A fuzzy computational approach for selecting interdependent projects using prioritized criteria

被引:6
|
作者
Beseiso, Majdi [1 ]
Kumar, Gulshan [2 ]
机构
[1] Al Balqa Appl Univ, Dept Comp Sci, Salt, Jordan
[2] Dept Comp Applicat, Shaheed Bhagat Singh State Tech Campus, Ferozepur, Punjab, India
关键词
Fuzzy quality function development (FQFD); genetic algorithm; project portfolio management; project portfolio selection; quality function development (QFD); QUALITY FUNCTION DEPLOYMENT; PORTFOLIO SELECTION; GENETIC ALGORITHM; MODEL; QFD; METHODOLOGY; SUCCESS; SYSTEM; IMPLEMENTATION; REQUIREMENTS;
D O I
10.3233/JIFS-202506
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a fuzzy computational approach for selecting project portfolio by combining fuzzy logic, Quality Function Deployment (QFD) and Genetic algorithm (GA) approaches with the consideration of prioritized selection criteria as per objectives of the organization to make decisions effectively with incomplete and ambiguous information to help in portfolio selection. This approach addresses the issues of the uncertainty of experts in selecting projects, prioritizing criteria before initiating project selection process and evaluating the number of interdependent projects for their maximal values. It completes the task in three stages. Firstly, it involves interaction with experts to extract fuzzy input about the benefits of organization and selection criteria for selecting a project portfolio. The second stage requires the application of fuzzy QFD to prioritize criteria before deciding the project portfolio. In this stage, the paper contributes a method for using fuzzy values in a distinct way for obtaining priorities of selection criteria. The final stage evaluates the candidate projects concurrently based on top priority selection criteria by considering interrelation among projects by proposing a distinct fitness function of GA. The validity of the proposed approach is demonstrated by an example that considers three experts, three objectives of the organization and four selection criteria.
引用
收藏
页码:11341 / 11354
页数:14
相关论文
共 50 条
  • [1] A fuzzy approach for selecting venture capital projects
    Liu, DX
    Fan, ZP
    [J]. PROCEEDINGS OF 2002 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE & ENGINEERING, VOLS I AND II, 2002, : 1472 - 1477
  • [2] Selecting engineering partner for EPC projects using a fuzzy AHP approach
    Ravanshadnia, Mehdi
    Abbasian, Hamid R.
    Rajaie, Hossein
    [J]. INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE AND ENGINEERING MANAGEMENT, 2010, 5 (04) : 278 - 284
  • [3] Genetic algorithm for selecting and scheduling interdependent projects
    Jong, JC
    Schonfeld, P
    [J]. JOURNAL OF WATERWAY PORT COASTAL AND OCEAN ENGINEERING, 2001, 127 (01) : 45 - 52
  • [4] Selecting Projects on the Brazilian R&D Energy Sector: A Fuzzy-Based Approach for Criteria Selection
    Souza, Dalton G. B.
    Silva, Carlos E. S.
    Soma, Nei Y.
    [J]. IEEE ACCESS, 2020, 8 : 50209 - 50226
  • [5] Selecting the most efficient maintenance approach using fuzzy multiple criteria decision making
    Al-Najjar, B
    Alsyouf, I
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2003, 84 (01) : 85 - 100
  • [6] Evaluation of software development projects using a fuzzy multi-criteria decision approach
    Buyukozkan, Gulcin
    Ruan, Da
    [J]. MATHEMATICS AND COMPUTERS IN SIMULATION, 2008, 77 (5-6) : 464 - 475
  • [7] An approach to estimation of degree of customization for ERP projects using prioritized requirements
    Parthasarathy, Sudhaman
    Daneva, Maya
    [J]. JOURNAL OF SYSTEMS AND SOFTWARE, 2016, 117 : 471 - 487
  • [8] Development of Criteria of Selecting the Supplier by Using the Fuzzy DEMATEL Method
    Mirmousa, Sajede
    Dehnavi, Hasan Dehghan
    [J]. 3RD INTERNATIONAL CONFERENCE ON NEW CHALLENGES IN MANAGEMENT AND BUSINESS: ORGANIZATION AND LEADERSHIP, 2016, 230 : 281 - 289
  • [9] A fuzzy weighted average approach for selecting portfolio of new product development projects
    Relich, Marcin
    Pawlewski, Pawel
    [J]. NEUROCOMPUTING, 2017, 231 : 19 - 27
  • [10] Criteria to consider in selecting and prioritizing infrastructure projects
    Hansen, Seng
    Too, Eric
    Le, Tiendung
    [J]. 2ND CONFERENCE FOR CIVIL ENGINEERING RESEARCH NETWORKS (CONCERN-2 2018), 2019, 270