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Conflict-based search with D* lite algorithm for robot path planning in unknown dynamic environments.
- Source :
-
Computers & Electrical Engineering . Jan2023, Vol. 105, pN.PAG-N.PAG. 1p. - Publication Year :
- 2023
-
Abstract
- This study proposes a locally observable robot pathfinding algorithm, conflict-based search with D* lite (CBS-D*), to realize automatic and effective pathfinding in mixed environments with dynamic obstacles. This algorithm takes Manhattan distance as the heuristic function and extends the incremental search range from 1 o r d e r to 3 o r d e r neighbors. It presents a prejudgment mechanism of collision avoidance and investigates a wait and circuity strategy to promote pathfinding performance. Compared with the D* lite, the experimental results demonstrate that CBS-D* achieves a higher success rate and obstacle avoidance number, and a lower time step. By this collision avoidance mechanism, CBS-D* gives all successes in pathfinding in various dynamic environments, while D* lite may result in some failures. Specifically, CBS-D* has around 31% in the average success rate of pathfinding improved to D* lite in a 32 × 32 map. Furthermore, CBS-D* gives a superiority of self-adaptability and intelligence in unknown dynamic environments. [Display omitted] • A CBS-D* algorithm is presented for robot path planning in unknown environments. • This algorithm extends the incremental search range from 1order to 3order neighbors. • A collision avoidance mechanism and a wait and circuity strategy are presented. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 00457906
- Volume :
- 105
- Database :
- Academic Search Index
- Journal :
- Computers & Electrical Engineering
- Publication Type :
- Academic Journal
- Accession number :
- 161304321
- Full Text :
- https://doi.org/10.1016/j.compeleceng.2022.108473