]
机构
[1] Univ Delhi, Dept Operat Res, Delhi 110007, India
关键词
software reliability; resource allocation problem; dynamic programming;
D O I
10.1142/S0217595904000278
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
Several Software Reliability Growth Models (SRGMs) have been developed in the literature to account for exponential and S-shaped growth curves. There are others, which can account for both depending on the testing environment. Such models are termed as flexible models. Most of the models use calendar/execution time as the testing time. Very few SRGMs have been developed which define explicitly the testing effort functions into the modeling. Testing effort/resource may be computer time and manpower needed during testing. The aim of this paper is twofold. 1. Develop an SRGM with testing efforts which is also flexible 2. Use model in (1) to allocate optimally the testing resource to a modular software subject to different constraints. Model developed in (1) is validated on different data sets and predictive validity is established. Optimization problems in (2) are mathematical programming problems having the sum of fractional functions as the common objective. These are solved using a dynamic programming approach and closed form solutions have been obtained. Finally, numerical illustrations are provided for two optimization problems.
引用
收藏
页码:333 / 354
页数:22
相关论文
共 50 条
  • [41] Skill-based framework for optimal software project selection and resource allocation
    Zaraket, Fadi A.
    Eik, Majd
    Yassine, Ali A.
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2014, 234 (01) : 308 - 318
  • [42] Optimal allocation of modular SMES in microgrid
    Xia, Yajun
    Li, Yuanyuan
    Gao, Minghan
    [J]. 2018 INTERNATIONAL CONFERENCE ON POWER SYSTEM TECHNOLOGY (POWERCON), 2018, : 4443 - 4448
  • [43] PROBLEM OF OPTIMAL RESOURCE ALLOCATION
    RAZUMIKH.BS
    [J]. AUTOMATION AND REMOTE CONTROL, 1965, 26 (07) : 1216 - &
  • [44] Optimal Resource Allocation with MultiAmdahl
    Zidenberg, Tsahee
    Keslassy, Isaac
    Weiser, Uri
    [J]. COMPUTER, 2013, 46 (07) : 70 - 77
  • [45] Optimal Resource Allocation in HetNets
    Borst, Sem
    Hanly, Stephen
    Whiting, Phil
    [J]. 2013 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2013, : 5437 - +
  • [46] Optimal Resource Allocation of the Press
    Yang, Xue
    [J]. PROCEEDINGS OF THE 1ST INTERNATIONAL SYMPOSIUM ON SOCIAL SCIENCE (ISSS-15), 2015, 24 : 1 - 4
  • [47] The analysis of optimal budget allocation for software testing based on the reliability growth model
    Han, YM
    Wu, XL
    Yue, CY
    Wu, HY
    [J]. ISTM/2003: 5TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-6, CONFERENCE PROCEEDINGS, 2003, : 4805 - 4810
  • [48] Optimal Reliability Allocation for Modular Software Systems basis on Support Vector Clustering and Fuzzy Decision
    Wan, Yi
    Wu, Chengwen
    [J]. 2009 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, VOL IV, PROCEEDINGS, 2009, : 515 - 519
  • [49] Optimal software testing
    Elshafei, M
    Khan, M
    Boraie, M
    [J]. SERP'04: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING RESEARCH AND PRACTICE, VOLS 1 AND 2, 2004, : 615 - 620
  • [50] Optimal Task Offloading and Resource Allocation in Software-Defined Vehicular Edge Computing
    Choo, Sukjin
    Kim, Joonwoo
    Pack, Sangheon
    [J]. 2018 INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGY CONVERGENCE (ICTC), 2018, : 251 - 256