Supervisor
Biography
Tanda Liu received his master’s degree from Jilin University in 2023 and bachelor’s degree from Northeast Electric Power University in 2020. He is now pursuing a Ph.D. degree in Singapore University of Technology and Design since September 2024. During his master’s degree, the major research fields are wireless communication, high speed railway communication, wireless sensor networks and deep reinforcement learning. The efficient and reliable data transmission algorithms by deep reinforcement learning for wireless sensor networks in highly dynamic and complex scenarios is proposed. During his Ph.D. period, the research fields major in the theory of machine learning.
Education
- 2020 – 2023, Master’s, Jilin University
- 2016 – 2020, Bachelor’s, Northeast Electric Power University
Working Experience
- 2023 – 2024: Research Assistant: Intelligent Perception Key Laboratory of Jilin Province, Jilin University
Publications
- Tanda Liu, Fengye Hu, Zhuang Ling, Cheng Li, Ying-Chang Liang, “Multi-Agent Cooperation-Based Deep Reinforcement Learning for Multisensor Perception Communication System in HSR Tunnel Scenario”, IEEE Transactions on Communications, early access, 2023.
- Zhuang Ling, Fengye Hu, Tanda Liu, Ziye Jia, Zhu Han, “Hierarchical Deep Reinforcement Learning for Self-Powered Monitoring and Communication Integrated System in High-Speed Railway Networks”, IEEE Transactions on Intelligent Transportation Systems, published, 2022.
- Fengye Hu, Zhuang Ling, Tanda Liu, Hailong Li, Bo Ai, “Wireless Perception of High-Speed Railway Communication: Challenges, Framework and Future Directions”, IEEE Wireless Communication Magazine, published, 2024.
- Zhuang Ling, Fengye Hu, Tanda Liu, Zhi Mao, Zhu Han, “Hierarchical DRL for Self-supplied Monitoring and Communication Integrated System in HSR”, IEEE GLOBECOM 2022, published.