Parallel Evaluation of a Spatial Traversability Cost Function on GPU for Efficient Path Planning

Cossell, Stephen and Guivant, Jose (2011) Parallel Evaluation of a Spatial Traversability Cost Function on GPU for Efficient Path Planning. Journal of Intelligent Learning Systems and Applications, 03 (04). pp. 191-200. ISSN 2150-8402

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Abstract

A parallel version of the traditional grid based cost-to-go function generation algorithm used in robot path planning is introduced. The process takes advantage of the spatial layout of an occupancy grid by concurrently calculating the next wave front of grid cells usually evaluated sequentially in traditional dynamic programming algorithms. The algorithm offers an order of magnitude increase in run time for highly obstacle dense worst-case environments. Efficient path planning of real world agents can greatly increase their accuracy and responsiveness. The process and theoretical analysis are covered before the results of practical testing are discussed.

Item Type: Article
Subjects: Librbary Digital > Engineering
Depositing User: Unnamed user with email support@librbarydigit.com
Date Deposited: 03 Feb 2023 10:32
Last Modified: 29 Jun 2024 12:40
URI: http://info.openarchivelibrary.com/id/eprint/126

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