Research on the anti-collision monitoring and early warning system for hydraulic support panels and shearers based on omnidirectional laser radar
WANG Yichen
WANG Xuewen
MA Kai
LI Hui
NI Qiang
XIE Jiacheng
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.
Keywords:shearer rollerface guard of hydraulic support2D laser radar3D scanninganti-collision monitoring system
Publication Date:2025-05-22
Online Publishing Date:2025-08-15(First online date of this platform, not the publication date of the document)
Pages:9( 44-52 )
Journal of Henan Polytechnic University(Natural Science)

Journal of Henan Polytechnic University(Natural Science)

ISTICPKU
ISSN:1673-9787
Year, Vol.(Issue):2025,44(3)