Resource-Constrained Critical Path Scheduling by a GRASP-Based Hyperheuristic

被引:28
作者
Anagnostopoulos, Konstantinos [1 ]
Koulinas, Georgios [1 ]
机构
[1] Democritus Univ Thrace, Sch Engn, Dept Prod Engn & Management, GR-67100 Xanthi, Greece
关键词
Optimization; Construction management; Scheduling; ANT COLONY OPTIMIZATION; GENETIC ALGORITHMS; CONSTRUCTION PROJECTS; SEARCH;
D O I
10.1061/(ASCE)CP.1943-5487.0000116
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The greedy randomized adaptive search procedure (GRASP) is a well-known computational procedure for handling combinatorial optimization problems. Hyperheuristics, or heuristics to choose heuristics, are higher-level algorithms that operate on low-level heuristics, which in turn work in the solution domain. In this paper, a GRASP-inspired hyperheuristic is proposed for solving the resource-constrained project scheduling problem (RCPSP), one of the most important challenges facing construction project schedulers. The hyperheuristic is the main component of a multilevel procedure that runs within a commercial project management software system. On the basis of simple moves such as "swap" and "replace," the low-level heuristics operate on the priority values that the software uses for scheduling activities. The efficiency of this prioritization-based algorithm has been addressed through a series of computational experiments on randomly generated projects. Moreover, the proposed procedure shows the advantages of utilizing the hyperheuristic approach to deal with optimization problems in the construction field. DOI: 10.1061/(ASCE)CP.1943-5487.0000116. (C) 2012 American Society of Civil Engineers.
引用
收藏
页码:204 / 213
页数:10
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