Microseismic Source Location Method and Application Based on NM-PSO Algorithm

被引:3
作者
Liao, Ze [1 ]
Feng, Tao [1 ]
Yu, Weijian [1 ,2 ]
Cui, Dongge [1 ]
Wu, Genshui [3 ]
机构
[1] Hunan Univ Sci & Technol, Sch Resource & Environm & Safety Engn, Xiangtan 411201, Peoples R China
[2] Hunan Univ Sci & Technol, Hunan Prov Key Lab Safe Min Tech Coal Mines, Xiangtan 411201, Peoples R China
[3] China Univ Min & Technol, Sch Mech & Civil Engn, Beijing 100083, Peoples R China
来源
APPLIED SCIENCES-BASEL | 2022年 / 12卷 / 17期
基金
中国国家自然科学基金;
关键词
microseismic monitoring; source location; Nelder Mead simplex algorithm; particle swarm optimization algorithm; PRESSURE; VELOCITY; DESIGN;
D O I
10.3390/app12178796
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Microseismic source location is the core of microseismic monitoring technology in coal mining; it is also the advantage of microseismic monitoring technology compared with other monitoring methods. The source location method directly determines the accuracy and stability of the source location results. Based on the problem of non-benign arrays of microseismic monitoring sensors in the coal mining process, a fast location method of microseismic source in coal mining based on the NM-PSO algorithm is proposed. The core idea of the NM-PSO algorithm is to use the particle swarm optimization (PSO) algorithm for global optimization, reduce the size of the solution space and provide the optimized initial value for the Nelder Mead simplex algorithm (NM), and then use the fast iteration characteristics of the NM algorithm to accelerate the convergence of the model. The NM-PSO algorithm is analyzed by an example and verified by the microseismic source location engineering. The NM-PSO algorithm has a significant improvement in the source location accuracy. The average location errors in all directions are (5.65 m, 5.01 m, and 7.21 m), all Within the acceptable range, and they showed good universality and stability. The proposed NM-PSO algorithm can provide a general fast seismic source localization method for different sensor array deployment methods, which significantly improves the stability and result in the accuracy of the seismic source localization algorithm and has good application value; this method can provide new ideas for research in microseismic localization in coal mining.
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页数:15
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