JOURNAL ARTICLE

Applying hybrid genetic algorithm to multi-mode resource constrained multi-project scheduling problems

James C. ChenHung-Yu LeeWen-Haiung HsiehTzu‐Li Chen

Year: 2021 Journal:   Journal of the Chinese Institute of Engineers Vol: 45 (1)Pages: 42-53   Publisher: Taylor & Francis

Abstract

Multi-mode resource-constrained multi-project scheduling problems (MMRCMPSP) are cases with a precedence relationship among activities, capacity constraints of different execution modes for activities, and multiple resources for multiple projects. In this study, hybrid genetic algorithm (HGA) and heuristic approach are developed to solve MMRCMPSP problems with the aim of minimizing makespan. The proposed HGA contains eight combinations of four typical priority rules (earliest due date, shortest process time, minimum slack, and maximum total work content) and two heuristic methods (serial and parallel) for MMRCMPSP. A total of 48 instances of related MMRCMPSP are considered from available resources and used as test beds for performance evaluation. Results demonstrate that the proposed HGA with parallel method and minimum slack priority rule outperforms a simple genetic algorithm and three activity-mode priority rule combinations from the recent literature. In addition, the superiority of HGA becomes increasingly significant when problem complexity increases.

Keywords:
Mathematical optimization Computer science Job shop scheduling Genetic algorithm Scheduling (production processes) Heuristic Mode (computer interface) Algorithm Mathematics Schedule

Metrics

19
Cited By
1.57
FWCI (Field Weighted Citation Impact)
46
Refs
0.84
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Resource-Constrained Project Scheduling
Social Sciences →  Decision Sciences →  Management Science and Operations Research
Scheduling and Optimization Algorithms
Physical Sciences →  Engineering →  Industrial and Manufacturing Engineering
BIM and Construction Integration
Physical Sciences →  Engineering →  Building and Construction

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