Evaluation and intelligent deployment of coal and coalbed methane coupling coordinated exploitation based on Bayesian network and cuckoo search
Coal and coalbed methane (CBM) coordinated exploitation is a key technology for the safe exploitation of both resources. However, existing studies lack the quantification and evaluation of the degree of coordination between coal mining and coalbed methane extraction. In this study, the concept of co...
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Published in | International journal of mining science and technology Vol. 32; no. 6; pp. 1315 - 1328 |
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Main Authors | , , , , , , , , |
Format | Journal Article |
Language | English |
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Elsevier B.V
01.11.2022
Elsevier |
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Abstract | Coal and coalbed methane (CBM) coordinated exploitation is a key technology for the safe exploitation of both resources. However, existing studies lack the quantification and evaluation of the degree of coordination between coal mining and coalbed methane extraction. In this study, the concept of coal and coalbed methane coupling coordinated exploitation was proposed, and the corresponding evaluation model was established using the Bayesian principle. On this basis, the objective function of coal and coalbed methane coordinated exploitation deployment was established, and the optimal deployment was determined through a cuckoo search. The results show that clarifying the coupling coordinated level of coal and coalbed methane resource exploitation in coal mines is conducive to adjusting the deployment plan in advance. The case study results show that the evaluation and intelligent deployment method proposed in this paper can effectively evaluate the coupling coordinated level of coal and coalbed methane resource exploitation and intelligently optimize the deployment of coal mine operations. The optimization results demonstrate that the safe and efficient exploitation of coal and CBM resources is promoted, and coal mining and coalbed methane extraction processes show greater cooperation. The observations and findings of this study provide a critical reference for coal mine resource exploitation in the future. |
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AbstractList | Coal and coalbed methane (CBM) coordinated exploitation is a key technology for the safe exploitation of both resources. However, existing studies lack the quantification and evaluation of the degree of coordination between coal mining and coalbed methane extraction. In this study, the concept of coal and coalbed methane coupling coordinated exploitation was proposed, and the corresponding evaluation model was established using the Bayesian principle. On this basis, the objective function of coal and coalbed methane coordinated exploitation deployment was established, and the optimal deployment was determined through a cuckoo search. The results show that clarifying the coupling coordinated level of coal and coalbed methane resource exploitation in coal mines is conducive to adjusting the deployment plan in advance. The case study results show that the evaluation and intelligent deployment method proposed in this paper can effectively evaluate the coupling coordinated level of coal and coalbed methane resource exploitation and intelligently optimize the deployment of coal mine operations. The optimization results demonstrate that the safe and efficient exploitation of coal and CBM resources is promoted, and coal mining and coalbed methane extraction processes show greater cooperation. The observations and findings of this study provide a critical reference for coal mine resource exploitation in the future. |
Author | Chen, Zihan Kong, Fanjie Cheng, Zhiheng Liang, Yunpei Liu, Han Wen, Peiran Zou, Quanle Xu, Wenjie Zhang, Bichuan |
Author_xml | – sequence: 1 givenname: Quanle surname: Zou fullname: Zou, Quanle email: quanlezou2011@126.com organization: State Key Laboratory of Coal Mine Disaster Dynamics and Control, School of Resources and Safety Engineering, Chongqing University, Chongqing 400044, China – sequence: 2 givenname: Zihan surname: Chen fullname: Chen, Zihan email: chenzihan_str@126.com organization: State Key Laboratory of Coal Mine Disaster Dynamics and Control, School of Resources and Safety Engineering, Chongqing University, Chongqing 400044, China – sequence: 3 givenname: Zhiheng surname: Cheng fullname: Cheng, Zhiheng organization: North China Institute of Science and Technology, Beijing 100083, China – sequence: 4 givenname: Yunpei surname: Liang fullname: Liang, Yunpei organization: State Key Laboratory of Coal Mine Disaster Dynamics and Control, School of Resources and Safety Engineering, Chongqing University, Chongqing 400044, China – sequence: 5 givenname: Wenjie surname: Xu fullname: Xu, Wenjie organization: State Key Laboratory of Coal Mine Disaster Dynamics and Control, School of Resources and Safety Engineering, Chongqing University, Chongqing 400044, China – sequence: 6 givenname: Peiran surname: Wen fullname: Wen, Peiran organization: State Key Laboratory of Coal Mine Disaster Dynamics and Control, School of Resources and Safety Engineering, Chongqing University, Chongqing 400044, China – sequence: 7 givenname: Bichuan surname: Zhang fullname: Zhang, Bichuan organization: State Key Laboratory of Coal Mine Disaster Dynamics and Control, School of Resources and Safety Engineering, Chongqing University, Chongqing 400044, China – sequence: 8 givenname: Han surname: Liu fullname: Liu, Han organization: State Key Laboratory of Coal Mine Disaster Dynamics and Control, School of Resources and Safety Engineering, Chongqing University, Chongqing 400044, China – sequence: 9 givenname: Fanjie surname: Kong fullname: Kong, Fanjie organization: State Key Laboratory of Coal Mine Disaster Dynamics and Control, School of Resources and Safety Engineering, Chongqing University, Chongqing 400044, China |
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Keywords | Cuckoo search Coupling coordinated exploitation Intelligent optimization Bayesian network Coal and coalbed methane |
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SubjectTerms | Bayesian network Coal and coalbed methane Coupling coordinated exploitation Cuckoo search Intelligent optimization |
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Title | Evaluation and intelligent deployment of coal and coalbed methane coupling coordinated exploitation based on Bayesian network and cuckoo search |
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