Robust ASV Navigation Through Ground to Water Cross-Domain Deep Reinforcement Learning

This paper presents a framework to alleviate the Deep Reinforcement Learning (DRL) training data sparsity problem that is present in challenging domains by creating a DRL agent training and vehicle integration methodology. The methodology leverages accessible domains to train an agent to solve navig...

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Bibliographic Details
Main Authors: Reeve Lambert, Jianwen Li, Li-Fan Wu, Nina Mahmoudian
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-09-01
Series:Frontiers in Robotics and AI
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/frobt.2021.739023/full

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