Modified Streamlined Optimization Algorithm for Time-Cost Tradeoff Problems of Complex Large-Scale Construction Projects

被引:4
|
作者
Wang, Jia [1 ]
Han, Congji [1 ]
Li, Xinghua [1 ]
机构
[1] Hunan Univ, Coll Civil Engn, Changsha, Hunan, Peoples R China
基金
中国博士后科学基金;
关键词
Time-cost tradeoff (TCT); Optimization; Integer programming; Critical path identification method; Network analysis; GENETIC ALGORITHMS; OFF PROBLEM; COMPRESSION;
D O I
10.1061/JCEMD4.COENG-12970
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Although research on time-cost tradeoff (TCT) problems has been extensively conducted, there are still few applications of TCT optimization methods in the scheduling of projects with practical size and complexity. As a good attempt, a streamlined optimization algorithm has recently been developed for solving TCT problems with a continuous curvilinear activity time-cost relationship. However, the algorithm encounters the difficulties of high memory requirements and computational demand when it is implemented in complex large-scale projects whose networks may involve tens of millions of paths and hundreds of activities. To overcome such difficulties, this study presents a modified version of the streamlined optimization algorithm. Particularly, a new method for identifying critical paths is proposed in the modified algorithm. Also, a modeling problem has been addressed in order to consolidate the theoretical foundation of the algorithm. As illustrated by the experimental examples, the modified streamlined algorithm outperforms the original algorithm and the commonly used genetic algorithm in terms of optimality, robustness, and computational efficiency. This study thus contributes to the development of commercial scheduling software capable of tackling practical TCT problems.
引用
收藏
页数:12
相关论文
共 50 条
  • [21] Time-Cost Trade-off Optimization of Construction Projects using Teaching Learning Based Optimization
    Togan, Vedat
    Eirgash, M. Azim
    KSCE JOURNAL OF CIVIL ENGINEERING, 2019, 23 (01) : 10 - 20
  • [22] Suggestions for Temporary Construction Facilities' Layout Problems in Large-Scale Construction Projects
    Xu, Jiuping
    Song, Xiaoling
    JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT, 2014, 140 (05)
  • [23] Dynamic Optimization of Construction Time-Cost for Deep and Large Foundation Pit Based on BIM Technology and Genetic Algorithm
    Yu, Yingxia
    Han, Junjia
    Gu, Haoyu
    Yang, Yi
    APPLIED SCIENCES-BASEL, 2023, 13 (19):
  • [24] Enhanced Butterfly Optimization Algorithm for Large-Scale Optimization Problems
    Li, Yu
    Yu, Xiaomei
    Liu, Jingsen
    JOURNAL OF BIONIC ENGINEERING, 2022, 19 (02) : 554 - 570
  • [25] Enhanced Butterfly Optimization Algorithm for Large-Scale Optimization Problems
    Yu Li
    Xiaomei Yu
    Jingsen Liu
    Journal of Bionic Engineering, 2022, 19 : 554 - 570
  • [26] Early construction cost and time risk assessment and evaluation of large-scale underground cavern construction projects in Singapore
    Maruvanchery, Varun
    Zhe, Shao
    Robert, Tiong Lee Kong
    UNDERGROUND SPACE, 2020, 5 (01) : 53 - 70
  • [27] Discrete particle swarm optimization method for the large-scale discrete time-cost trade-off problem
    Aminbakhsh, Saman
    Sonmez, Rifat
    EXPERT SYSTEMS WITH APPLICATIONS, 2016, 51 : 177 - 185
  • [28] A Modified Bat Algorithm for Solving Large-Scale Bound Constrained Global Optimization Problems
    Mashwani, Wali Khan
    Mehmood, Ihsan
    Abu Bakar, Maharani
    Koccak, Ismail
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2021, 2021 (2021)
  • [29] Ti time-cost-quality tradeoff optimization in construction project based on modified ant colony algorithm
    Huang, Yuan-Sheng
    Deng, Jia-Jia
    Zang, Yun-Yun
    PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2008, : 1031 - 1035
  • [30] Novel Heuristic Algorithm for Large-scale Complex Optimization
    Qiu, Honghao
    Liu, Yehong
    INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE 2016 (ICCS 2016), 2016, 80 : 744 - 751