Si-yuan Sun, Ying Zheng, Jun-hua Zhou, Jiu-xing Weng, Yi-fei Wei, Xiao-jun Wang, Vol. 15, No. 7, July 31, 2021
10.3837/tiis.2021.07.011

• Deep Reinforcement Learning
• green energy
• heterogeneous service
• Mobile Edge Computing
• power consumption
• Resource Allocation

Dewen Seng, Jiaming Zhang, Xiaoying Shi, Vol. 15, No. 3, March 31, 2021
10.3837/tiis.2021.03.003

• Visual Analytics
• Deep Reinforcement Learning
• Deep-Q-networks

Si Shen, Guojiang Shen, Yang Shen, Duanyang Liu, Xi Yang, Xiangjie Kong, Vol. 14, No. 11, November 30, 2020
10.3837/tiis.2020.11.002

• Traffic signal timing
• Reinforcement Learning
• actor-critic
• proximal policy optimization
• generalized advantage estimation

Guolin Sun, Gordon Owusu Boateng, Hu Huang, Wei Jiang, Vol. 13, No. 8, August 30, 2019
10.3837/tiis.2019.08.001

• Reinforcement Learning
• autonomous cell activation
• Resource Allocation
• cloud radio access network

Chen Han, Yingtao Niu, Vol. 13, No. 7, July 30, 2019
10.3837/tiis.2019.07.001

• anti-jamming
• Reinforcement Learning
• Transfer Learning
• Q-Learning algorithm
• decision-making

Jiamei Chen, Yubin Xu, Lin Ma, Yao Wang, Vol. 7, No. 10, October 28, 2013
10.3837/tiis.2013.10.003

• admission control
• multi-agent Q-learning
• Reinforcement Learning
• heterogeneous wireless network
• resource management

Lei Guan, Donghong Zhang, Jinduan Yan, Dongzhi Cao, Vol. 20, No. 3, March 31, 2026
10.3837/tiis.2026.03.009

• Data Filtering
• Deep Reinforcement Learning
• Markov Decision Process
• Data Preprocessing

Cuimei Liu, Zhenyu Wang, Xin Zhang, Chi Jia, Chuan Lin, Guangjie Han, Yating Zhang, Vol. 20, No. 1, January 31, 2026
10.3837/tiis.2026.01.010

• UAV Network
• Multi-Agent Reinforcement Learning
• Reward estimation and recalibration mechanism
• Online adaptive decision replacement mechanism
• MADDPG

ChengLin Chen, LeJun Zhang, Ran Guo, JuXia Li, Vol. 20, No. 1, January 31, 2026
10.3837/tiis.2026.01.008

• Blockchain
• IoV
• Cross-domain Sharing
• Reinforcement Learning
• Asynchronous Validation

Liang Gen, Su Fengyi, Lu Baiyang, Yu Hewei, Vol. 19, No. 10, October 31, 2025
10.3837/tiis.2025.10.019

• Double Deep Q-network
• Deep Reinforcement Learning
• Network Access Control
• Ultra-dense heterogeneous wireless networks (UDHWNs)
• User Preference