研究方向

面向具身系统的无缝多传感器 PNT

GNSS/INS/LiDAR/相机/UWB/Wi-Fi 紧耦合融合,服务于车辆、机器人、无人机、智能手机、可穿戴设备在开阔天空 / 城市峡谷 / 室内 / GNSS 拒止环境下的无缝运行。

多传感器融合GNSS/INSLiDAR 惯性里程计视觉惯性里程计UWBWi-Fi RTT智能手机可穿戴机器人 / 车辆 / 无人机室内外无缝定位

方向负责人: 许立达 (Li-Ta Hsu)

我们为真实平台构建导航系统 —— 车辆、机器人、无人机、智能手机、可穿戴设备。这类系统需要 GNSS/INS/LiDAR/相机/UWB/Wi-Fi 紧耦合、对低成本传感器稳健,并且要在开阔天空、城市峡谷、室内、GNSS 拒止环境下无缝运行。

单一传感器无法到处工作 —— GNSS 在室内和峡谷失效、INS 会漂移;IPNL 用因子图把 GNSS / INS / LiDAR / 相机 / UWB / Wi-Fi 紧耦合,实现无缝定位。

这条研究方向覆盖:智能手机级城市定位(L5/E5a/B2a 手机接收机的 3DMA GNSS;ITF-ITSP HK$801k 面向香港智慧城市的 AI 辅助智能手机城市定位)、自动驾驶感知集成(LiDAR + 相机 + GNSS + INS)、无人机导航(励铭航空导航青年学者)、室内定位(以 2025 Artech House 著作 室内定位与室内导航原理(Hsu, Zhang, Wen)与 IPIN 2024 大会主席工作为锚)。

相关论文

2026 (3)

patent
Lee, J& Hsu, L. T (2026).Multi-feature visual positioning method (ZL 202110638139.9). China National Intellectual Property Administration. https://patents.google.com/patent/CN115527044B
journal Q1
Liang, Q., Zhang, G., & Hsu, L.-T. (2026).Accurate Wi-Fi RTT indoor positioning with NLOS mitigation by floor map: a multi-wall modeling approach. IEEE Transactions on Instrumentation and Measurement. https://doi.org/10.1109/TIM.2024.3436101
journal Q1
Song, B., Giamou, M., Yan, P., Xia, C., & Hsu, L.-T. (2026).Certifiable Alignment of GNSS and Local Frames via Lagrangian Duality. IEEE Robotics and Automation Letters. https://doi.org/10.1109/LRA.2026.3693943

2025 (9)

book
Hsu, L. T., Zhang, G., & Wen, W. (2025).Principles of Indoor Positioning and Indoor Navigation. Artech House Publishers Inc.
patent
Wang, Q, Huang, X, Shaheer, M, Mohammad, T, Zhang, X, Luo, M, Hsu, L. T, & Usmani, A (2025).Indoor Fire Monitoring Based on Look-Up-From-Floor Sensing of Ceiling (granted) (US 12,292,340 B2). U.S. Patent and Trademark Office. https://patents.google.com/patent/US12292340B2
patent
Lee, J& Hsu, L. T (2025).Visual Positioning System (provisional) (US 63/840,727 (provisional)). U.S. Patent and Trademark Office.
journal Q1
Bai, S., Wen, W., Su, D., & Hsu, L. T. (2025).Graph-Based Indoor 3D Pedestrian Location Tracking With Inertial-Only Perception. IEEE Transactions on Mobile Computing. https://doi.org/10.1109/tmc.2025.3526196
journal Q1
Zheng, X., Wen, W., & Hsu, L. T. (2025).Safety-quantifiable line feature-based monocular visual localization with 3d prior map. IEEE Transactions on Intelligent Transportation Systems. https://doi.org/10.1109/tits.2025.3572620
journal Q1
journal Q1
conference
Huang, F., Zhong, Y., Chen, H., Dongzhe, Su, Jin, Wu, Wen, W., & Hsu, L.-T. (2025).Roadside GNSS Aided Multi-Sensor Integrated System for Vehicle Positioning in Urban Areas. 2025 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). https://doi.org/10.1109/IROS60139.2025.11246475
conference
Zhong, Y., Hoi-Fung, Ng, Hsu, L.-T., & Wen, W. (2025).GNSS/Map Integration with Batch Factor Graph Optimization for Reliable Trajectory Estimation in Urban Canyon. 2025 IEEE/ION Position, Location and Navigation Symposium (PLANS). https://doi.org/10.1109/PLANS61210.2025.11028209

2024 (18)

patent
Wang, Q, Huang, X, Shaheer, M, Mohammad, T, Zhang, X, Luo, M, Hsu, L. T, X, W., Xiao, F, & Usmani, A (2024).Indoor Fire Monitoring Based on Look-Up-From-Floor Sensing of Ceiling (US 2023/0062745 A1). U.S. Patent and Trademark Office. https://patents.google.com/patent/US20230062745A1
patent
Wang, Q, Huang, X, Shaheer, M, Mohammad, T, Zhang, X, Luo, M, Hsu, L. T, X, W., Xiao, F, & Usmani, A (2024).Indoor Fire Monitoring Based on Look-Up-From-Floor Sensing of Ceiling (granted) (ZL 202211006213.6). China National Intellectual Property Administration (CNIPA).
patent
Wang, Q, Huang, X, Shaheer, M, Mohammad, T, Zhang, X, Luo, M, Hsu, L. T, X, W., Xiao, F, & Usmani, A (2024).Indoor Fire Monitoring Based on Look-Up-From-Floor Sensing of Ceiling (granted) (US 11,860,043 B2). U.S. Patent and Trademark Office. https://patents.google.com/patent/US11860043B2
journal Q3
journal Q1
journal Q1
Zhong, Y., Hu, R., Bai, X., Li, X., Hsu, L. T., & Wen, W. (2024).Enhancing GNSS Positioning Accuracy for Road Monitoring Systems: A Factor Graph Optimization Approach Aided by Geospatial Information. IEEE Transactions on Instrumentation and Measurement. https://doi.org/10.1109/tim.2024.3369156
journal Q1
journal Q1
journal Q1
journal Q1
Bai, S., Wen, W., Hsu, L. T., & Yang, P. (2024).Factor Graph Optimization-Based Smartphone IMU-Only Indoor SLAM With Multi-Hypothesis Turning Behavior Loop Closures. IEEE Transactions on Aerospace and Electronic Systems. https://doi.org/10.1109/taes.2024.3430256
journal Q1
journal Q1
Bai, S., Wen, W., Li, Y., Shi, C., & Hsu, L. T. (2024).Towards Persistent Spatial Awareness: A Review of Pedestrian Dead Reckoning-Centric Indoor Positioning with Smartphones. IEEE Transactions on Instrumentation and Measurement. https://doi.org/10.1109/tim.2024.3470043
journal Q?
conference
Bai, S., Wen, W., Yue, Yu, & Hsu, L.-T. (2024).Invariant Extended Kalman Filtering for Pedestrian Deep-Inertial Odometry. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences. https://doi.org/10.5194/isprs-archives-xlviii-4-2024-607-2024
conference
Debiao, Lu, Wang, H., Cai, B., Wang, J., Liu, J., Zhang, G., & Hsu, L.-T. (2024).BDS for Train Localization Performance Forecast in Railway Environments Using Machine Learning. ION Pacific PNT. https://doi.org/10.33012/2024.19652
conference
Yan, P., Wen, W., Huang, F., & Hsu, L.-T. (2024).A Fault Detection Algorithm for LiDAR/IMU Integrated Localization Systems with Non-Gaussian Noises. The International Technical Meeting of the The Institute of Navigation. https://doi.org/10.33012/2024.19564
conference
Lee, M. J. L., Lin, Ju, & Hsu, L.-T. (2024).Exploring the Feasibility of Automated Data Standardization using Large Language Models for Seamless Positioning. 2024 14th International Conference on Indoor Positioning and Indoor Navigation (IPIN). https://doi.org/10.1109/IPIN62893.2024.10786123
conference
Meiling, Su, Wang, B., Ahad, S., Huang, X., Zhang, G., & Hsu, L.-T. (2024).An Adaptive Weighted GNSS/VINS/Wi-Fi RTT-based Seamless Positioning System for Smartphone. 2024 14th International Conference on Indoor Positioning and Indoor Navigation (IPIN). https://doi.org/10.1109/IPIN62893.2024.10786175

2023 (18)

journal Q3
journal Q2
Chang, H., Gu, Y., Goncharenko, I., Hsu, L. T., & Premachandra, C. (2023).Cyclist Orientation Estimation Using LiDAR Data. Sensors. https://doi.org/10.3390/s23063096
journal Q1
journal Q1
journal Q1
Chan, Y. Y., Ng, K. K., Lee, C. K. M., Hsu, L. T., & Keung, K. L. (2023).Wind dynamic and energy-efficiency path planning for unmanned aerial vehicles in the lower-level airspace and urban air mobility context. Sustainable Energy Technologies and Assessments. https://doi.org/10.1016/j.seta.2023.103202
journal Q1
journal Q1
Wen, W., Bai, X., & Hsu, L. T. (2023).3D Vision Aided GNSS Real-Time Kinematic Positioning for Autonomous Systems in Urban Canyons. NAVIGATION: Journal of the Institute of Navigation. https://doi.org/10.33012/navi.590
journal Q1 Featured
journal Q1
Huang, F., Wen, W., Zhang, J., Wang, C., & Hsu, L. T. (2023).Dynamic Object-aware LiDAR Odometry Aided by Joint Weightings Estimation in Urban Areas. IEEE Transactions on Intelligent Vehicles. https://doi.org/10.1109/tiv.2023.3338141
journal Q1
Chen, P., Guan, W., Huang, F., Zhong, Y., Wen, W., Hsu, L. T., & Lu, P. (2023).ECMD: An Event-Centric Multisensory Driving Dataset for SLAM. IEEE Transactions on Intelligent Vehicles. https://doi.org/10.1109/tiv.2023.3339144
journal Q1 Featured
Hsu, L. T., Huang, F., Ng, H. F., Zhang, G., Zhong, Y., Bai, X., & Wen, W. (2023).Hong Kong UrbanNav: An open-source multisensory dataset for benchmarking urban navigation algorithms. NAVIGATION: Journal of the Institute of Navigation. https://doi.org/10.33012/navi.602
conference
Zhong, Y., Wen, W., & Hsu, L.-T. (2023).Towards Accurate Vehicle-to-Pedestrian Relative Positioning Aided by Inter-Frame and Inter-Agent GNSS Measurement Collaboration Using Factor Graph Optimization for Smart Summon. Proceedings of the 36th International Technical Meeting of the Satellite Division of The Institute of Navigation (ION GNSS+ 2023). https://doi.org/10.33012/2023.19471
conference
Zheng, Xi, Wen, W., & Hsu, L.-T. (2023).Tightly-coupled Line Feature-aided Visual Inertial Localization within Lightweight 3D Prior Map for Intelligent Vehicles. 2023 IEEE 26th International Conference on Intelligent Transportation Systems (ITSC). https://doi.org/10.1109/itsc57777.2023.10422196
conference
Huang, F., Chen, H., Urtay, A., Dongzhe, Su, Wen, W., & Hsu, L.-T. (2023).Roadside Infrastructure assisted LiDAR/Inertial-based Mapping for Intelligent Vehicles in Urban Areas. 2023 IEEE 26th International Conference on Intelligent Transportation Systems (ITSC). https://doi.org/10.1109/itsc57777.2023.10422552
conference
Bai, X.& Hsu, L.-T. (2023).GVIM: GNSS/Visual/IMU/Map Integration Via Sliding Window Factor Graph Optimization in Urban Canyons. Proceedings of the 36th International Technical Meeting of the Satellite Division of The Institute of Navigation (ION GNSS+ 2023). https://doi.org/10.33012/2023.19458
conference
Bai, S., Wen, W., Hsu, L.-T., & Yue, Yu (2023).Factor Graph Optimization-based Indoor Pedestrian SLAM with Probabilistic Exact Activity Loop Closures using Smartphone. 2023 13th International Conference on Indoor Positioning and Indoor Navigation (IPIN). https://doi.org/10.1109/ipin57070.2023.10332510
conference
Liang, Q., Zhang, G., & Hsu, L.-T. (2023).An empirical multi-wall NLOS ranging model for Wi-Fi RTT indoor positioning. 2023 13th International Conference on Indoor Positioning and Indoor Navigation (IPIN). https://doi.org/10.1109/ipin57070.2023.10332471
conference
Huang, F., Wen, W., Zhang, G., Dongzhe, Su, & Hsu, L.-T. (2023).Adaptive Multi-Sensor Integrated Navigation System Aided by Continuous Error Map from RSU for Autonomous Vehicles in Urban Areas. 2023 IEEE 26th International Conference on Intelligent Transportation Systems (ITSC). https://doi.org/10.1109/itsc57777.2023.10422216

2022 (5)

patent
Hsu, L. T& Wen, W (2022).3D LiDAR Aided GNSS and the Method for NLOS Detection and Correction (US 2023/0033404 A1). U.S. Patent and Trademark Office. https://patents.google.com/patent/US20230033404A1
journal Q2
journal Q1
Wen, W. and Hsu L.-T. (2022).3D LiDAR Aided GNSS NLOS Mitigation in Urban Canyons. IEEE Transactions on Intelligent Transportation Systems. https://doi.org/10.1109/tits.2022.3167710
journal Q1
Zhang, L.& Hsu, L. T. and Zhang T. (2022).A Novel INS/USBL Integrated Navigation Scheme Via Factor Graph Optimization. IEEE Transactions on Vehicular Technology. https://doi.org/10.1109/tvt.2022.3177739
journal Q1
Wen, W.& Hsu, L. T. (2022).AGPC-SLAM: Absolute Ground Plane Constrained 3D LiDAR SLAM. NAVIGATION: Journal of the Institute of Navigation. https://doi.org/10.33012/navi.527

2021 (13)

patent
Zhang, G& Hsu, L. T (2021).3D map-aided GNSS cooperative positioning method and system (ZL 201910866398.X). China National Intellectual Property Administration. https://patents.google.com/patent/CN110426717B
journal unranked
S., H., Kan, Y.C., & Hsu, L.T. (2021).Localization Uncertainty Constrained Lateral PID Control with Aids of Fuzzy Logic Considering LiDAR NDT Matching Error. Journal of Aeronautics, Astronautics and Aviation, Series A.
journal Q2
journal Q1
journal Q1 Featured
journal Q1
H.F., N., Zhang, G., & Hsu, L. T. (2021).Urban Positioning: 3D Mapping Aided GNSS using Dual-Frequency Pseudorange Measurements from Smartphones. NAVIGATION: Journal of the Institute of Navigation. https://doi.org/10.1002/navi.448
journal Q1
journal Q1
journal Q2
journal Q1
journal Q1
journal Q2
journal Q1

2020 (8)

journal Q3
Meng, Q.& Hsu, L. T. (2020).Integrity for Autonomous Vehicles and Towards a Novel Alert Limit Determination Method. Proc. IMechE, Part D: Journal of Automobile Engineering. https://doi.org/10.1177/0954407020965760
journal Q2
journal Q1
journal Q1
journal Q1
Wen, W., Zhang, G., & Hsu, L. T. (2020).Object Detection Aided GNSS and Its Integration with LiDAR in Highly Urbanized Areas. IEEE Intelligent Transportation Systems Magazine. https://doi.org/10.1109/mits.2020.2994131
journal Q2
journal Q2
journal Q1
Zhang, G., Wen, W. Xu B., & Hsu, L. T. (2020).Extending Shadow Matching to Tightly-Coupled GNSS/INS Integration System. IEEE Transactions on Vehicular Technology. https://doi.org/10.1109/tvt.2020.2981093

2019 (4)

book
Hsu, L. T., Wen, W., & Zhang, G (2019).Chapter 2 - Vehicular Positioning System. Nova Science Publishers Inc.
journal unranked
Xue, D., Sun, R., & Hsu, L. T. (2019).Optimal Takeoff Time Assignment under Severe Weather. Journal of Aeronautics, Astronautics and Aviation, Series A.
journal Q3
journal Q1
Wen, W., Bai, X., Kan, Y.C., & Hsu, L. T. (2019).Tightly Coupled GNSS/INS Integration Via Factor Graph and Aided by Fish-eye Camera. IEEE Transactions on Vehicular Technology. https://doi.org/10.1109/tvt.2019.2944680

2017 (1)

journal Q1
Hsu, L.T., Y., G., & Kamijo, S. (2017).Intelligent Viaduct Recognition and Driving Altitude Determination using GPS Data. IEEE Transactions on Intelligent Vehicles. https://doi.org/10.1109/tiv.2017.2737325

2016 (6)

journal Q3
journal Q2
Y., G., Hashimoto, Y., Hsu, L. T., Iryo-Asano, M., & Kamijo, S. (2016).Human-like motion planning model for driving in signalized intersections. IATSS Research. https://doi.org/10.1016/j.iatssr.2016.11.002
journal Q4
Huang, Y., Hsu, L.T., Y., G., Wang, H., & Kamijo, S. (2016).Database Calibration for Outdoor Wi-Fi Positioning System. IEICE Transactions. https://doi.org/10.1587/transfun.e99.a.1683
journal Q4
journal Q1
journal Q1
Hashimoto, Y., Y., G., Hsu, L. T., Iryo-Asano, M., & Kamijo, S. (2016).A probabilistic model of pedestrian crossing behavior at signalized intersections for connected vehicles. Transportation Research Part C-Emerging Technologies. https://doi.org/10.1016/j.trc.2016.07.011

2011 (2)

magazine
Hsu, L. T., Tsai, W. M., & Jan, S. S. (2011).Real-Time Indoor Location Based Service Test Bed I. Coordinates Magazine.
magazine
Hsu, L. T, Tsai, W. M, & Jan, S. S (2011).Real Time Indoor Location Based Service Test Bed (II). Coordinates Magazine.

2009 (1)

journal unranked
Hsu, L. T., Tsai, W. M., & Jan, S. S. (2009).Development of Indoor Positioning and Location Based Information Test Bed. Journal of Aeronautics, Astronautics and Aviation, Series A.