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Growing Science » International Journal of Industrial Engineering Computations » Minimizing makespan of a resource-constrained scheduling problem: A hybrid greedy and genetic algorithms

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International Journal of Industrial Engineering Computations

ISSN 1923-2934 (Online) - ISSN 1923-2926 (Print)
Quarterly Publication
Volume 6 Issue 4 pp. 503-520 , 2015

Minimizing makespan of a resource-constrained scheduling problem: A hybrid greedy and genetic algorithms Pages 503-520 Right click to download the paper Download PDF

Authors: Aidin Delgoshaei, Mohd Khairol Mohd Ariffin, B. T. Hang Tuah Bin Baharudin, Zulkiflle Leman

DOI: 10.5267/j.ijiec.2015.5.002

Keywords: Backward Approach, Genetic Algorithm, Makespan, Project Scheduling, Resource-constrained

Abstract: Resource-Constrained Project Scheduling Problem (RCPSP) is considered as an important project scheduling problem. However, increasing dimensions of a project, whether in number of activities or resource availability, cause unused resources through the planning horizon. Such phenomena may increase makespan of a project and also decline resource-usage efficiency. To solve this problem, many methods have been proposed before. In this article, an effective backward-forward search method (BFSM) is proposed using Greedy algorithm that is employed as a part of a hybrid with a two-stage genetic algorithm (BFSM-GA). The proposed method is explained using some related examples from literature and the results are then compared with a forward serial programming method. In addition, the performance of the proposed method is measured using a mathematical metric. Our findings show that the proposed approach can provide schedules with good quality for both small and large scale problems.

How to cite this paper
Delgoshaei, A., Ariffin, M., Baharudin, B & Leman, Z. (2015). Minimizing makespan of a resource-constrained scheduling problem: A hybrid greedy and genetic algorithms.International Journal of Industrial Engineering Computations , 6(4), 503-520.

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Journal: International Journal of Industrial Engineering Computations | Year: 2015 | Volume: 6 | Issue: 4 | Views: 2944 | Reviews: 0

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