Optimization of Shearer Drum Based on Multi-Objective Bat Algorithm with Grid (MOBA/G)
The shearer drum undertakes the main function of coal falling and loading, and picks distributed on it have a great impact on the performance of the drum. However, few studies have optimized the pick and drum at the same time. In this paper, parameters of pick and drum are considered as design varia...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2022-08-01
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| Series: | Machines |
| Subjects: | |
| Online Access: | https://www.mdpi.com/2075-1702/10/9/733 |
| _version_ | 1797485652143505408 |
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| author | Mingyu Duan Qibai Huang Ren Xu Chenlin Wang Jing Xu |
| author_facet | Mingyu Duan Qibai Huang Ren Xu Chenlin Wang Jing Xu |
| author_sort | Mingyu Duan |
| collection | DOAJ |
| description | The shearer drum undertakes the main function of coal falling and loading, and picks distributed on it have a great impact on the performance of the drum. However, few studies have optimized the pick and drum at the same time. In this paper, parameters of pick and drum are considered as design variables, and the response functions of design variables are established based on the central composite experiment method. The optimal structural and working parameters of the pick and the drum of MG500/1130-WD shearer are obtained by using the multi-objective bat algorithm and multi-objective bat algorithm with grid, respectively. Comparing results of the two algorithms, the multi-objective bat algorithm with grid is more effective in improving the comprehensive performance of the drum. According to the optimized design variables, a coal mining test is carried out to verify the optimization effect of the algorithm. The result provides some theoretical references for the design and production of the drum and has some engineering application value. |
| first_indexed | 2024-03-09T23:21:46Z |
| format | Article |
| id | doaj.art-d31138c25b1545239a75c70b748f6530 |
| institution | Directory Open Access Journal |
| issn | 2075-1702 |
| language | English |
| last_indexed | 2024-03-09T23:21:46Z |
| publishDate | 2022-08-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Machines |
| spelling | doaj.art-d31138c25b1545239a75c70b748f65302023-11-23T17:25:55ZengMDPI AGMachines2075-17022022-08-0110973310.3390/machines10090733Optimization of Shearer Drum Based on Multi-Objective Bat Algorithm with Grid (MOBA/G)Mingyu Duan0Qibai Huang1Ren Xu2Chenlin Wang3Jing Xu4State Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science and Technology, Wuhan 430074, ChinaState Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science and Technology, Wuhan 430074, ChinaState Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science and Technology, Wuhan 430074, ChinaState Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science and Technology, Wuhan 430074, ChinaMarine Equipment and Technology Institute, Jiangsu University of Science and Technology, No. 2 Mengxi Road, Zhenjiang 212008, ChinaThe shearer drum undertakes the main function of coal falling and loading, and picks distributed on it have a great impact on the performance of the drum. However, few studies have optimized the pick and drum at the same time. In this paper, parameters of pick and drum are considered as design variables, and the response functions of design variables are established based on the central composite experiment method. The optimal structural and working parameters of the pick and the drum of MG500/1130-WD shearer are obtained by using the multi-objective bat algorithm and multi-objective bat algorithm with grid, respectively. Comparing results of the two algorithms, the multi-objective bat algorithm with grid is more effective in improving the comprehensive performance of the drum. According to the optimized design variables, a coal mining test is carried out to verify the optimization effect of the algorithm. The result provides some theoretical references for the design and production of the drum and has some engineering application value.https://www.mdpi.com/2075-1702/10/9/733comprehensive performancepickdrummulti-objective optimizationmulti-objective bat algorithm with grid |
| spellingShingle | Mingyu Duan Qibai Huang Ren Xu Chenlin Wang Jing Xu Optimization of Shearer Drum Based on Multi-Objective Bat Algorithm with Grid (MOBA/G) Machines comprehensive performance pick drum multi-objective optimization multi-objective bat algorithm with grid |
| title | Optimization of Shearer Drum Based on Multi-Objective Bat Algorithm with Grid (MOBA/G) |
| title_full | Optimization of Shearer Drum Based on Multi-Objective Bat Algorithm with Grid (MOBA/G) |
| title_fullStr | Optimization of Shearer Drum Based on Multi-Objective Bat Algorithm with Grid (MOBA/G) |
| title_full_unstemmed | Optimization of Shearer Drum Based on Multi-Objective Bat Algorithm with Grid (MOBA/G) |
| title_short | Optimization of Shearer Drum Based on Multi-Objective Bat Algorithm with Grid (MOBA/G) |
| title_sort | optimization of shearer drum based on multi objective bat algorithm with grid moba g |
| topic | comprehensive performance pick drum multi-objective optimization multi-objective bat algorithm with grid |
| url | https://www.mdpi.com/2075-1702/10/9/733 |
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