Estimation of Software Maintainability using Fuzzy Logic Technique

被引:0
|
作者
Pratap, Amrendra [1 ]
Chaudhary, Rahul [1 ]
Yadav, Kaushlendra [2 ]
机构
[1] Amity Univ, Dept Comp Sci, Noida, Uttar Pradesh, India
[2] MTU, Dept Comp Sci, Noida, Uttar Pradesh, India
关键词
Fuzzy Logic; Fuzzy Inference System (FIS); Object Oriented Metric; Adaptability (AD); Complexity (CLX); Understandability (USD); Document Quality (DocQ); Readability (RD); Triangular Membership Function (TriMF); Trapezoidal Membership Function (TrapMF); Gaussian Membership function (GMF); Rule Base; Knowledge Base;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Software quality is the most important factor in the development of software, which can be depend on many quality attributes. One of the technique is Fuzzy Logic which can be used to establish the relationship between object oriented metrics and software maintainability. This paper presents the application of fuzzy logic in estimation of software maintainability. In this paper, a new model is proposed using fuzzy inference system for tuning the performance of software maintenance. We have used some object oriented metrics i.e. Adaptability (AD), Complexity (CLX), Understandability (USD), Document Quality (DocQ) and Readability (RD) for accessing software maintainability levels using Fuzzy Logic. We also assumed different membership functions such as Triangular Membership Function, Trapezoidal Membership Function and Gaussian Membership function defined in Fuzzy Inference System in MATLAB for these metrics in order to estimate software maintainability.
引用
收藏
页码:486 / 492
页数:7
相关论文
共 50 条
  • [1] An Estimation of Software Reusability using Fuzzy Logic Technique
    Singh, Charu
    Pratap, Amrendra
    Singhal, Abhishek
    [J]. 2014 INTERNATIONAL CONFERENCE ON SIGNAL PROPAGATION AND COMPUTER TECHNOLOGY (ICSPCT 2014), 2014, : 250 - 256
  • [2] Predicting Maintainability of Autonomic Software Systems using Fuzzy Logic
    Kumar, Ashwini
    Tyagi, Vishu
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND AUTOMATION (ICCCA), 2016, : 353 - 357
  • [3] An Estimation of Software Testability using Fuzzy Logic
    Garg, Umang
    Singhal, Abhishek
    [J]. 2016 6TH INTERNATIONAL CONFERENCE - CLOUD SYSTEM AND BIG DATA ENGINEERING (CONFLUENCE), 2016, : 95 - 100
  • [4] AN EFFICIENT SOFTWARE COST ESTIMATION TECHNIQUE USING FUZZY LOGIC WITH THE AID OF OPTIMIZATION ALGORITHM
    Ganesh, Marappagounder Krishnamoorthy Shanker
    Thanushkodi, Keppanagounder
    [J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2015, 11 (02): : 587 - 597
  • [5] Software Quality Prediction Using Fuzzy Logic Technique
    Pattnaik, Saumendra
    Pattanayak, Binod Kumar
    Patnaik, Srikanta
    [J]. INTERNATIONAL JOURNAL OF INFORMATION SYSTEMS IN THE SERVICE SECTOR, 2019, 11 (02) : 51 - 71
  • [6] Software Development Effort Estimation Using Fuzzy Logic - A Survey
    Nisar, M. Wasif
    Wang, Yong-Ji
    Elahi, Manzoor
    [J]. FIFTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 1, PROCEEDINGS, 2008, : 421 - +
  • [7] Software Cost Estimation using the Improved Fuzzy Logic Framework
    Kushwaha, Neetu
    Suryakant
    [J]. 2014 CONFERENCE ON IT IN BUSINESS, INDUSTRY AND GOVERNMENT (CSIBIG), 2014,
  • [8] Software maintainability prediction using hybrid neural network and fuzzy logic approach with parallel computing concept
    Kumar L.
    Rath S.K.
    [J]. International Journal of System Assurance Engineering and Management, 2017, 8 (Suppl 2) : 1487 - 1502
  • [9] Software development effort estimation using fuzzy logic:: A case study
    Martín, CL
    Pasquier, ML
    Yáñez, C
    Gutiérrez, A
    [J]. SIXTH MEXICAN INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE, PROCEEDINGS, 2005, : 113 - 120
  • [10] Fuzzy logic in estimation of effort in software projects
    Carbo, J
    [J]. CONCURRENT ENGINEERING: ADVANCED DESIGN, PRODUCTION AND MANAGEMENT SYSTEMS, 2003, : 393 - 398