Research on Flexible Equipment Maintenance Process Scheduling Problems Based on HNSGSA Algorithm
The characteristics of military equipment maintenance work are analyzed. According to the actual needs of the army, the optimization objective is designed, and a multiobjective flexible maintenance process optimization model is built based on the maintenance business organization process. Combining...
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Published in | Mathematical problems in engineering Vol. 2021; pp. 1 - 19 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
New York
Hindawi
2021
Hindawi Limited |
Subjects | |
Online Access | Get full text |
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Summary: | The characteristics of military equipment maintenance work are analyzed. According to the actual needs of the army, the optimization objective is designed, and a multiobjective flexible maintenance process optimization model is built based on the maintenance business organization process. Combining the advantages of NSGA-II algorithm and the simulated annealing algorithm, this paper proposes a novel improved HNSGSA algorithm, of which algorithm flow is detailed. In accordance with the requirements of the optimization model, this paper also specifically designs the coding methods of the process sequence, the equipment selection and the process scheduling, and the corresponding cross mutation method. The feasibility of the built model is verified by the actual data of maintenance business. And, the superiority, accuracy, and effectiveness of the proposed algorithm are further validated by the comparison with the NSGA-II algorithm and the simulated annealing algorithm, providing a scientific reference for the army to carry out equipment maintenance. |
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ISSN: | 1024-123X 1563-5147 |
DOI: | 10.1155/2021/7912754 |