TY - GEN
T1 - Dynamic search on the GPU
AU - Kapadia, Mubbasir
AU - Garcia, Francisco
AU - Boatright, Cory D.
AU - Badler, Norman I.
PY - 2013
Y1 - 2013
N2 - Path finding is a fundamental, yet computationally expensive problem in robotics navigation. Often times, it is necessary to sacrifice optimality to find a feasible plan given a time constraint due to the search complexity. Dynamic environments may further invalidate current computed plans, requiring an efficient planning strategy that can repair existing solutions. This paper presents a massively parallelized wavefront-based approach to path planning, running on the GPU, that can efficiently repair plans to accommodate world changes and agent movement, without having to restart the wavefront propagation process. In addition, we introduce a termination condition which ensures the minimum number of GPU iterations while maintaining strict optimality constraints on search graphs with non-uniform costs.
AB - Path finding is a fundamental, yet computationally expensive problem in robotics navigation. Often times, it is necessary to sacrifice optimality to find a feasible plan given a time constraint due to the search complexity. Dynamic environments may further invalidate current computed plans, requiring an efficient planning strategy that can repair existing solutions. This paper presents a massively parallelized wavefront-based approach to path planning, running on the GPU, that can efficiently repair plans to accommodate world changes and agent movement, without having to restart the wavefront propagation process. In addition, we introduce a termination condition which ensures the minimum number of GPU iterations while maintaining strict optimality constraints on search graphs with non-uniform costs.
UR - http://www.scopus.com/inward/record.url?scp=84893770408&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84893770408&partnerID=8YFLogxK
U2 - 10.1109/IROS.2013.6696830
DO - 10.1109/IROS.2013.6696830
M3 - Conference contribution
AN - SCOPUS:84893770408
SN - 9781467363587
T3 - IEEE International Conference on Intelligent Robots and Systems
SP - 3332
EP - 3337
BT - IROS 2013
T2 - 2013 26th IEEE/RSJ International Conference on Intelligent Robots and Systems: New Horizon, IROS 2013
Y2 - 3 November 2013 through 8 November 2013
ER -