A Bi-objective Pre-emption Multi-mode Resource Constrained Project Scheduling Problem with due Dates in the Activities

Publish Year: 1393
نوع سند: مقاله ژورنالی
زبان: English
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JR_JOIE-7-15_002

تاریخ نمایه سازی: 22 آبان 1397

Abstract:

In this paper, a novel mathematical model for a preemption multi-mode multi-objective resource-constrained project scheduling problem withdistinct due dates and positive and negative cash flows is presented. Although optimization of bi-objective problems with due dates is anessential feature of real projects, little effort has been made in studying the P-MMRCPSP while due dates are included in the activities. Thispaper tries to bridge this gap by studying tardiness MMRCPSP, in which the objective is to minimize total weighted tardiness and to maximizethe net present value (NPV). In order to solve the given problem, we introduced a Non-dominated Ranking Genetic Algorithm (NRGA) andNon-Dominated Sort Genetic Algorithm (NSGA-II). Since the effectiveness of most meta-heuristic algorithms significantly depends onchoosing the proper parameters. A Taguchi experimental design method was applied to set and estimate the proper values of GAs parametersfor improving their performances. To prove the efficiency of our proposed meta-heuristic algorithms, a number of test problems taken from theproject scheduling problem library (PSPLIB) were solved. The computational results show that the proposed NSGA-II outperforms the NRGA.

Authors

Zahra Sadat Hosseini

MSc, Department of industrial Engineering, K.N. Toosi University of Technology, Tehran, Iran

Javad Hassan Pour

MSc, Department of industrial Engineering, Mazandaran University of Science and Technology, Mazandaran, Iran

Emad Roghanian

Assistant professor, Department of industrial Engineering , K.N. Toosi University of Technology, Tehran, Iran