Optimization models and a GA-based algorithm for stochastic time-cost trade-off problem

被引:46
|
作者
Ke, Hua [1 ]
Ma, Weimin [1 ]
Ni, Yaodong
机构
[1] Tongji Univ, Sch Econ & Management, Shanghai 200092, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Time-cost trade-off; Chance-constrained programming; Dependent-chance programming; Stochastic programming; Genetic algorithm;
D O I
10.1016/j.amc.2009.05.004
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In real-life projects, both the trade-off between the project cost and the project completion time, and the uncertainty of the environment are considerable aspects for decision-makers. However, the research on the time-cost trade-off problem seldom concerns stochastic environments. Besides, optimizing the expected value of the objective is the exclusive decision-making criterion in the existing models for the stochastic time-cost trade-off problem. In this paper, two newly developed alternative stochastic time-cost trade-off models are proposed, in which the philosophies of chance-constrained programming and dependent-chance programming are adopted for decision-making. In addition, a hybrid intelligent algorithm integrating stochastic simulations and genetic algorithm is designed to search the quasi-optimal schedules under different decision-making criteria. The goal of the paper is to reveal how to obtain the optimal balance of the project completion time and the project cost in stochastic environments. (C) 2009 Elsevier Inc. All rights reserved.
引用
收藏
页码:308 / 313
页数:6
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