J-KICS

Deep Reinforcement Learning Based Weapon-Target Assignment to Support Military Decision-Making

Jaehwi Lee Chanin Eom Kyeongsoo Kim Hyunsu Kang Minhae Kwon

Vol. 50, No. 6, pp. 884-895, Jun. 2025

10.7840/kics.2025.50.6.884

Weapon-target assignment

Deep Reinforcement Learning

Markov Decision Process (MDP)

Deep Deterministic Policy Gradient (DDPG)

Twin delayed DDPG (TD3)

Multi-Hop Deterministic Cluster Routing in Wireless Sensor Networks

Sang Hyuk Kang
Vol. 49, No. 12, pp. 1747-1751, Dec. 2024

10.7840/kics.2024.49.12.1747

Wireless Sensor Network

Design and Implementation of DDPG-based Traffic Distribution Controller for M&S of Intelligent Software Defined Cognitive Radio Network

Cheol-woong Lee Hojin Lee Gyu-min Lee Byungkyu Lee
Vol. 49, No. 8, pp. 1082-1091, Aug. 2024

10.7840/kics.2024.49.8.1082

software defined networking

Cognitive radio network

Deep Deterministic Policy Gradient

Traffic Distribution Controller

modeling and simulation

Total Link Service Rate Estimation with Packet Metadata

Jinoo Joung Juhyeok Kwon
Vol. 49, No. 6, pp. 829-838, Jun. 2024

10.7840/kics.2024.49.6.829

end-to-end latency

deterministic networking

flow states

TSN

finish time

Energy Optimization for Deterministic Cluster Routing in Wireless Sensor Networks

Sang Hyuk Kang
Vol. 49, No. 2, pp. 211-216, Feb. 2024

10.7840/kics.2024.49.2.211

Wireless Sensor Network

cluster routing

deterministic clustering

Energy saving

Optimization

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

Reinforcement Learning-Based Scheduler with Dynamic Precedence in Deterministic Networks

JihyeRyu GyudongPark JuhyeokKwon JinooJoung
Vol. 48, No. 4, pp. 413-422, Apr. 2023

10.7840/kics.2023.48.4.413

Reinforcement Learning

Deep Learning

deterministic networking

Q-learning

Double Deep Q-network

precedence

Work Conserving Scheduler with Global Finish Time for Network Latency Guarantee

Jinoo Joung
Vol. 48, No. 1, pp. 55-64, Jan. 2023

10.7840/kics.2023.48.1.55

end-to-end latency

deterministic networking

flow states

TSN

finish time

Performance Analysis of Software-Based Bridges Supporting Time Sensitive Networks

Ilmu Byun Kyeong-jun Ko Sung min Kim Arm Jeong
Vol. 46, No. 11, pp. 1982-1985, Nov. 2021

10.7840/kics.2021.46.11.1982

Combating Stop-and-Go Wave Problem at a Ring Road Using Deep Reinforcement Learning Based Autonomous Vehicles

Dongsu Lee Minhae Kwon
Vol. 46, No. 10, pp. 1667-1682, Oct. 2021

10.7840/kics.2021.46.10.1667

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Deep Reinforcement Learning Based Weapon-Target Assignment to Support Military Decision-Making

Multi-Hop Deterministic Cluster Routing in Wireless Sensor Networks

Design and Implementation of DDPG-based Traffic Distribution Controller for M&S of Intelligent Software Defined Cognitive Radio Network

Total Link Service Rate Estimation with Packet Metadata

Energy Optimization for Deterministic Cluster Routing in Wireless Sensor Networks

Autonomous Driving Strategy for Bottleneck Traffic with Prioritized Experience Replay

Reinforcement Learning-Based Scheduler with Dynamic Precedence in Deterministic Networks

Work Conserving Scheduler with Global Finish Time for Network Latency Guarantee

Performance Analysis of Software-Based Bridges Supporting Time Sensitive Networks

Combating Stop-and-Go Wave Problem at a Ring Road Using Deep Reinforcement Learning Based Autonomous Vehicles

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