Trajectory Aware Deep Reinforcement Learning Navigation Using Multichannel Cost Maps

Deep reinforcement learning (DRL)-based navigation in an environment with dynamic obstacles is a challenging task due to the partially observable nature of the problem. While DRL algorithms are built around the Markov property (assumption that all the necessary information for making a decision is c...

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Bibliographic Details
Main Authors: Tareq A. Fahmy, Omar M. Shehata, Shady A. Maged
Format: Article
Language:English
Published: MDPI AG 2024-11-01
Series:Robotics
Subjects:
Online Access:https://www.mdpi.com/2218-6581/13/11/166
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