JOURNAL ARTICLE

Route Optimization of Unmanned Aerial Vehicle by using Reinforcement Learning

Mahima Ranjan KunduDirisala J. Nagendra Kumar

Year: 2021 Journal:   Journal of Physics Conference Series Vol: 1921 (1)Pages: 012076-012076   Publisher: IOP Publishing

Abstract

Abstract The study proposes the machine learning based algorithm for autonomous vehicle. The dynamic characteristic of unmanned aerial vehicle and real time disturbances such as wind current, obstacles are considered. The novelty of the work lies in the introduction of reinforcement learning for achieving optimized path which can be followed by the unmanned aerial vehicles to complete the tour from initial to destination point. The feasible optimal route may be found by incorporating the L algorithm with a reasonable optimality and computational cost when map and current field data are given.

Keywords:
Reinforcement learning Computer science Novelty Path (computing) Artificial intelligence Point (geometry) Real-time computing Mathematics

Metrics

4
Cited By
1.23
FWCI (Field Weighted Citation Impact)
22
Refs
0.85
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

UAV Applications and Optimization
Physical Sciences →  Engineering →  Aerospace Engineering
Robotic Path Planning Algorithms
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Distributed Control Multi-Agent Systems
Physical Sciences →  Computer Science →  Computer Networks and Communications

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