Quanxi ZHOU -

Quanxi Zhou (Usain, 周泉锡) is a Ph.D. student at Tsukada Lab of School of Information Science and Technology, The University of Tokyo. He received the B.Eng. degree from the College of Information and Electrical Engineering, China Agricultural University, Beijing, China, in 2021 in Computer Science and Technology of the Honors Program, and received the M.Eng. degree from the School of Cyber Science and Technology, Beihang University, Beijing, China, in 2024, majoring in Cyberspace Security.

🔬 Research Interests

🎓 Educational Experience

👩‍🏫 Teaching Assistant Experience

🏛️ Student Union Roles

🛠️ Project Experience

National Level

2022.10–2024.01: Fully Homomorphic Encryption Core Algorithms and Trustworthiness Verification Methods — National Key R&D Program Youth Scientist Project (Beihang University, Grant No. 2023YFB3106200)
2019.12–2021.03: Autonomous Transportation Robot for Solar Greenhouse Based on ROS System — National College Student Innovation and Entrepreneurship Training Program (China Agricultural University, Grant No. 202010019049)

University Level

2019.01–2020.03: System Integration of Shellfish Object Detection Methods Based on Deep Convolutional Networks — Undergraduate Research and Training Program (China Agricultural University)
2018.12–2020.03: Raspberry System and Intelligent Vehicle with Binocular Recognition Technology — Undergraduate Research and Training Program (China Agricultural University)

💼 Internship Experience

📚 Publications

Journal

"Uncertainty-Aware Multi-Agent Reinforcement Learning for Anti-Interference Trajectory Planning of Cellular-Connected UAVs", Quanxi Zhou, Wencan Mao, Jin Nakazato, Yusheng Ji and Manabu Tsukada, IEEE Transactions on Vehicular Technology, DOI: 10.1109/TVT.2025.3606201.
"A Feature-Aware Elite-Imitation MARL for Multi-UAV Trajectory Optimization in Mountain Terrain Detection", Quanxi Zhou, Ye Tao, Qianxiao Su, Manabu Tsukada, Drones, DOI: 10.3390/drones9090645.
"Multi-Modal Trajectory Planning for Emergency-Oriented Air-Ground Collaborative Sensing and Communication", Yaxi Liu, Quanxi Zhou, Wencan Mao, Xulong Li, Wei Huangfu, Manabu Tsukada, Yusheng Ji, Keping Long, IEEE Transactions on Cognitive Communications and Networking, DOI: 10.1109/TCCN.2025.3585254.
"Cellular Connected UAV Anti-Interference Path Planning Based on PDS-DDPG and TOPEM", Quanxi Zhou, Yongjing Wang, Ruiyu Shen, Jin Nakazato, Manabu Tsukada, Zhenyu Guan, IEEE Journal on Miniaturization for Air and Space Systems, DOI: 10.1109/JMASS.2024.3490762.
"Research and Analysis of Data Value of Online Shopping Platform", Quanxi Zhou, Computer Programming Skills and Maintenance, 2019(01): 87–89.
"Analysis of Common Data Preprocessing Technology", Quanxi Zhou, Communications World, 2019, 26(01): 17–18.
"Analysis of Key Technologies of Internet Information Security in the Data Era", Quanxi Zhou, Information Recording Materials, 2019, 20(01): 115–116.

Conference Paper

"Design of Anti-Interference Path Planning for Cellular-Connected UAVs Based on Improved DDPG", Quanxi Zhou, Yongjing Wang, 2024 10th IEEE International Conference on High Performance and Smart Computing (HPSC), pp. 71–76, IEEE, May 2024, DOI: 10.1109/HPSC62738.2024.00020.
"Design of Enterprise Reputation Evaluation Framework Based on Encrypted Decision Tree Algorithm", Quanxi Zhou, Ruiyu Shen, IOS Press, November 21, 2024, DOI: 10.3233/FAIA241133.

Ongoing Works

"CLIFF: A Multi-Modal Remote Sensing Model for Geological Hazard Monitoring Based on Bitemporal UAV Images", Yili Ren*, Quanxi Zhou*, Wencan Mao, Xinran Wei, Qianxiao Su, Jianzhong Bi, Yusheng Ji, and Manabu Tsukada IEEE Transactions on Geoscience and Remote Sensing. (Under Review, Contribute Equally)
"ComLLM: Towards A General Large Language Model for Semantic-Aware Network Optimization", Wencan Mao, Quanxi Zhou, Yilei Liang, Yaxi Liu, Wei Huangfu, Manabu Tsukada, Jon Crowcroft, and Yusheng Ji IEEE Communication Magazine. (Under Review)
"Feature-Driven Multi-Agent Reinforcement Learning for UAV Trajectory Planning and Resource Allocation in Dynamic Environments", Quanxi Zhou, Wencan Mao, Yilei Liang, Yixuan Liu, Manabu Tsukada, and Jon Crowcroft IEEE Transactions on Mobile Computing. (Under Review)
A paper about UAV application and new RL method, Wencan Mao*, Quanxi Zhou*, Tomás Couso Coddou, Yilei Liang, Yunling Liu, Manabu Tsukada, Jon Crowcroft, and Yusheng Ji (Conference Submission, Contribute Equally, Anonymous Double-Blind Review)
A paper about feature and RL, Quanxi Zhou, Wencan Mao, Manabu Tsukada, Zicheng Lui, and Yusheng Ji (Conference Submission, Anonymous Double-Blind Review)
"Terrain-Aware UAV-Based Agriculture Monitoring Using Feature-Driven Reinforcement Learning", Quanxi Zhou, Wencan Mao, Cho Byungjin, Ye Tao, and Tsukada Manabu (Under Writing)
"EIA-SEC: Elite Imitation Actor and Shared Ensemble Critic Reinforcement Learning for Trajectory Planning in UAV-Assisted Smart Agricultural System", Quanxi Zhou, Wencan Mao, Ye Tao, Yuchen Yang, Manabu Tsukada, and Yunling Liu (Under Writing)

📖 External Reviewer

🏆 Awards

2024.10 SpringGX Award of Utokyo
2024.01 Outstanding Graduate of BUAA
2024.01 Outstanding Student Leader of BUAA
2022.09 Learning Excellence Scholarship of BUAA
2021.03 Outstanding Graduation Internship of CAU
2020.03 Outstanding Student Leader of CAU
2020.09 Social Work Scholarship of CAU
2019.11 Graduation from Elite Cadre Training Program
2019.09 Learning Excellence Scholarship of CAU
2019.09 Social Work Scholarship of CAU
2018.09 Learning Excellence Scholarship of CAU
2017.12 Outstanding Student Officer of CAU

🥇 Honors

National Level Awards

2021.06 — First Prize, Chinese College Student Agricultural Robot Competition
2018.10 — Third Prize, Chinese College Students’ Advanced Mathematics Competition

Municipal / Provincial Level Awards

2023.09 — Second Prize, Beijing Round of the China “Internet+” Innovation and Entrepreneurship Competition
2021.04 — Second Prize, Beijing Round of the Chinese College Student Artificial Intelligence Competition
2019.11 — Second Prize, Mathematical Modeling and Computer Application Competition
2018.10 — Second Prize, Beijing College Students’ Advanced Mathematics Competition

University Level Awards

2020.06 — Third Prize, “Xingnong Cup” Innovation and Entrepreneurship Competition
2020.06 — Bronze Medal, Innovation and Entrepreneurship Competition of CAU
2020.06 — Bronze Medal, Internet of CAU Competition
2020.04 — First Prize, Advanced Mathematics Competition
2019.04 — Second Prize, Advanced Mathematics Competition
2018.06 — Third Prize, “Minsheng Cup” Modeling Competition
2018.06 — Excellent Award, Physics Experiment Competition