I’m a researcher from School of Geographical Sciences, Hunan Normal University. My research interest includes large scale spatio-temporal trajectory data modeling and mining, machine learning and intelligent transportation systems.
in class
Courses
- Machine Learning Algorithms, Geographical Information Science, School of Geographical Sciences, spring, 2025.
- Spatial Data Mining, Geographical Information Science, School of Geographical Sciences, spring, 2025.
- Big Data Programming, Cartography and Geographic Information Science, School of Geographical Sciences, spring, 2025.
🔥 News
- Nothing new in the near future.
📝 Publications
- Tao Wu, Yaling Hu, Jianxin Qin*, Xinyi Lin, Yiliang Wan. TPP-SAM: A Trajectory Points Prompting Segment Anything Model for Zero-shot Road Extraction from High-resolution Remote Sensing Imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2025, 18: 8845-8864.
- Yan Jiang, Jianxin Qin, Tao Wu*. Understanding the spatiotemporal response of dockless bike-sharing travel behavior to the small outbreaks of COVID-19. Applied Geography, 2025, 175: 103488.
- Jianxin Qin, Lu Wang, Tao Wu*, Ye Li, Longgang Xiang, Yuanyuan Zhu. Indoor mobility data encoding with TSTM-in: A topological-semantic trajectory model. Computers, Environment and Urban Systems, 2024, 110: 102114.
- Jianxin Qin, Yuan Lin, Tao Wu*, Xinyi Lin, Xiaolong Li. A Spatio-Temporal Perspective on Commercial Vehicle Travel Patterns in Urban Environments. IEEE Access, 2024, 12: 91447-91461.
- Lei Huang, Jianxin Qin, Tao Wu*. Multisource Data Fusion With Graph Convolutional Neural Networks for Node‐Level Traffic Flow Prediction. Journal of Advanced Transportation, 2024, 1: 7109780.
- Di Wu, Qinghua Guan, Zhe Fan, Hanhui Deng, Tao Wu*. AutoML With Parallel Genetic Algorithm for Fast Hyperparameters Optimization in Efficient IoT Time Series Prediction. IEEE Transactions on Industrial Informatics, 2023, 19(9): 9555-9564.
- Xiaolong Li, Yun Zhang, Longgang Xiang, Tao Wu. Urban Road Lane Number Mining from Low-Frequency Floating Car Data Based on Deep Learning. ISPRS International Journal of Geo-Information, 2023, 12(11): 467.
- Yilang Wan, Yuwen Fei, Rui Jin, Tao Wu, Xinguang He. An Object-Oriented Deep Multi-Sphere Support Vector Data Description Method for Impervious Surfaces Extraction Based on Multi-Sourced Data. ISPRS International Journal of Geo-Information, 2023, 12(6): 219.
- 彭雨龙, 胡顺石, 吴涛*. 多策略中文地址匹配方法. 测绘通报, 2022, 2: 145-148.
- 吴涛, 秦建新, 曾芷萱. 一种基于时空大数据的个性化出行路径生成方法及系统(发明专利). 中国国家知识产权局, 2022, 11.
- 吴涛, 汪璐, 秦建新*, 向隆刚, 曾芷萱. 基于众源地理数据的个性化路线服务框架及应用实验. 地理与地理信息科学, 2022, 38(1): 51-56+85.
- Tao Wu, Yuanyuan Zhu, Longgang Xiang, Jianxin Qin*, Yiliang Wan. A topological model of trajectories with road network space. Transactions in GIS, 2022, 26(4): 1847-1878.
- Di Wu, Zhanxiu Zeng, Fengrui Shi, Weiren Yu, Tao Wu, Qiang Liu. Human as a Service: Towards Resilient Parking Search System With Sensorless Sensing. IEEE Transactions on Intelligent Transportation Systems, 2022, 23(8): 13863-13877.
- Jianxin Qin, Wenjie Yang, Tao Wu*, Bin He, Longgang Xiang. Incremental Road Network Update Method with Trajectory Data and UAV Remote Sensing Imagery. ISPRS International Journal of Geo-Information, 2022, 11(10): 502.
- Jianxin Qin, Jing Qiu, Yating Chen, Tao Wu*, Longgang Xiang. Charging Stations Selection Using a Graph Convolutional Network from Geographic Grid. Sustainability, 2022, 14(24): 16797.
- Yiliang Wan, Yuwen Fei, Tao Wu*, Rui Jin, Tong Xiao. A Novel Impervious Surface Extraction Method Integrating POI, Vehicle Trajectories, and Satellite Imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2021, 14: 8804-8814.
- Tao Wu, Pengfei Zhang, Jianxin Qin*, Di Wu, Longgang Xiang, Yiliang Wan. A Flood-Discharge-Based Spatio-Temporal Diffusion Method for Multi-Target Traffic Hotness Construction From Trajectory Data. IEEE Access, 2020, 8: 225448-225462.
- Tao Wu, Zhixuan Zeng, Jianxin Qin*, Longgang Xiang, Yiliang Wan. An Improved HMM-Based Approach for Planning Individual Routes Using Crowd Sourcing Spatiotemporal Data. Sensors, 2020, 20(23): 6938.
- Dmitri I. Arkhipov, Di Wu, Tao Wu, Amelia C. Regan. A Parallel Genetic Algorithm Framework for Transportation Planning and Logistics Management. IEEE Access, 2020, 8: 106506-106515.
- Tao Wu, Jianxin Qin, Yiliang Wan*. TOST: A Topological Semantic Model for GPS Trajectories Inside Road Networks. ISPRS International Journal of Geo-Information, 2019, 8(9): 410.
- Yiliang Wan, Chuxiong Deng, Tao Wu, Rui Jin, Pengfei Chen, Rong Kou. Quantifying the Spatial Integration Patterns of Urban Agglomerations along an Inter-City Gradient. Sustainability, 2019, 11(18): 5000.
- 向隆刚, 龚健雅, 吴涛, 张彩丽, 邵晓天, 王德浩, 王星星, 高萌. 轨迹数据地理关联建模与分析. 科学出版社，北京, 2019.
- 吴涛, 向隆刚, 龚健雅. 路网更新的轨迹-地图匹配方法. 测绘学报, 2017, 46(4): 507-515.
- Longgang Xiang, Tao Wu*, Dick Ettema. An intersection‐based trajectory‐region movement study. Transactions in GIS, 2017, 21(4): 701-721.
- 向隆刚, 王星星, 吴涛, 陶强强. 面向关键点的轨迹-有向线移动过程建模. 武汉大学学报信息科学版, 2016, 41(10): 1292-1298.
- 向隆刚, 陶强强, 吴涛. 语义关联的轨迹-有向线移动过程模型及查询分析. 武汉大学学报信息科学版, 2016, 41(8): 1034-1039.
- Tao Wu, Longgang Xiang*, Jianya Gong. Updating Road Networks by Local Renewal from GPS Trajectories. ISPRS International Journal of Geo-Information, 2016, 5(9): 163.
- 吴涛, 向隆刚, 龚健雅. 一种基于关键点的轨迹-区域拓扑过程模型. 测绘学报, 2015, 44(11): 1277-1284.
👨🏻🎓 Students
- Current graduate students:
- Yaling Hu(胡雅玲), Xinyi Lin(林心怡), Yu Peng(彭玉), Runrui Hu(胡润睿)
- Awards for students
- 2021.12 邱靖, 杨文杰, 朱圆瑗, 曾芷萱, 汪璐, 林媛, 黄磊. 第九届高校GIS论坛创新创业大赛，一等奖.
- 2020.11 朱圆瑗, 曾芷萱, 杨文杰, 邱靖, 张鹏飞, 申慧晴, 许亚男. 第八届高校GIS论坛创新创业大赛，二等奖.
🎖 Honors and Awards
- 2023.11 胡顺石, 吴涛, 廖华, 袁名欢, 周亮. 湖南省测绘地理信息教学成果奖，二等奖.
📖 Educations
- 2012.06 - 2017.06, Land Resources Information Engineering, Wuhan University & Central South University.
- 2010.09 - 2012.06, cartography and geographic information system, Central South University.