eprintid: 11247
rev_number: 2
eprint_status: archive
userid: 1
dir: disk0/00/01/12/47
datestamp: 2023-11-10 03:25:46
lastmod: 2023-11-10 03:25:46
status_changed: 2023-11-10 01:14:48
type: conference_item
metadata_visibility: show
creators_name: Ejaz, M.M.
creators_name: Tang, T.B.
creators_name: Lu, C.-K.
title: Autonomous Visual Navigation using Deep Reinforcement Learning: An Overview
ispublished: pub
keywords: Computer games; Learning algorithms; Machine learning; Navigation; Reinforcement learning; Robots, Autonomous navigation; Complex problems; Human expert; Human levels; Learning techniques; Raw images; Video game; Visual Navigation, Deep learning
note: cited By 4; Conference of 17th IEEE Student Conference on Research and Development, SCOReD 2019 ; Conference Date: 15 October 2019 Through 17 October 2019; Conference Code:154444
abstract: Reinforcement Learning (RL) algorithm with deep learning techniques helps to solve many complex problems of today's world, such as to play a video game and autonomous navigation in the robots using the raw image as an input. Deep learning provides the mechanism to RL which enables the agent to solve the human level task. The rise of RL begins when a computer player beat the human expert in the most difficult game Go 6. In this paper, we discuss some important topics such as the general view of reinforcement learning, methods, and algorithms of reinforcement learning and challenges which reinforcement learning is facing. Finally, we discussed a survey of implemented algorithms of RL in the field of robotics for autonomous visual navigation. © 2019 IEEE.
date: 2019
publisher: Institute of Electrical and Electronics Engineers Inc.
official_url: https://www.scopus.com/inward/record.uri?eid=2-s2.0-85075634481&doi=10.1109%2fSCORED.2019.8896352&partnerID=40&md5=d1e260ce7a22c03ad23ec467fabaa366
id_number: 10.1109/SCORED.2019.8896352
full_text_status: none
publication: 2019 IEEE Student Conference on Research and Development, SCOReD 2019
pagerange: 294-299
refereed: TRUE
isbn: 9781728126135
citation:   Ejaz, M.M. and Tang, T.B. and Lu, C.-K.  (2019) Autonomous Visual Navigation using Deep Reinforcement Learning: An Overview.  In: UNSPECIFIED.