煤矿安全2023，Vol.54Issue(12)：143-150,8.DOI:10.13347/j.cnki.mkaq.2023.12.017
基于掘进参数的煤矿巷道围岩特征识别方法研究
Research on surrounding rock feature identification method of coal mine roadway based on tunneling parameters
摘要
Abstract
In the coal mine tunnel TBM excavation,in order to identify the broken surrounding rock state in time during the excava-tion process,a method based on tunnel excavation parameters for identifying the surrounding rock characteristics of coal mine tun-nels is proposed.Firstly,according to the abnormal changes in the travel parameters of the support boot hydraulic cylinder during the excavation,it is judged that the TBM excavation has entered the broken surrounding rock section from the stable surrounding rock section,thus obtaining the data set of the stable surrounding rock section and the transitional section.Then,based on the data set,the correlation and recognition ability of the tunneling parameters are analyzed,the excavation parameters for identifying the broken rock characteristics are selected,and finally,a long short-term memory(LSTM)model is used for prediction.According to the pre-diction results of the excavation parameters,the identification index is obtained,and subsequent identification of the rock breaking state in the following sections is completed.This method is applied in a gas control tunnel of a coal mine,and the precision of the LSTM model in predicting the excavation parameters is higher than 98%.Based on the prediction results,the relative error percent-age of the excavation parameters is calculated as an identification index.With a threshold of 5%relative error percentage,the identi-fied rock breaking state exists in three data segments,which is consistent with the judgment of the support boot hydraulic cylinder travel.This shows that this method can effectively identify the broken rock characteristics of the surrounding rock,and has the ad-vantages of high intelligence level and little interference in construction.关键词
煤矿巷道/TBM/围岩破碎特征/掘进参数/LSTM/撑靴油缸行程Key words
coal mine roadway/TBM/fracture characteristics of surrounding rock/tunneling parameters/LSTM/support boot hy-draulic cylinder travel分类
矿业与冶金引用本文复制引用
张西斌,汪义龙,楚德海,李永元,余俊科,王冰山,郭孝琛..基于掘进参数的煤矿巷道围岩特征识别方法研究[J].煤矿安全,2023,54(12):143-150,8.基金项目
华能集团总部科技资助项目(HNKJ19-H28TBM) （HNKJ19-H28TBM）
