The pose information of the hydraulic support group in underground mining is crucial for controlling the straightness of the longwall mining faces and ensuring safe production operations. However, currently, the acquisition of hydraulic support group pose information is not complete, particularly the lack of position information for the hydraulic support. In this paper, a method for reconstructing the hydraulic support group pose based on point cloud and digital twin is proposed. This method employs virtual and physical point clouds reconstructs the pose of the shearer and the hydraulic support group sequentially. The reconstructed pose of the hydraulic support group is then assessed for risk level. Firstly, an analysis was conducted on the inherent defects of the physical point cloud and the objective conditions for reconstructing the pose of hydraulic support groups. As a result, the idea of using virtual point clouds to assist in pose reconstruction was proposed. Subsequently, based on the working principle of LiDAR, a digital twin of the LiDAR was constructed, and methods for acquiring point clouds in both physical and virtual spaces were put forward. Then, based on the analysis of the mining process, the pose reconstruction of shearer is clarified as a prerequisite for hydraulic support pose reconstruction. Subsequently, the programs of their pose reconstruction were elaborated and a method for assessing the risk level of the hydraulic support group pose based on the reconstructed pose information is proposed, with the assistance of a case study. Finally, experimental verification was conducted in the laboratory environment for the three key parts: shearer pose reconstruction, hydraulic support group pose reconstruction, and assessment of the risk level of hydraulic support group pose. The experimental results confirmed that the method based on point cloud and digital twin are feasible for the reconstruction of the hydraulic support group pose. This method offers critical information for obtaining the hydraulic support group pose and provides a reference for determining whether manual intervention is necessary to adjust the hydraulic support group.
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