The application discloses an axial slice-based underground mine pipeline
point cloud completion method, relates to the technical field of
point cloud data processing, and is used for data completion of pipeline
point cloud, and comprises the following steps:
slicing a pipeline point
cloud data after preprocessing along an axial direction, reducing three-dimensional point cloud to two-dimensional plane
processing, calculating related geometric parameters of the pipeline, extracting a pipeline center line based on improved
DBSCAN clustering and least square
circle fitting, constructing a skeleton model under geometric topological constraints, combining local geometric features and global topological constraints, realizing
geometric reconstruction of a missing area through a rotary surface generation and local interpolation
algorithm, and realizing robust repair of the missing area. The application extracts the pipeline center line and geometric parameters in combination with a convex
hull and a RANSAC method, realizes completion of the pipeline point
cloud data through a
continuous rotation correction method, and significantly improves the completion quality of the pipeline point cloud.