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A modified PSO algorithm for minimizing the total costs of resources in MRCPSP
Khalilzadeh, M ; Sharif University of Technology | 2012
710
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- Type of Document: Article
- DOI: 10.1155/2012/365697
- Publisher: 2012
- Abstract:
- We introduce a multimode resource-constrained project scheduling problem with finish-to-start precedence relations among project activities, considering renewable and nonrenewable resource costs. We assume that renewable resources are rented and are not available in all periods of time of the project. In other words, there is a mandated ready date as well as a due date for each renewable resource type so that no resource is used before its ready date. However, the resources are permitted to be used after their due dates by paying penalty costs. The objective is to minimize the total costs of both renewable and nonrenewable resource usage. This problem is called multimode resource-constrained project scheduling problem with minimization of total weighted resource tardiness penalty cost (MRCPSP-TWRTPC), where, for each activity, both renewable and nonrenewable resource requirements depend on activity mode. For this problem, we present a metaheuristic algorithm based on a modified Particle Swarm Optimization (PSO) approach introduced by Tchomté and Gourgand which uses a modified rule for the displacement of particles. We present a prioritization rule for activities and several improvement and local search methods. Experimental results reveal the effectiveness and efficiency of the proposed algorithm for the problem in question
- Keywords:
- Due dates ; Local search method ; Meta heuristic algorithm ; Modified particle swarm optimization ; Multi-mode resource-constrained project scheduling problem ; Penalty cost ; Precedence relations ; Prioritization ; Project activities ; PSO algorithms ; Renewable and non-renewable resources ; Renewable resource ; Tardiness penalties ; Total costs ; Algorithms ; Scheduling ; Costs
- Source: Mathematical Problems in Engineering ; Volume 2012 , 2012 ; 1024123X (ISSN)
- URL: http://www.hindawi.com/journals/mpe/2012/365697