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Research on Intelligent Control System of Belt Conveyor Based on Multiverse Optimizer Algorithm
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Runhua ZHANG, Qiaorong MENG, Jialong XIN, Chen ZHANG, Zhikun MA
Mining Research and Development | 2025, 45(9) : 176 - 183
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Mining Research and Development | 2025, 45(9): 176-183
Research on Intelligent Control System of Belt Conveyor Based on Multiverse Optimizer Algorithm
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Runhua ZHANG, Qiaorong MENG, Jialong XIN, Chen ZHANG, Zhikun MA
Affiliations
  • College of Mining Engineering, Taiyuan University of Technology, Taiyuan, Shanxi 030024, China
Published: 2025-09-25
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In order to achieve the goals of balanced coal flow control, energy saving, and efficiency improvement for the belt conveyor in the mining area of the 4205 working face at Longquan Coal Mine, a mathematical model of the belt conveyor was established. The Multiverse Optimizer (MVO) algorithm was employed to optimize the fuzzy PID controller. Simulations were conducted based on MATLAB, and the results were compared and validated against actual field data. The results are as follows. Firstly, compared with the traditional PID control, the fuzzy PID control optimized by MVO algorithm reduces the adjustment time and overshoot by 46.4% and 34.49 percentage points respectively, and the fitness value converges from 1 022 of the initial iteration to 901.8, indicating that the response speed, stability and anti-interference ability of the system are significantly improved. Secondly, by comparing and analyzing the actual belt speed of the belt conveyor and the regulated belt speed of MVO-Fuzzy-PID within 300 s of five time periods on the belt conveyor, it is verified that the regulated belt speed can be closer to the set value more accurately. Thirdly, from the power point of view, the total power of the motor after MVO-Fuzzy-PID control is significantly reduced. Therefore, the MVO algorithm optimizes the belt speed to achieve energy-saving control and fast matching of coal flow.

Belt conveyor  /  Intelligent control  /  Multiverse optimizer algorithm  /  Belt speed
张润华, 孟巧荣, 辛佳龙, 张琛, 马志坤. 基于多元宇宙优化算法的带式输送机智能控制系统研究. 矿业研究与开发, 2025 , 45 (9) : 176 -183 .
Runhua ZHANG, Qiaorong MENG, Jialong XIN, Chen ZHANG, Zhikun MA. Research on Intelligent Control System of Belt Conveyor Based on Multiverse Optimizer Algorithm[J]. Mining Research and Development, 2025 , 45 (9) : 176 -183 .
Year 2025 volume 45 Issue 9
64
32
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  • Receive Date:2024-10-14
  • Online Date:2026-10-28
  • Published:2025-09-25
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  • Received:2024-10-14
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    College of Mining Engineering, Taiyuan University of Technology, Taiyuan, Shanxi 030024, China
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表12种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)
属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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