Dang, Thi Huong Giang and Vuong, Quang Huy and Ha, Minh Hoang and Pham, Minh Trien (2019) Improved Particle Swarm Optimization of Three-Dimensional Path Planning for Fixed Wing Unmanned Aerial Vehicle. VNU Journal of Science: Computer Science and Communication Engineering . ISSN 2588-1086 (In Press)
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Abstract
Path planning for Unmanned Aerial Vehicle (UAV) targets at generating an optimal global path to the target, avoiding collisions and optimizing the given cost function under constraints. In this paper, the path planning problem for UAV in pre-known 3D environment is presented. Particle Swarm Optimization (PSO) was proved the efficiency for various problems. PSO has high convergence speed yet with its major drawback of premature convergence when solving large-scale optimization problems. In this paper, the improved PSO with adaptive mutation to overcome its drawback in order to applied PSO the UAV path planning in real 3D environment which composed of mountains and constraints. The effectiveness of the proposed PSO algorithm is compared to Genetic Algorithm, standard PSO and other improved PSO using 3D map of Daklak, Dakrong and Langco Beach. The results have shown the potential for applying proposed algorithm in optimizing the 3D UAV path planning.
| Item Type: | Article |
|---|---|
| Subjects: | Electronics and Communications |
| Divisions: | Faculty of Electronics and Telecommunications (FET) |
| Depositing User: | Dr Minh Trien Pham |
| Date Deposited: | 09 Dec 2019 03:34 |
| Last Modified: | 09 Dec 2019 03:34 |
| URI: | http://eprints.uet.vnu.edu.vn/eprints/id/eprint/3741 |
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Improved Particle Swarm Optimization of Three-Dimensional Path Planning for Fixed Wing Unmanned Aerial Vehicle. (deposited 26 Nov 2019 07:45)
- Improved Particle Swarm Optimization of Three-Dimensional Path Planning for Fixed Wing Unmanned Aerial Vehicle. (deposited 09 Dec 2019 03:34) [Currently Displayed]
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