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;
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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.
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页码:48 / 73
页数:25
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