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 inInternational journal of mining science and technology Vol. 32; no. 6; pp. 1315 - 1328
Main Authors Zou, Quanle, Chen, Zihan, Cheng, Zhiheng, Liang, Yunpei, Xu, Wenjie, Wen, Peiran, Zhang, Bichuan, Liu, Han, Kong, Fanjie
Format Journal Article
LanguageEnglish
Published 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.
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
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  surname: Zou
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  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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  surname: Chen
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  organization: North China Institute of Science and Technology, Beijing 100083, China
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  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
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  givenname: Wenjie
  surname: Xu
  fullname: Xu, Wenjie
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– 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
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  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
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  givenname: Fanjie
  surname: Kong
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Keywords Cuckoo search
Coupling coordinated exploitation
Intelligent optimization
Bayesian network
Coal and coalbed methane
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Snippet Coal and coalbed methane (CBM) coordinated exploitation is a key technology for the safe exploitation of both resources. However, existing studies lack the...
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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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