• DocumentCode
    54754
  • Title

    Two-Phase Differential Evolution for the Multiobjective Optimization of Time–Cost Tradeoffs in Resource-Constrained Construction Projects

  • Author

    Min-Yuan Cheng ; Duc-Hoc Tran

  • Author_Institution
    Dept. of Civil & Constr. Eng., Nat. Taiwan Univ. of Sci. & Technol., Taipei, Taiwan
  • Volume
    61
  • Issue
    3
  • fYear
    2014
  • fDate
    Aug. 2014
  • Firstpage
    450
  • Lastpage
    461
  • Abstract
    Concurrent minimization of project time and project cost is an important issue in construction planning and management. Tradeoff optimization between these two variables is necessary to maximize overall construction project benefit. This paper presents a two-phase differential evolution (DE) model to resolve these problems. This model is able to effectively consider both time-cost effects and resource constraints. First, we introduce a novel multiple-objective algorithm, the chaotic initialized multiple objective differential evolution with adaptive-mutation strategy-based time-cost tradeoff, to determine the execution mode that best optimizes the time-cost balance. Subsequently, we introduce a DE-based resource-constrained method to generate a feasible schedule. A real construction case study is then used to illustrate the application of the proposed algorithm. Performance comparisons done with the nondominated sorting genetic algorithm, multiple objective particle swarm optimization, and multiple objective differential evolution further verify the efficiency and effectiveness of the proposed algorithm.
  • Keywords
    concurrent engineering; construction; cost reduction; genetic algorithms; minimisation; particle swarm optimisation; project management; strategic planning; DE-based resource-constrained method; adaptive-mutation strategy-based time-cost tradeoff; chaotic initialized multiple objective differential evolution; construction case study; construction planning; multiple objective particle swarm optimization; nondominated sorting genetic algorithm; overall construction project benefit; project cost minimization; project time minimization; time-cost balance optimization; time-cost effects; two-phase differential evolution model; Availability; Indexes; Optimization; Schedules; Sociology; Statistics; Vectors; Construction management; differential evolution; multiple objective analysis; project scheduling; resource constrained; time--cost tradeoffs (TCTs); time??cost tradeoffs (TCTs);
  • fLanguage
    English
  • Journal_Title
    Engineering Management, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9391
  • Type

    jour

  • DOI
    10.1109/TEM.2014.2327512
  • Filename
    6835236