Title :
On-line data registration in OUTDOOR environment
Author :
Bedkowski, Janusz ; Maslowski, Andrzej
Author_Institution :
Inst. of Autom. & Robot., Warsaw Univ. of Technol., Warsaw, Poland
Abstract :
In the paper an algorithm of 3D data registration based on CUDA implementation is shown. The research is related to the problem of collecting 3D data with laser measurement system mounted on rotated head, to be used in mobile robot applications. Assumed performance of data registration algorithm is achieved, therefore it can used as On-line. The ICP (Iterative Closest Point) approach is chosen as registration method. Computation is based on massively parallel architecture of NVIDIA CUDA. The presented concept of 3D data matching is based on parallel computation used for fast nearest neighbor search. Nearest neighbor search procedure is using 3D space decomposition into cubic buckets, therefore the time of matching is deterministic.
Keywords :
data handling; iterative methods; mobile robots; 3D data matching; 3D data registration; CUDA implementation; ICP; NVIDIA CUDA; OUTDOOR environment; iterative closest point; laser measurement system; mobile robot; nearest neighbor search; online data registration; Graphics processing unit; Iterative closest point algorithm; Lasers; Mobile communication; Mobile robots; Three dimensional displays;
Conference_Titel :
Methods and Models in Automation and Robotics (MMAR), 2011 16th International Conference on
Conference_Location :
Miedzyzdroje
Print_ISBN :
978-1-4577-0912-8
DOI :
10.1109/MMAR.2011.6031356