J-KICS

Real-Time Hierarchical Deep Reinforcement Learning-Based Drone Trajectory Generation Algorithm Parameter Control

Chang-Hun Ji Youn-Hee Han Sung-Tae Moon
Vol. 48, No. 10, pp. 1238-1246, Oct. 2023

10.7840/kics.2023.48.10.1238

Drone Autonomous Flight

Drone Trajectory Generation Algorithm

Hierarchical Deep Reinforcement Learning

Autonomous Vehicle Based on Deep Reinforcement Learning to Prevent Traffic Congestion in V2X

Yeong-je Jo Hyeon-joo Jeong Gyung-Ho Hwang
Vol. 48, No. 10, pp. 1235-1237, Oct. 2023

10.7840/kics.2023.48.10.1235

Autonomous vehicle

V2X

PPO

Deep Reinforcement Learning

Speed control

Reinforcement Learning-Based Dynamic Routing for Robust Optimization of Low Earth Orbit (LEO) Satellite Communication Networks

Gyu Seon Kim Soohyun Park Joongheon Kim Yeonggoo Kim Jaekyoung Ha
Byung Hyun Jun
Vol. 48, No. 9, pp. 1123-1134, Sep. 2023

10.7840/kics.2023.48.9.1123

Deep Reinforcement Learning

Low Earth Orbit (LEO)

routing

Curiosity-Driven TD-MPC with Model-Free Reinfocement Learning Policy

Chang-Hun Ji Ju-Bong Kim Youn-Hee Han
Vol. 48, No. 6, pp. 712-721, Jun. 2023

10.7840/kics.2023.48.6.712

Deep Reinforcement Learning

Model-based Reinforcement Learning

Model predictive control

Precise Control

Autonomous Driving Strategy for Bottleneck Traffic with Prioritized Experience Replay

Chanin Eom Dongsu Lee Minhae Kwon
Vol. 48, No. 6, pp. 690-703, Jun. 2023

10.7840/kics.2023.48.6.690

Autonomous driving system

Bottleneck traffic

Deep Reinforcement Learning

Partially observable Markov decision process

Twin delayed deep deterministic policy gradient

prioritized experience replay

Deep Reinforcement Learning-Based Content Caching for Private 5G Network

JoonyoungLim DongjuKim YounghwanYoo
Vol. 48, No. 3, pp. 327-337, Mar. 2023

10.7840/kics.2023.48.3.327

Local 5G

Private 5G

Deep Reinforcement Learning

Network cache

CSMA/CA Protocol Based on Multi Agent Deep Reinforcement

Yeong-jeJo Gyung-HoHwang
Vol. 48, No. 3, pp. 359-361, Mar. 2023

10.7840/kics.2023.48.3.359

CSMA/CA protocol

MAC protocol

Multi agent

Deep Reinforcement Learning

MADDPG

Deep Reinforcement Learning Based Adaptive Synthetic Aperture Radar Image Filtering Algorithm

Tae-Yoon Kim Soyi Jung Jae-Hyun Kim
Vol. 48, No. 2, pp. 172-175, Feb. 2023

10.7840/kics.2023.48.2.172

Low Earth Orbit (LEO)

Synthetic Aperture Radar (SAR)

Speckle Image Filtering

deep reinforcement learning (DRL)

buffer state

Multi-Agent Deep Reinforcement Learning for Efficient Unattended Information Gathering and Monitoring of Autonomous UAM Systems

Chanyoung Park Gyu Seon Kim Kyeongjin Lee Ilsoo Yun
Vol. 48, No. 2, pp. 176-184, Feb. 2023

10.7840/kics.2023.48.2.176

Deep Reinforcement Learning

Survey on Deep Reinforcement Learning Applied for LEO Satellites

Hyunsoo Lee Joongheon Kim
Vol. 48, No. 2, pp. 196-205, Feb. 2023

10.7840/kics.2023.48.2.196

LEO Satellite

Deep Reinforcement Learning

Edge Computing

Optimization

SAGIN

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Real-Time Hierarchical Deep Reinforcement Learning-Based Drone Trajectory Generation Algorithm Parameter Control

Autonomous Vehicle Based on Deep Reinforcement Learning to Prevent Traffic Congestion in V2X

Reinforcement Learning-Based Dynamic Routing for Robust Optimization of Low Earth Orbit (LEO) Satellite Communication Networks

Curiosity-Driven TD-MPC with Model-Free Reinfocement Learning Policy

Autonomous Driving Strategy for Bottleneck Traffic with Prioritized Experience Replay

Deep Reinforcement Learning-Based Content Caching for Private 5G Network

CSMA/CA Protocol Based on Multi Agent Deep Reinforcement

Deep Reinforcement Learning Based Adaptive Synthetic Aperture Radar Image Filtering Algorithm

Multi-Agent Deep Reinforcement Learning for Efficient Unattended Information Gathering and Monitoring of Autonomous UAM Systems

Survey on Deep Reinforcement Learning Applied for LEO Satellites

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