Title :
Real-time structure-light-based 3D terrain sensing for mobile robot using CUDA
Author :
Quanyong Huang ; Xiao Zeng ; Sheng Bi ; Min Dong ; Xuwei Pan ; Huaqing Min
Author_Institution :
Sch. of Comput. Sci. & Eng., South China Univ. of Technol., Guangzhou, China
Abstract :
3D surface inspection has been widely used in the industry to detect all kinds of surface defects and to measure the overall quality of a produced piece. It gives us the idea of using this technique on mobile robots for terrain sensing. 3D surface inspection provides reliable and accurate measurements, but offline. So the challenge of using surface inspection on mobile robots is how to implement it for real-time measurement, for mobile robots need to get information from the environment online and make responses immediately. For this purpose, a real-time terrain sensing system for mobile robots based on structure light is proposed. To satisfy the requirement of online measurement, a one-shot pattern using monochromatic light is used in this system, and the parallel implementation of the required algorithms is made using CUDA to accelerate the processing. The one-shot pattern is based on the pattern primitive which is similar to the checkerboard corner, and it provides a high accuracy performance. The use Graphics Processing Units (GPUs) for data processing tasks facilitates the construction of cost-effective and real-time systems. Such a system has been developed in our laboratory, and we start to use it on a 6 wheel robot. Last, the experimental results demonstrate the performance of this system.
Keywords :
automatic optical inspection; control engineering computing; graphics processing units; mobile robots; parallel architectures; path planning; robot vision; 3D surface inspection; 3D terrain sensing; CUDA; GPU; checkerboard corner; graphics processing unit; mobile robot; monochromatic light; one-shot pattern; pattern primitive; real-time structure-light; surface defect; wheel robot; Calibration; Cameras; Graphics processing units; Mobile robots; Robot sensing systems; Three-dimensional displays; CUDA; mobile robot; structure light; surface inspection; terrain sensing;
Conference_Titel :
Cyber Technology in Automation, Control and Intelligent Systems (CYBER), 2013 IEEE 3rd Annual International Conference on
Conference_Location :
Nanjing
Print_ISBN :
978-1-4799-0610-9
DOI :
10.1109/CYBER.2013.6705482