😊 About Me
Hi! I’m Shiyu Yang, a Ph.D. student at the College of Computer and Data Science, Fuzhou University, Fuzhou, China.
My research interests focus on:
- 🤖 Artificial Intelligence
- 🚗 Intelligent Transportation Systems
- 📊 Spatiotemporal Modeling
- 🚘 Autonomous Driving
🤝 Open to Collaboration:
I welcome academic collaborations and research discussions in my research areas!
🌟 About My Life
I am a cheerful and outgoing person with a wide range of interests and hobbies.
🌍 Travel Enthusiast - I love traveling with friends and have visited many provinces in China. However, I haven’t been abroad yet. My dream is to visit some European countries to experience different cultures and customs.
🍜 Foodie & Chef - I’m a food lover who enjoys all kinds of delicious cuisine. Especially, I love cooking and making various dishes by myself. I believe if I weren’t pursuing a Ph.D., I would definitely be a chef! But I’m too busy now and rarely have time to cook.
🚗 Car Enthusiast - I’m a car lover who prefers the roar of engines over electric vehicles, as I believe engines are the soul of automobiles. I’m not a big fan of Japanese or Korean cars because I find their power output too slow. Instead, I prefer German cars because their acceleration is incredibly fast and thrilling!
🏔️ Outdoor Activities - I enjoy hiking mountains and visiting the seaside, but in this fast-paced life, I rarely have a full day off. It would be perfect if I could lie on the Swiss grassland, gazing at the sky, watching cattle and sheep, with a blade of grass in my mouth, and her by my side.
💝 A Lucky Person - I have a girl who loves me very much, and I consider myself a fortunate person.
📸 Life Gallery
Here are some moments from my life - travels, hobbies, and beautiful scenery:
🏔️ Travel & Adventure
🌊 By the seaside
🏞️ Jiangnan Water Town
🗻 Jade Dragon Snow Mountain
🌈 Beautiful Scenery
🌈 Rainbow after the rain
🚗 Car Enthusiast
🔧 DIY oil change
⚙️ Maintaining my car
📝 Publications
📄 First-Author Papers
2026
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Shiyu Yang, Qunyong Wu, Mengmeng Li
Decoupled multi-spatio-temporal fusion graph convolutional recurrent network for traffic prediction
Engineering Applications of Artificial Intelligence, 2026, Volume 163, Pages 112956
DOI: 10.1016/j.engappai.2025.112956 -
Shiyu Yang, Qunyong Wu, Zhanchao Huang, Zihao Zhuo
SGA-Seq: Station-Aware Graph Attention Sequence Network for Cellular Traffic Prediction
IEEE Transactions on Network and Service Management, 2026, Volume 23, Pages 2652-2665
2025
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Shiyu Yang, Qunyong Wu, Mengmeng Li, Yu Sun
Temporal Identity Interaction Dynamic Graph Convolutional Network for Traffic Forecasting
IEEE Internet of Things Journal, 2025, Volume 12, Number 11, Pages 15057-15072
DOI: 10.1109/jiot.2025.3529761 -
Shiyu Yang, Qunyong Wu
MTEGCRN: Multi-scale Temporal Enhanced Graph Convolutional Recurrent Network for Traffic Prediction
Neurocomputing, 2025, Pages 131064
DOI: 10.1016/j.neucom.2025.131064 -
Shiyu Yang, Qunyong Wu
SDSINet: A spatiotemporal dual-scale interaction network for traffic prediction
Applied Soft Computing, 2025, Pages 112892
DOI: 10.1016/j.asoc.2025.112892 -
Shiyu Yang, Qunyong Wu, Yuhang Wang, Zhan Zhou
MSTDFGRN: A Multi-view Spatio-Temporal Dynamic Fusion Graph Recurrent Network for traffic flow prediction
Computers and Electrical Engineering, 2025, Volume 123, Pages 110046
DOI: 10.1016/j.compeleceng.2025.110046 -
Shiyu Yang, Zhanchao Huang, Qunyong Wu, Zihao Zhuo
General Decoupled Graph Convolutional Recurrent Network for Traffic Prediction
IEEE Sensors Journal, 2025
DOI: 10.1109/JSEN.2025.3580440
2024
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Shiyu Yang, Qunyong Wu, Yuhang Wang, Tingyu Lin
SSGCRTN: a space-specific graph convolutional recurrent transformer network for traffic prediction
Applied Intelligence, 2024, Volume 54, Number 22, Pages 11978-11994
DOI: 10.1007/s10489-024-05815-1 -
Shiyu Yang, Qunyong Wu, Ziwei Li, Keyue Wang
PSTCGCN: Principal spatio-temporal causal graph convolutional network for traffic flow prediction
Neural Computing and Applications, 2024, Pages 1-14
DOI: 10.1007/s00521-024-10591-7
🤝 Co-Author Papers
2025
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Yuhang Wang, Qunyong Wu, Shiyu Yang, Mengmeng Li, Keyue Wang, Xuanyu Chen
Enhancing Fish Counting in Sonar Images With Multitask Learning and Local–Global Feature Interaction
IEEE Sensors Journal, 2025, Volume 25, Number 12, Pages 21775-21791
DOI: 10.1109/JSEN.2025.3562927 -
Zhan Zhou, Qunyong Wu, Shiyu Yang, Jiahuan Luo
MReDTrajRec: a multi-representation data-driven model for trajectory recovery under road network constraints
Transportmetrica B: Transport Dynamics, 2025, Volume 13, Number 1, Pages 2596312
2024
- Ziwei Li, Weiming Xu, Shiyu Yang, Juan Wang, Hua Su, Zhanchao Huang, Sheng Wu
A Hierarchical Graph-Enhanced Transformer Network for Remote Sensing Scene Classification
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2024, Volume 17, Pages 20315-20330
DOI: 10.1109/JSTARS.2024.3491335
🎯 Academic Service
Reviewer Experience
I serve as a reviewer for multiple prestigious journals, including but not limited to:
IEEE Transactions
- IEEE Transactions on Knowledge and Data Engineering
- IEEE Transactions on Neural Networks and Learning Systems
- IEEE Transactions on Intelligent Transportation Systems
- IEEE Transactions on Network Science and Engineering
- IEEE Transactions on Mobile Computing
- IEEE Transactions on Big Data
- IEEE Internet of Things Journal
- IEEE Open Journal of the Computer Society
- IEEE Sensors Journal
ACM Transactions
- ACM Transactions on Knowledge Discovery from Data
Other Top Journals
- Applied Soft Computing Journal
- Scientific Reports
- International Journal of Data Science and Analytics
- Cluster Computing
- International Journal of Machine Learning and Cybernetics
- Journal of Intelligent Information Systems
- Discover Computing
- Discover Data
- Applied Network Science
- EPJ Data Science
- Knowledge and Information Systems
- Data Mining and Knowledge Discovery
🏆 Honors and Awards
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Grand Prize, 12th “Southern Surveying and Mapping Cup” National College Student Surveying Science and Technology Paper Competition
Project: “Detection of Cracks in the Antarctic Amery Ice Shelf Based on ICESat-2 ATLAS Data” -
Second Prize, 12th “Southern Surveying and Mapping Cup” National College Student Surveying Science and Technology Paper Competition
Project: “Extraction of ENSO Signals in the Upper Troposphere of Tropical Regions Using GNSS Occultation Technology”