@article{ART003237101},
author={Chang-Hyun Jung and Sang-Hui Lee and Jaewook Lee},
title={AI-Based Association Control System for QoS in Dense Wireless LANs},
journal={Journal of Internet of Things and Convergence},
issn={2466-0078},
year={2025},
volume={11},
number={4},
pages={35-41}
TY - JOUR
AU - Chang-Hyun Jung
AU - Sang-Hui Lee
AU - Jaewook Lee
TI - AI-Based Association Control System for QoS in Dense Wireless LANs
JO - Journal of Internet of Things and Convergence
PY - 2025
VL - 11
IS - 4
PB - The Korea Internet of Things Society
SP - 35
EP - 41
SN - 2466-0078
AB - In dense WLAN environments, user association concentrated on a single Access Point (AP) can severely degrade the overall Quality of Service (QoS). This issue arises from the conventional architecture in which each AP independently handles user associations without coordination. To address this problem, we propose an intelligent user association control system based on deep reinforcement learning (DRL). The proposed system employs a centralized controller that collects real-time status information from user stations (STAs) and recommends the optimal AP for each user. By learning and predicting the best association strategies, the system effectively balances traffic loads across APs and minimizes unnecessary handovers, thereby enhancing QoS. One of the key advantages of our approach is its compatibility with existing WLAN infrastructure, requiring no hardware modifications. We demonstrated its effectiveness through real-world experiments.
KW - Wireless LAN;Centralized Network;Deep Q-Network;Optimal Path Control;Quality of Service
DO -
UR -
ER -
Chang-Hyun Jung, Sang-Hui Lee and Jaewook Lee. (2025). AI-Based Association Control System for QoS in Dense Wireless LANs. Journal of Internet of Things and Convergence, 11(4), 35-41.
Chang-Hyun Jung, Sang-Hui Lee and Jaewook Lee. 2025, "AI-Based Association Control System for QoS in Dense Wireless LANs", Journal of Internet of Things and Convergence, vol.11, no.4 pp.35-41.
Chang-Hyun Jung, Sang-Hui Lee, Jaewook Lee "AI-Based Association Control System for QoS in Dense Wireless LANs" Journal of Internet of Things and Convergence 11.4 pp.35-41 (2025) : 35.
Chang-Hyun Jung, Sang-Hui Lee, Jaewook Lee. AI-Based Association Control System for QoS in Dense Wireless LANs. 2025; 11(4), 35-41.
Chang-Hyun Jung, Sang-Hui Lee and Jaewook Lee. "AI-Based Association Control System for QoS in Dense Wireless LANs" Journal of Internet of Things and Convergence 11, no.4 (2025) : 35-41.
Chang-Hyun Jung; Sang-Hui Lee; Jaewook Lee. AI-Based Association Control System for QoS in Dense Wireless LANs. Journal of Internet of Things and Convergence, 11(4), 35-41.
Chang-Hyun Jung; Sang-Hui Lee; Jaewook Lee. AI-Based Association Control System for QoS in Dense Wireless LANs. Journal of Internet of Things and Convergence. 2025; 11(4) 35-41.
Chang-Hyun Jung, Sang-Hui Lee, Jaewook Lee. AI-Based Association Control System for QoS in Dense Wireless LANs. 2025; 11(4), 35-41.
Chang-Hyun Jung, Sang-Hui Lee and Jaewook Lee. "AI-Based Association Control System for QoS in Dense Wireless LANs" Journal of Internet of Things and Convergence 11, no.4 (2025) : 35-41.
