A New Method for Determining Coal Seam Permeability based on a Gas–Solid Coupling Model and PSO + LM Hybrid Optimization Algorithm

被引:0
|
作者
Quanlin Liu
Zhonghui Li
Enyuan Wang
Xiangguo Kong
Xiaojun Feng
Yubing Liu
Dongming Wang
Chaolin Zhang
机构
[1] (China University of Mining and Technology),Key Laboratory of Gas and Fire Control for Coal Mines
[2] Ministry of Education,State Key Laboratory of Coal Resources and Safe Mining
[3] China University of Mining and Technology,School of Safety Engineering
[4] China University of Mining and Technology,College of Safety Science and Engineering
[5] Xi’an University of Science and Technology,undefined
来源
关键词
Coal seam permeability; Underground test; Coupling model; Optimization algorithm;
D O I
暂无
中图分类号
学科分类号
摘要
Previous underground test methods for coal seam permeability are usually based on radial flow theory, which ignores the impact of coal deformation and permeability dynamic evolution. Thus, these methods have some limitations in theoretical reliability, result stability and method applicability. Therefore, this paper derives a gas–solid coupling model considering pore sorption strain. Based on this model and a hybrid optimization algorithm, which combines particle swarm optimization (PSO) and Levenberg–Marquardt (LM) algorithm, a novel method for determining coal seam permeability, namely the GP method, is proposed. The feasibility and reliability of this method were verified by numerical experiments and field tests, respectively. The findings indicate that the proposed PSO + LM algorithm was superior to PSO algorithm and LM algorithm in terms of convergence and computational efficiency. In field application, the test value of the GP method was closer to the true value of coal seam permeability, and its theoretical model can better reflect the change of borehole gas flow, whether compared with the traditional radial flow method from the global perspective or compared with other classical permeability models from the local perspective. Therefore, the GP method has the potential to become an effective test method for coal seam permeability. This study has certain reference significance for the acquisition of mechanical parameters and gas parameters.
引用
收藏
页码:1265 / 1282
页数:17
相关论文
共 50 条
  • [41] PSOSCALF: A new hybrid PSO based on Sine Cosine Algorithm and Levy flight for solving optimization problems
    Chegini, Saeed Nezamivand
    Bagheri, Ahmad
    Najafi, Farid
    APPLIED SOFT COMPUTING, 2018, 73 : 697 - 726
  • [42] A new gas lift allocation method in the IoT environment using a hybrid optimization algorithm
    Darbandi, Mehdi
    Meqdad, Maytham N.
    Hammoud, Ahmad
    Nazif, Habibeh
    SCIENTIFIC REPORTS, 2024, 14 (01):
  • [43] Analysis and Optimization of Fluid Solid Coupling Erosion in Gas Pipeline Based on DPM Model
    Wang, Mengyi
    Chen, Yan
    Liu, Yang
    Li, Shen
    Zhang, Sidun
    Li, Zhe
    JOURNAL OF FAILURE ANALYSIS AND PREVENTION, 2023, 23 (04) : 1701 - 1714
  • [44] Analysis and Optimization of Fluid Solid Coupling Erosion in Gas Pipeline Based on DPM Model
    Mengyi Wang
    Yan Chen
    Yang Liu
    Shen Li
    Sidun Zhang
    Zhe Li
    Journal of Failure Analysis and Prevention, 2023, 23 : 1701 - 1714
  • [45] Study on sealing effect of pre-drainage gas borehole in coal seam based on air-gas mixed flow coupling model
    Wang, Hao
    Wang, Enyuan
    Li, Zhonghui
    Wang, Xiaoran
    Zhang, Qiming
    Li, Bing
    Ali, Muhammad
    PROCESS SAFETY AND ENVIRONMENTAL PROTECTION, 2020, 136 : 15 - 27
  • [46] Fluid-Solid Coupling Surface Detail Optimization Algorithm Based on Material Point Method
    Xu L.
    Wang J.
    Yuan H.
    Tao J.
    Tang Y.
    Zhao J.
    Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics, 2024, 36 (02): : 303 - 312
  • [47] A New Hybrid PSS Optimization Method Based on Improved Active Set Algorithm
    Liu, Xiang-Yu
    He, Yu-Ling
    Yao, Jian
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2018, 2018
  • [48] Numerical Analysis and Prediction of Coal Mine Methane Drainage Based on Gas-Solid Coupling Model
    Tang, Mingyun
    Zheng, Pengxian
    Zheng, Chunshan
    Hu, Zuxiang
    Wang, Jinhui
    Dai, Guanglong
    TEHNICKI VJESNIK-TECHNICAL GAZETTE, 2019, 26 (03): : 752 - 761
  • [49] A New Hybrid Model Based on an Intelligent Optimization Algorithm and a Data Denoising Method to Make Wind Speed Predication
    Jiang, Ping
    Dong, Qingli
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
  • [50] An effective hybrid model based on PSO-SVM algorithm with a new local search for feature selection
    Eslami, Ehsan
    Eftekhari, Mahdi
    2014 4TH INTERNATIONAL CONFERENCE ON COMPUTER AND KNOWLEDGE ENGINEERING (ICCKE), 2014, : 404 - 409