New meta-heuristics for the resource-constrained project scheduling problem

被引:1
|
作者
Andrew Lim
Hong Ma
Brian Rodrigues
Sun Teck Tan
Fei Xiao
机构
[1] City University of Hong Kong,Department of Management Sciences
[2] Zhejiang University,Department of Management Science and Engineering, School of Management
[3] Singapore Management University,Lee Kong Chian School of Business
[4] National University of Singapore,Department of Computer Science
[5] Google Inc.,undefined
关键词
Resource-constrained project scheduling problem; Meta-heuristics; Genetic algorithms;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, we study the resource-constrained project scheduling problem and introduce an annealing-like search heuristic which simulates the cooling process of a gas into a highly-ordered crystal. To achieve this, we develop diversification procedures that simulate the motion of high energy molecules as well as a local refinement procedure that simulates the motion of low energy molecules. We further improve the heuristic by incorporating a genetic algorithm framework. The meta-heuristic algorithms are applied to Kolisch’s PSPLIB J30, J60 and J120 RCPSP instances. Experimental results show that they are effective and are among the best performing algorithms for the RCPSP.
引用
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页码:48 / 73
页数:25
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