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
Link To Document :
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