Optimization of construction time-cost trade-off analysis using genetic algorithms

被引:137
作者
Hegazy, T [1 ]
机构
[1] Univ Waterloo, Dept Civil Engn, Waterloo, ON N2L 3G1, Canada
关键词
computer application; time-cost trade-off; construction management; genetic algorithms; optimization;
D O I
10.1139/cjce-26-6-685
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
In the management of a construction project, the project duration can often be compressed by accelerating some of its activities at an additional expense. This is the so-called time-cost trade-off (TCT) problem, which has been studied extensively in the project management literature. TCT decisions, however, are complex and require planners to select appropriate resources for each project task, including crew size, equipment, methods, and technology. As combinatorial optimization problems, finding optimal decisions is difficult and time consuming considering the number of possible permutations involved. In this paper, a practical model for TCT optimization is developed using the principle of genetic algorithms (GAs). With its robust optimization search, the GAs model minimizes the total project cost as an objective function and accounts for project-specific constraints on time and cost. To maximize its benefits, the model has been implemented as a VBA macro program. This automates TCT analysis and combines it with standard resource-management procedures. Details of the proposed TCT model are described and several experiments conducted to demonstrate its benefits. The developments made in this paper provide guidelines for designing and implementing practical GA applications in the civil engineering domain.
引用
收藏
页码:685 / 697
页数:13
相关论文
共 13 条
[1]  
[Anonymous], 2001, An introduction to genetic algorithms
[2]   Construction resource scheduling with genetic algorithms [J].
Chan, WT ;
Chua, DKH ;
Kannan, G .
JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT-ASCE, 1996, 122 (02) :125-132
[3]   Using genetic algorithms to solve construction time-cost trade-off problems [J].
Feng, CW ;
Liu, LA ;
Burns, SA .
JOURNAL OF COMPUTING IN CIVIL ENGINEERING, 1997, 11 (03) :184-189
[4]  
Goldberg D., 1989, GENETIC ALGORITHMS S
[5]   ANALOGY-BASED SOLUTION TO MARKUP ESTIMATION PROBLEM [J].
HEGAZY, T ;
MOSELHI, O .
JOURNAL OF COMPUTING IN CIVIL ENGINEERING, 1994, 8 (01) :72-87
[6]  
KARSHENAS S, 1990, CONSTRUCTION MANAGEM, V8, P135
[7]  
KELLY JE, 1961, OPER RES, V9, P167
[8]   GENETIC ALGORITHMS IN DISCRETE OPTIMIZATION OF STEEL TRUSS ROOFS [J].
KOUMOUSIS, VK ;
GEORGIOU, PG .
JOURNAL OF COMPUTING IN CIVIL ENGINEERING, 1994, 8 (03) :309-325
[9]   Using improved genetic algorithms to facilitate time-cost optimization [J].
Li, H ;
Love, P .
JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT, 1997, 123 (03) :233-237
[10]   CONSTRUCTION TIME-COST TRADE-OFF ANALYSIS USING LP/IP HYBRID METHOD [J].
LIU, L ;
BURNS, SA ;
FENG, CW .
JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT-ASCE, 1995, 121 (04) :446-454