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Geometric Modelling for 3D Point Clouds of Elbow Joints in Piping Systems
Ting On Chan1, Linyuan Xia1, Derek D Lichti2
1Guangdong Provincial Key Laboratory of Urbanization and Geo-Simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou 510000, China.
This study introduces a new geometric model for analyzing pipe elbow joints from 3D point cloud data. The model accurately captures joint geometry, enabling applications like precise point cloud registration.
Area of Science:
- Geoinformatics
- Mechanical Engineering
- Computer Vision
Background:
- Pipe elbow joints are critical in various systems, but their spatial data extraction from point clouds is challenging.
- Existing methods lack a universal geometric model for diverse elbow joint types.
Purpose of the Study:
- To propose a novel geometric model for analyzing pipe elbow joints using 3D point cloud data.
- To adapt the model for common elbow types (90° and 45°) and demonstrate its utility in applications.
Main Methods:
- Development of a geometric model with translational, rotational, and dimensional parameters.
- Utilizing simulated and real laser scanning point cloud datasets for model verification.
- Application of the model for point cloud registration and mounting bracket detection.
Main Results:
- Accurate geometric recovery of simulated joints with minimal translational (0.3 mm) and rotational (0.064°) errors.
- Real-world data fitting achieved 97.2% accuracy in diameter estimation.
- Joint-based registration accuracy reached sub-decimeter and sub-degree levels.
Conclusions:
- The proposed geometric model effectively analyzes pipe elbow joint geometry from point clouds.
- The model facilitates applications like precise point cloud registration and component detection.
- This approach enhances the spatial analysis capabilities for piping systems.
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