Time-cost optimization model proposal for construction projects with genetic algorithm and fuzzy logic approach

被引:0
|
作者
Yildirim, Hatice Acar [1 ]
Akcay, Cemil [2 ]
机构
[1] Istanbul Univ, Inst Grad Studies Sci & Engn, TR-34320 Istanbul, Turkey
[2] Istanbul Univ, Fac Architecture, TR-34116 Istanbul, Turkey
来源
REVISTA DE LA CONSTRUCCION | 2019年 / 18卷 / 03期
关键词
Construction project; time-cost optimization; genetic algorithm; fuzzy logic; TRADE-OFF;
D O I
10.7764/RDLC.18.3.554
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Considering the construction industry holds ten percent on average in the gross national product over the world, the importance of efficient use of resources emerges. To alleviate the possibility of the risk factors and various uncertainties' negative impact on the project, the usage of the scheduling tools should be supported for planning as well as risk management. In today's construction perspective, the quality is not a primary objective; construction projects have to be completed within the cost and duration limits. During the construction progress, the inserting of extra activities affects to construction delays. Project success; from the planning stage to the completion of the building, it is possible to plan the resources, use them efficiently, and realize the determined time and cost objectives. In this study, a model is developed by using a fuzzy logic approach and genetic algorithm in order to provide time-cost optimization in construction projects under uncertainties. Firstly, fuzzy sets are used to take into account the effects of time and cost uncertainties on construction works. Fuzzy sets are used to model uncertainties, and the genetic algorithm is used to acquire minimum Project cost and duration. Thus, by establishing a fuzzy time-cost optimization model, optimum time-cost results are obtained according to different risk levels determined by the decision-makers. At the final stage, Pareto fronts from different risk levels that contain both minimum costs and durations are obtained and plotted.
引用
收藏
页码:554 / 567
页数:14
相关论文
共 50 条
  • [1] Research on Time-Cost Optimization Model of Construction Projects
    Huang, Jian-wen
    Wang, Xing-xia
    Zhou, Yi-hong
    Huang, Jian-wen
    Wang, Xing-xia
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 7710 - +
  • [2] Time-cost optimization using harmony search algorithm in construction projects
    Zalmai, Lemar Mohammad
    Akcay, Cemil
    Manisali, Ekrem
    REVISTA DE LA CONSTRUCCION, 2019, 18 (02): : 226 - 237
  • [3] Genetic algorithm for project time-cost optimization in fuzzy environment
    Haque, Khan Md. Ariful
    Hasin, Md. Ahsan Akhtar
    JOURNAL OF INDUSTRIAL ENGINEERING AND MANAGEMENT-JIEM, 2012, 5 (02): : 364 - 381
  • [4] Hybrid Time-Cost Optimization of Nonserial Repetitive Construction Projects
    Ezeldin, A. Samer
    Soliman, Ahmed
    JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT, 2009, 135 (01) : 42 - 55
  • [5] Robust Optimization for Time-Cost Tradeoff Problem in Construction Projects
    Li, Ming
    Wu, Guangdong
    ABSTRACT AND APPLIED ANALYSIS, 2014,
  • [6] Time-cost optimization of construction projects with generalized activity constraints
    Chassiakos, AP
    Sakellaropoulos, SP
    JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT, 2005, 131 (10) : 1115 - 1124
  • [7] Applying a genetic algorithm-based multiobjective approach for time-cost optimization
    Zheng, DXM
    Ng, ST
    Kumaraswamy, MM
    JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT, 2004, 130 (02) : 168 - 176
  • [8] Comparison of a Fuzzy Genetic and Simulated Annealing Algorithm Approach for Project Time-Cost Tradeoff
    Glisovic, Natasa
    JOURNAL OF APPLIED MATHEMATICS, 2014,
  • [9] Improvement Optimization Algorithm for Stochastic Discrete Time-cost Trade-off Problems of Construction Projects
    Wang J.
    Tang J.
    Zhou Z.
    Han C.
    Hunan Daxue Xuebao/Journal of Hunan University Natural Sciences, 2023, 50 (07): : 229 - 238
  • [10] Fuzzy repetitive scheduling for construction projects considering risk preferences and time-cost tradeoffs
    Zou, Xin
    Zhang, Lihui
    ENGINEERING CONSTRUCTION AND ARCHITECTURAL MANAGEMENT, 2024,