A fuzzy clustering-based genetic algorithm approach for time-cost-quality trade-off problems: A case study of highway construction project

被引:79
|
作者
Mungle, Santosh [1 ]
Benyoucef, Lyes [2 ]
Son, Young-Jun [1 ]
Tiwari, M. K. [3 ]
机构
[1] Univ Arizona, Dept Syst & Ind Engn, Tucson, AZ 85721 USA
[2] Aix Marseille Univ, CNRS, LSIS, UMR 7296, F-13397 Marseille 20, France
[3] IIT Kharagpur, Dept Ind Engn & Management, Kharagpur 721302, W Bengal, India
关键词
Time-cost-quality trade-off; Multi-objective optimization; Fuzzy clustering; Project management; ANT COLONY SYSTEM; EVOLUTIONARY ALGORITHMS; DISCRETE-TIME; OPTIMIZATION;
D O I
10.1016/j.engappai.2013.05.006
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Recently government agencies have started to utilize innovative contracting methods that provide incentives for improving construction quality. These emerging contracting methods place an enormous pressure on the contractors to improve construction quality. For a general contractor, which subcontracts most tasks of a project and invites a number of bids, choosing an appropriate bid which satisfies the time, cost and quality of construction project is complex and challenging. To solve this problem involving conflicting objectives, a fuzzy clustering-based genetic algorithm (FCGA) approach is proposed in this paper. A case study of highway construction is used to demonstrate the applicability of the proposed approach. A comparative study is conducted over three test cases involving varying dimensions and complexities to test performance of the proposed FCGA against existing approaches. Results reveal that the FCGA is capable of generating better Pareto front than other existing approaches. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1953 / 1966
页数:14
相关论文
共 50 条
  • [21] A novel multi criteria decision making model for optimizing time-cost-quality trade-off problems in construction projects
    Monghasemi, Shahryar
    Nikoo, Mohammad Reza
    Fasaee, Mohammad Ali Khaksar
    Adamowski, Jan
    EXPERT SYSTEMS WITH APPLICATIONS, 2015, 42 (06) : 3089 - 3104
  • [22] Time-cost Trade-off Analysis of Project Using Fuzzy-Genetic Approach
    Glisovic, Natasa
    ECONOMICS AND SOCIAL SCIENCE, 2013, 13 : 121 - 126
  • [23] Time-cost trade-off problem in construction project management, based on fuzzy logic
    Abbasnia, R.
    Afshar, A.
    Eshtehardian, E.
    Journal of Applied Sciences, 2008, 8 (22) : 4159 - 4165
  • [24] Multiple objective immune wolf colony algorithm for solving time-cost-quality trade-off problem
    Liu, Guanyi
    Li, Xuemei
    Alam, Khalid Mehmood
    PLOS ONE, 2023, 18 (02):
  • [25] Optimizing multi-mode time-cost-quality trade-off of construction project using opposition multiple objective difference evolution
    Duc-Long Luong
    Duc-Hoc Tran
    Phong Thanh Nguyen
    INTERNATIONAL JOURNAL OF CONSTRUCTION MANAGEMENT, 2021, 21 (03) : 271 - 283
  • [26] Application of Three Metaheuristic Algorithms to Time-Cost-Quality Trade-Off Project Scheduling Problem for Construction Projects Considering Time Value of Money
    Kebriyaii, Omid
    Heidari, Ali
    Khalilzadeh, Mohammad
    Antucheviciene, Jurgita
    Pavlovskis, Miroslavas
    SYMMETRY-BASEL, 2021, 13 (12):
  • [27] Multi-objective Genetic Algorithm for the Time, Cost, and Quality Trade-Off Analysis in Construction Projects
    Bragadin, Marco Alvise
    Pozzi, Luca
    Kahkonen, Kalle
    SDGS IN CONSTRUCTION ECONOMICS AND ORGANIZATION, CREON 2022, 2023, : 193 - 207
  • [28] A genetic algorithm approach for the time-cost trade-off in PERT networks
    Azaron, A
    Perkgoz, C
    Sakawa, M
    APPLIED MATHEMATICS AND COMPUTATION, 2005, 168 (02) : 1317 - 1339
  • [29] Using genetic algorithms to solve construction time-cost trade-off problems
    Feng, CW
    Liu, LA
    Burns, SA
    JOURNAL OF COMPUTING IN CIVIL ENGINEERING, 1997, 11 (03) : 184 - 189
  • [30] Using genetic algorithms to solve construction time-cost trade-off problems
    Univ of Illinois at Urbana-Champaign, Urbana, United States
    J Comput Civ Eng, 3 (184-189):