河南理工大学学报（自然科学版）2025，Vol.44Issue(3)：44-52,9.DOI:10.16186/j.cnki.1673-9787.2024080051
基于全向激光雷达的液压支架护帮板与采煤机防撞监测预警系统研究
Research on the anti-collision monitoring and early warning system for hydraulic support panels and shearers based on omnidirectional laser radar
摘要
Abstract
Objectives Collisions between the shearer roller and the face guard of the hydraulic support are prone to occur during the operation of the shearer.However,existing monitoring methods are hindered by the complexity of sensor data fusion,limited accuracy,and inherent lag,which results in poor monitoring precision.Methods A spatial relative pose estimation method based on omnidirectional LiDAR was pro-posed to monitor collisions between the face guard of the hydraulic support and the shearer roller.The method comprises three main components:(1)A 3D laser scanning system,consisting of a 2D laser radar and a precision rotating platform,was installed beneath the hydraulic support beam to collect data from the target object.A pose estimation model for the face guard and the shearer roller was developed.(2)The SIFT algorithm was employed to extract feature points,allowing real-time analysis of the relative pose be-tween the shearer roller and the face guard,and the creation of a behavior database.(3)A hierarchical warning mechanism was implemented.The Unity 3d visualization interface was used to display the status of the support plates,indicating whether they were abnormal,and to promptly issue alerts.Results The rela-tive pose information of 10 sets of hydraulic support face guards and shearer rollers was calculated in the laboratory to determine the potential for collisions.The results showed an average displacement error of 1.5 cm for the extension of the support plate,and an average tilt angle error of 1.7°.The relative errors were 4.5%for the x-axis,3.6%for the y-axis,and 2.8%for the z-axis.Under five different working conditions,the mean absolute errors for the x,y,and z axes were all less than 3.5 cm.The pose information effec-tively evaluated the cutting interference state,with results consistent with the actual situation,meeting the application requirements.Conclusions The method enables the acquisition of the relative pose information of the face guard and shearer roller in three-dimensional space at relatively low cost,with high accuracy.Real-time collision monitoring improves the safety of underground equipment and the stability of the fully mechanized mining face.关键词
采煤机滚筒/液压支架护帮板/二维激光雷达/三维扫描/防撞监测系统Key words
shearer roller/face guard of hydraulic support/2D laser radar/3D scanning/anti-collision monitoring system分类
矿山工程引用本文复制引用
王浥晨,王学文,马凯,李辉,倪强,谢嘉成..基于全向激光雷达的液压支架护帮板与采煤机防撞监测预警系统研究[J].河南理工大学学报（自然科学版）,2025,44(3):44-52,9.基金项目
国家自然科学基金资助项目(52474178) （52474178）
中央引导地方科技发展项目(YDZJSX2022A014) （YDZJSX2022A014）
山西省留学人员科技活动择优重点资助项目(20230008) （20230008）
山西省科技成果转化引导专项项目(202304021301036) （202304021301036）
