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DMGSTCN: Dynamic Multigraph Spatio-Temporal Convolution Network for Traffic Forecasting 期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2024, 卷号: 11, 期号: 12, 页码: 22208-22219
作者:  Qin, Yanjun;  Tao, Xiaoming;  Fang, Yuchen;  Luo, Haiyong;  Zhao, Fang;  Wang, Chenxing
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Time series analysis  Convolution  Forecasting  Correlation  Task analysis  Roads  Predictive models  Graph convolution network (GCN)  spatial-temporal data  traffic forecasting  
STWave+: A Multi-Scale Efficient Spectral Graph Attention Network With Long-Term Trends for Disentangled Traffic Flow Forecasting 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 6, 页码: 2671-2685
作者:  Fang, Yuchen;  Qin, Yanjun;  Luo, Haiyong;  Zhao, Fang;  Zheng, Kai
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Market research  Forecasting  Roads  Time series analysis  Sensors  Correlation  Encoding  Contrastive learning  graph attention network  spatio-temporal data  traffic forecasting  
Learning All Dynamics: Traffic Forecasting via Locality-Aware Spatio-Temporal Joint Transformer 期刊论文
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 页码: 14
作者:  Fang, Yuchen;  Zhao, Fang;  Qin, Yanjun;  Luo, Haiyong;  Wang, Chenxing
收藏  |  浏览/下载:40/0  |  提交时间:2022/12/07
Forecasting  Correlation  Convolution  Roads  Transformers  Predictive models  Task analysis  Traffic forecasting  spatio-temporal joint transformer  diffusion convolution network  
Fine-Grained Trajectory-Based Travel Time Estimation for Multi-City Scenarios Based on Deep Meta-Learning 期刊论文
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 页码: 13
作者:  Wang, Chenxing;  Zhao, Fang;  Zhang, Haichao;  Luo, Haiyong;  Qin, Yanjun;  Fang, Yuchen
收藏  |  浏览/下载:28/0  |  提交时间:2022/12/07
Estimation  Trajectory  Task analysis  Urban areas  Roads  Data models  Global Positioning System  Spatial-temporal data mining  travel time estimation  meta learning  deep learning  
NDGCN: Network in Network, Dilate Convolution and Graph Convolutional Networks Based Transportation Mode Recognition 期刊论文
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2021, 卷号: 70, 期号: 3, 页码: 2138-2152
作者:  Qin, Yanjun;  Luo, Haiyong;  Zhao, Fang;  Wang, Chenxing;  Fang, Yuchen
收藏  |  浏览/下载:48/0  |  提交时间:2021/12/01
Transportation  Smart phones  Feature extraction  Discrete wavelet transforms  Convolution  Acceleration  Correlation coefficient  Mobile sensing  transportation mode  NIN  Dilate Convolution  GCN  
A traffic pattern detection algorithm based on multimodal sensing 期刊论文
INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2018, 卷号: 14, 期号: 10, 页码: 16
作者:  Qin, Yanjun;  Luo, Haiyong;  Zhao, Fang;  Zhao, Zhongliang;  Jiang, Mengling
收藏  |  浏览/下载:260/0  |  提交时间:2019/04/03
Deep learning  low power consumption  transportation mode detection  multimodal sensing  performance comparison