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Towards Predicting the Measurement Noise Covariance with a Transformer and Residual Denoising Autoencoder for GNSS/INS Tightly-Coupled Integrated Navigation 期刊论文
REMOTE SENSING, 2022, 卷号: 14, 期号: 7, 页码: 22
作者:  Xu, Hongfu;  Luo, Haiyong;  Wu, Zijian;  Wu, Fan;  Bao, Linfeng;  Zhao, Fang
收藏  |  浏览/下载:29/0  |  提交时间:2022/12/07
tightly coupled integrated navigation  measurement noise estimation  transformer  adaptive Kalman filtering  
Floor Identification in Large-Scale Environments With Wi-Fi Autonomous Block Models 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2022, 卷号: 18, 期号: 2, 页码: 847-858
作者:  Shao, Wenhua;  Luo, Haiyong;  Zhao, Fang;  Tian, Hui;  Huang, Jingyu;  Crivello, Antonino
收藏  |  浏览/下载:34/0  |  提交时间:2022/06/21
Autonomous block  fingerprint  floor identification  multistorey buildings  smartphone  Wi-Fi model  
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  
A Hierarchical LSTM-Based Indoor Geomagnetic Localization Algorithm 期刊论文
IEEE SENSORS JOURNAL, 2022, 卷号: 22, 期号: 2, 页码: 1227-1237
作者:  Wang, Liying;  Luo, Haiyong;  Wang, Qu;  Shao, Wenhua;  Zhao, Fang
收藏  |  浏览/下载:31/0  |  提交时间:2022/12/07
Location awareness  Sensors  Fingerprint recognition  Smart phones  Wireless communication  Buildings  Wireless fidelity  Location-based service  indoor geomagnetic positioning  data augmentation  hierarchical LSTM network  
MSCPT: Toward Cross-Place Transportation Mode Recognition Based on Multi-Sensor Neural Network Model 期刊论文
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2021, 页码: 13
作者:  Zhu, Yida;  Luo, Haiyong;  Chen, Runze;  Zhao, Fang;  Guo, Song
收藏  |  浏览/下载:36/0  |  提交时间:2022/06/21
Transportation  Feature extraction  Data models  Navigation  Computational modeling  Bagging  Accelerometers  Cross-place  transportation mode recognition  SF-SEDNet  global attention  ensemble learning  data augmentation  
Particle Filter Reinforcement via Context-Sensing for Smartphone-Based Pedestrian Dead Reckoning 期刊论文
IEEE COMMUNICATIONS LETTERS, 2021, 卷号: 25, 期号: 9, 页码: 3144-3148
作者:  Shao, Wenhua;  Zhao, Fang;  Luo, Haiyong;  Tian, Hui;  Li, Jiaxin;  Crivello, Antonino
收藏  |  浏览/下载:49/0  |  提交时间:2021/12/01
Particle filters  Neural networks  Reinforcement learning  Mathematical model  Particle measurements  Estimation  Atmospheric measurements  Indoor location tracking  particle filter  pedestrian dead reckoning  reinforcement learning  smartphone-based navigation  
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  
Pedestrian Dead Reckoning Based on Walking Pattern Recognition and Online Magnetic Fingerprint Trajectory Calibration 期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2021, 卷号: 8, 期号: 3, 页码: 2011-2026
作者:  Wang, Qu;  Luo, Haiyong;  Xiong, Hao;  Men, Aidong;  Zhao, Fang;  Xia, Ming;  Ou, Changhai
收藏  |  浏览/下载:44/0  |  提交时间:2021/12/01
Legged locomotion  Trajectory  Estimation  Fingerprint recognition  Dead reckoning  Sensors  Heading estimation  indoor positioning  Internet of Things (IoT)  online calibration  pedestrian dead reckoning (PDR)  walking pattern recognition  
Predicting the Noise Covariance With a Multitask Learning Model for Kalman Filter-Based GNSS/INS Integrated Navigation 期刊论文
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2021, 卷号: 70, 页码: 13
作者:  Wu, Fan;  Luo, Haiyong;  Jia, Hongwei;  Zhao, Fang;  Xiao, Yimin;  Gao, Xile
收藏  |  浏览/下载:45/0  |  提交时间:2021/12/01
Adaptive integrated navigation  deep learning  denoising autoencoder (DAE)  Kalman filter (KF)  measurement noise  process noise  
Heterogeneous Multi-Task Learning for Multiple Pseudo-Measurement Estimation to Bridge GPS Outages 期刊论文
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2021, 卷号: 70, 页码: 16
作者:  Lu, Shuangqiu;  Gong, Yilin;  Luo, Haiyong;  Zhao, Fang;  Li, Zhaohui;  Jiang, Jinguang
收藏  |  浏览/下载:37/0  |  提交时间:2021/12/01
Artificial intelligence (AI) and neural networks (NNs)  global position system (GPS) outages  inertial navigation system (INS)/GPS integrated navigation  multi-task learning (MTL)  multiple pseudo-measurement estimation