Basic background
- Grant the Ph.D. degree in the School of Software Engineering, Tongji University, Shanghai, China, July 2018
- Join in the Computer and Information School, Anhui Normal University, November 2018.
- Be appointed as a graduate tutor in December 2019.
- Be associated professor in December 2021.
- Be a visiting scholar to carry out collaborative research at School of Computing of the National University of Singapore (NUS), Kent Ridge, Singapore, July 2023
Research Interests
- 3D shape retrieval and segmentation
- Path planning in virtual emergency scenarios based on reinforcement methods
- Video analysis to conduct Multi-objects tracking, including pedestrian trajectory tracking and act tracking.
- Deep learning methods on virtual scenarios, including Generative adversarial imitation learning, DDPG, DDQN, etc.
Work experience
- July 2023 - January 2024: Visiting scholar
- School of Computing, National University of Singapore (NUS), Singapore
- Dec. 2021 - Now: Associated Professor
- School of Computer and Information, Anhui Normal University, Wuhu, PR.China
- Duties included:
- Path planning for virtual emergency scenarios, such as fire accidental scenario
- Teaching
- Nov.2018 - Noveber. 2021: Lecturer/Assistor Professor
- School of Computer and Information, Anhui Normal University, Wuhu, China
- Duties included:
- 3D shape retrieval based on sketch and segmentation Studies.
- Preside on the Development of Youth project of the National Natural Foundation Science of China.
- Involve in the Study of the general program of the National Natural Foundation Science of China.
Skills
- Highly self-motivated researcher with demonstrated research expertise in virtual scenario processes.
- Strong interpersonal skills with a good sense of teamwork.
- Programming Skills: Python, C/C++, and Java in both Unix and Windows environments.
- Rich experience in 3D modeling and retrieval.
Membership
- Senior Member of China Graphics Society (CGS)
- Member of the Institute of Electrical and Electronics Engineers (IEEE)
- Member of China Computer Federation (CCF)
- Member of Chinese Association for Artificial Intelligence (CAAI)
Languages
Mandarin, English
Teaching
Publications
Novel learning framework for optimal multi-object video trajectory tracking
Siyuan Chen, Xiaowu Hu, Wenying Jiang, Wen Zhou* , Xintao Ding, Novel learning framework for optimal multi-object video trajectory tracking. Virtual Reality & Intelligent Hardware, 2023,5(5):422-438.
Dual deep Q-learning network guiding a multiagent path planning approach for virtual fire emergency scenarios
Wen Zhou , C. Zhang, S. Chen, Dual deep Q-learning network guiding a multiagent path planning approach for virtual fire emergency scenarios. Applied Intelligence, 2023,53:21858–21874.
An Improved Federated Learning Approach Enhanced Internet of Health Things Framework for Private Decentralized Distributed Data
Huang, C., Xu, G., Chen, S., Zhou, Wen*, NG, E. Y., & de Albuquerque, Victor Hugo C. de Albuquerque*. An Improved Federated Learning Approach Enhanced Internet of Health Things Framework for Private Decentralized Distributed Data. Information Sciences, 2022, 614:138-152
Multiagent Evacuation Framework for a Virtual Fire Emergency Scenario Based on Generative Adversary Imitation Learning
Wen Zhou,W. Jiang, B. Jie, W. Bian. "Multiagent Evacuation Framework for a Virtual Fire Emergency Scenario Based on Generative Adversary Imitation Learning." Computer Animation and Virtual Worlds. 2022, 33(1): e2035.
A robust approach for privacy data protection: IoT security assurance using generative adversarial imitation learning
C. Huang, S. Chen, Y. Zhang, Wen Zhou*, etc. "A robust approach for privacy data protection: IoT security assurance using generative adversarial imitation learning." IEEE Internet of Things Journal. 2021,9(18):17089-17097.
Sketch Augmentation-driven Shape Retrieval Learning Framework Based on Convolutional Neural Networks
Wen Zhou, J. Jia, W. Jiang, C. Huang, Sketch Augmentation-driven Shape Retrieval Learning Framework Based on Convolutional Neural Networks. IEEE Transactions on Visualization and Computer Graphics, 2021,27(8):3558–3570.
Training Deep Convolutional Neural Networks to Acquire the Best View of a 3D Shape
Wen Zhou, J. Jia "Training Deep Convolutional Neural Networks to Acquire the Best View of a 3D Shape"[J]. Multimedia Tools and Applications, 2020, 79(1):581-601.
Training convolutional Neural Network for sketch recognition on large-scale dataset
Wen Zhou, J. JIA, Training convolutional Neural Network for sketch recognition on large-scale dataset.The International Arab Journal of Information Technology，2020,17(1):82-89.
Web3D learning framework for 3D Shape retrieval based on hybrid Convolutional Neural Networks
Wen Zhou, J. JIA, C. HUANG, Y. CHENG, Web3D learning framework for 3D Shape retrieval based on hybrid Convolutional Neural Networks. Tsinghua Science and Technology, 2019, 25(1): 93-102
WebVR Human-centered Indoor Layout Design Framework using a Convolutional Neural Network and Deep Q-learning
Wen Zhou, W. JIANG, W. BIAN, B. JIE, WebVR Human-centered Indoor Layout Design Framework using a Convolutional Neural Network and Deep Q-learning. IEEE Access, 2019, 7(1):185773-185785.