成果展示 (Publications & Patents)
以下是我在 GIS、空间分析及相关领域的学术研究成果与发明专利。
🗓️ 2026
- 📄 学术论文
LiteRoadSegNet: A Lightweight Road Segmentation Framework with Semantic--Topological Contrastive Learning in High-Resolution Remote Sensing Imagery
Wu, Tao & Peng, Yu & Qin, Jianxin & Wan, Yiliang & Hu, Yaling
Remote Sensing, Vol. 18, No. 10, pp. 1664
- 📄 学术论文
Self-Supervised Graph Learning for OD Flow Semantic Awareness: Harnessing High-Order Relationships via Trajectory Chains and POI Contexts
Wu, Tao & Lin, Xinyi & Qin, Jianxin* & Deng, Qianqian
Transportation Research Part C: Emerging Technologies, Vol. 183, No. 4, pp. 105433
- 📜 发明专利
一种轨迹数据编码及查询方法、系统、终端设备及介质
吴涛 & 秦建新 & 胡润睿 & 万义良
授权编号: CNCN121301495B
- 📄 学术论文
Constructing Electric Vehicle Charging Station Network with Graph Convolutional Networks and Space Syntax Analysis
Qin, Jianxin & Li, Ye & Chen, Yating & Wu, Tao* & Qiu, jin
Transportation Planning and Technology, No. 2, pp. 2616540
🗓️ 2025
- 📄 学术论文
TPP-SAM: A Trajectory Points Prompting Segment Anything Model for Zero-shot Road Extraction from High-resolution Remote Sensing Imagery
Wu, Tao & Hu, Yaling & Qin, Jianxin* & Lin, Xinyi & Wan, Yiliang
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 18, pp. 8845-8864
- 📄 学术论文
Understanding the Spatiotemporal Response of Dockless Bike-Sharing Travel Behavior to the Small Outbreaks of COVID-19
Jiang, Yan & Qin, Jianxin & Wu, Tao*
Applied Geography, Vol. 175, pp. 103488
- 📜 发明专利
一种面向室内场景语义的移动对象轨迹大数据压缩方法
吴涛 & 秦建新 & 汪璐 & 万义良
授权编号: CNCN115984460B
- 📄 学术论文
A Knowledge Graph-Enhanced Hidden Markov Model for Personalized Travel Routing: Integrating Spatial and Semantic Data in Urban Environments
Zeng, Zhixuan & Qin, Jianxin & Wu, Tao*
Smart Cities, Vol. 8, No. 3, pp. 75
🗓️ 2024
- 📄 学术论文
Indoor Mobility Data Encoding with TSTM-in: A Topological-Semantic Trajectory Model
Qin, Jianxin & Wang, Lu & Wu, Tao* & Li, Ye & Xiang, Longgang & Zhu, Yuanyuan
Computers, Environment and Urban Systems, Vol. 110, pp. 102114
- 📄 学术论文
Multisource Data Fusion With Graph Convolutional Neural Networks for Node-Level Traffic Flow Prediction
Huang, Lei & Qin, Jianxin & Wu, Tao*
Journal of Advanced Transportation, No. 1, pp. 7109780
🗓️ 2023
- 📄 学术论文
AutoML With Parallel Genetic Algorithm for Fast Hyperparameters Optimization in Efficient IoT Time Series Prediction
Wu, Di & Guan, Qinghua & Fan, Zhe & Deng, Hanhui & Wu, Tao*
IEEE Transactions on Industrial Informatics, Vol. 19, No. 9, pp. 9555-9564
- 📄 学术论文
多策略中文地址匹配方法
彭雨龙 & 胡顺石 & 吴涛*
测绘通报, No. 2, pp. 145-148