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

被引:4
|
作者
Liu, Quanlin [1 ,2 ,3 ]
Li, Zhonghui [1 ,2 ,3 ]
Wang, Enyuan [1 ,2 ,3 ]
Kong, Xiangguo [1 ,4 ]
Feng, Xiaojun [1 ,2 ,3 ]
Liu, Yubing [1 ,2 ,3 ]
Wang, Dongming [1 ,2 ,3 ]
Zhang, Chaolin [1 ,2 ,3 ]
机构
[1] China Univ Min & Technol, Key Lab Gas & Fire Control Coal Mines, Minist Educ, Xuzhou 221116, Jiangsu, Peoples R China
[2] China Univ Min & Technol, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R China
[3] China Univ Min & Technol, Sch Safety Engn, Xuzhou 221116, Jiangsu, Peoples R China
[4] Xian Univ Sci & Technol, Coll Safety Sci & Engn, Xian 710054, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Coal seam permeability; Underground test; Coupling model; Optimization algorithm; NUMERICAL-SIMULATION; CO2; INJECTION; BACK-ANALYSIS; STRESS; EVOLUTION; STRAIN; IMPACT; DEFORMATION; DESORPTION; PARAMETERS;
D O I
10.1007/s11053-023-10182-8
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
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:18
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