A Mobile Robotic 3-D Measurement Method Based on Point Clouds Alignment for Large-Scale Complex Surfaces
- 17 June 2021
- journal article
- research article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Instrumentation and Measurement
- Vol. 70 (00189456) , 1-11
Abstract
Large-scale complex surfaces are the core components of large aircraft, ships, and wind turbine generators. High-accuracy manufacturing of the components is very crucial for its performance. Automated and high-accuracy large-scale 3-D measurement is an effective means for the manufacturing accuracy control of these components. This article proposes an automated mobile robotic profile measurement method for large-scale complex surfaces, and it also proposes a high-accuracy point clouds alignment algorithm to improve the measurement accuracy. A fringe projection scanner, integrated on the end of a mobile robot, is utilized to scan the surface and obtain the local scanning point clouds. The local scanning point clouds' coarse alignment is implemented using the robot's joint data and the laser sensor's positioning data. After that, a fine alignment algorithm combining the fruit fly optimization algorithm (FOA) with the improved iterative closest point (IICP) algorithm is proposed for point clouds' fine alignment. Practical measurement was performed on a sectional wind turbine blade, and a broad region of 4.6 m ×2.6 m was measured. An accuracy evaluation method based on point-to-plane distance was adopted to evaluate the measurement error. The result that the mean distance error is less than 0.4 mm shows the proposed mobile robotic measurement system and the aligning method are of high accuracy.Keywords
Funding Information
- National Natural Science Foundation of China (91948301, 91748204)
- State Key Laboratory of Robotics and System (SKLRS-2019-KF-11)
- Major Project of Hubei Province Technology Innovation (2019AAA071)
This publication has 29 references indexed in Scilit:
- LGMS-FOA: An Improved Fruit Fly Optimization Algorithm for Solving Optimization ProblemsMathematical Problems in Engineering, 2013
- Laser triangulation sensor and six axes anthropomorphic robot manipulator modelling for the measurement of complex geometry productsRobotics and Computer-Integrated Manufacturing, 2012
- Large yacht hull measurement by integrating optical scanning with mechanical tracking-based methodologiesRobotics and Computer-Integrated Manufacturing, 2012
- Review of inspection and quality control techniques for composite wind turbine bladesInsight - Non-Destructive Testing and Condition Monitoring, 2012
- Harris 3D: a robust extension of the Harris operator for interest point detection on 3D meshesThe Visual Computer, 2011
- Advances in 3D data acquisition and processing for industrial applicationsRobotics and Computer-Integrated Manufacturing, 2010
- Unique Signatures of Histograms for Local Surface Description2010
- Fast automatic registration of range images from 3D imaging systems using sphere targetsAutomation in Construction, 2009
- Object modelling by registration of multiple range imagesImage and Vision Computing, 1992
- A method for registration of 3-D shapesIEEE Transactions on Pattern Analysis and Machine Intelligence, 1992