Publications
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Publication Summary (as of February 2026): 66 journal papers, 60 conference papers ¡ Total citations: 3,124 ¡ h-index: 29 ¡ *: Corresponding author
Journal Publications (66)
2025 (19)
- Fisheye Image/GNSS Based Multimodal Learning for GNSS NLOS/Multipath Correction: Enhancing Vehicle Positioning in Urban Canyons for Autonomous Driving.
IEEE Transactions on Vehicular Technology, 2025. - 3-D LiDAR-Aided GNSS NLOS Mitigation for Reliable GNSS-RTK Positioning in Urban Canyons.
IEEE Transactions on Instrumentation and Measurement, 74, 1-15, 2025. - EIRM-RL: Epistemic Integrity Risk Monitoring Inspired Safe Reinforcement Learning for Trustworthy Autonomous Navigation.
IEEE Internet of Things Journal, 13(2), 3500-3512, 2025. - POPL-SLAM: A Pose-Only Representation-Based Visual-Inertial SLAM With Point and Structural Line Features.
IEEE Transactions on Aerospace and Electronic Systems, 62, 1509-1525, 2025. - Learning Safe, Optimal, Real-Time Flight Interaction with Deep Confidence-enhanced Reachability Guarantee.
IEEE Transactions on Intelligent Transportation Systems, 2025. - Unified Sufficient Conditions for Exact Convex Relaxation of Nonconvex Optimal Control Problems.
IEEE Transactions on Aerospace and Electronic Systems, 2025. - Tightly Joined Positioning and Control Model for Unmanned Aerial Vehicles Based on Factor Graph Optimization.
IEEE Transactions on Vehicular Technology, 2025. - Safety-quantifiable Line Feature-based Monocular Visual Localization with 3D Prior Map.
IEEE Transactions on Intelligent Transportation Systems, 2025. - 3D LiDAR Aided GNSS NLOS Correction by Direction-of-Arrival Estimation Using Doppler Measurements in Urban Canyons.
IEEE Transactions on Intelligent Transportation Systems, 2025. - Self-Attention-Enhanced PSW-LSTM for 3D Indoor Pedestrian Positioning with Integrated WiFi, Magnetometer and Barometer Sensors.
IEEE Transactions on Instrumentation and Measurement, 2025. - Continuous Error Map Aided Adaptive Multi-Sensor Integration for Connected Autonomous Vehicles in Urban Scenarios.
IEEE Transactions on Instrumentation and Measurement, 2025. - Online Dynamic Model Calibration for Reliable Control of Quadrotor Based on Factor Graph Optimization.
IEEE Transactions on Aerospace and Electronic Systems, 2025. - Fault Detection Algorithm for Gaussian Mixture Noises: An Application in Lidar/IMU Integrated Localization Systems.
NAVIGATION: Journal of the Institute of Navigation, 72(1), 2025. - Multi-Sensor Plug-and-Play Navigation Based on Resilient Information Filter.
IEEE Sensors Journal, 2025. - A Novel Lie Group-based Reliable IMM Estimation Method for SINS/GNSS/OD/NHC Integrated Navigation in Complex Environments.
IEEE Internet of Things Journal, 2025. - Graph-Based Indoor 3D Pedestrian Location Tracking With Inertial-Only Perception.
IEEE Transactions on Mobile Computing, 2025. - pyrtklib: An Open-source Package for Tightly Coupled Deep Learning and GNSS Integration for Positioning in Urban Canyons.
IEEE Transactions on Intelligent Transportation Systems, 2025. - Urban GNSS Positioning for Consumer Electronics: 3D Mapping and Advanced Signal Processing.
IEEE Transactions on Consumer Electronics, 2025.
2024 (15)
- 3DIO: Low-Drift 3D Deep-Inertial Odometry for Indoor Localization Using an IMU.
IEEE Internet of Things Journal, 2024. - Enhancing Smartphone-based Pedestrian Positioning: Using Factor Graph Optimization with Indoor/Outdoor Detection for 3DMA GNSS/Visual-Inertial State Estimation.
Journal of Data Science and Intelligent Systems, 2024. - Towards Persistent Spatial Awareness: A Review of Pedestrian Dead Reckoning-Centric Indoor Positioning with Smartphones.
IEEE Transactions on Instrumentation and Measurement, 2024. - Safety-Quantifiable Planar-Feature-based LiDAR Localization with a Prior Map for Intelligent Vehicles in Urban Scenarios.
IEEE Transactions on Intelligent Vehicles, 2024. - A Novel Consistent-Robust SINS/GNSS/NHC Integrated Navigation Method for Autonomous Vehicles Under Intermittent GNSS Outage.
IEEE Transactions on Intelligent Vehicles, 2024. - Integrity-Constrained Factor Graph Optimization for GNSS Positioning in Urban Canyons.
NAVIGATION: Journal of the Institute of Navigation, 2024. - Subspace-based Adaptive GMM Error Modeling for Fault-Aware Pseudorange-based Positioning in Urban Canyons.
IEEE Transactions on Intelligent Vehicles, 2024. - Towards High-definition Vector Map Construction Based on Multi-sensor Integration for Intelligent Vehicles: Systems and Error Quantification.
IET Intelligent Transport Systems, 18(8), 1477-1493, 2024. - Factor Graph Optimization-Based Smartphone IMU-Only Indoor SLAM With Multi-Hypothesis Turning Behavior Loop Closures.
IEEE Transactions on Aerospace and Electronic Systems, 2024. - Tightly-coupled Visual/Inertial/Map Integration with Observability Analysis for Reliable Localization of Intelligent Vehicles.
IEEE Transactions on Intelligent Vehicles, 2024. - Nonlinearity-aware ZUPT-aided Pedestrian Inertial Navigation based on Cubature Kalman Filter in Urban Canyons.
IEEE Transactions on Instrumentation and Measurement, 2024. - Indoor Altitude Estimation Assisted by Inertial Compensation and Online Floor Modeling.
Measurement Science and Technology, 35(12), 126302, 2024. - FGO-MFI: Factor Graph Optimization-based Multi-sensor Fusion and Integration for Reliable Localization.
Measurement Science and Technology, 35(8), 086303, 2024. - Trajectory Smoothing Using GNSS/PDR Integration Via Factor Graph Optimization in Urban Canyons.
IEEE Internet of Things Journal, 2024. - Enhancing GNSS Positioning Accuracy for Road Monitoring Systems: A Factor Graph Optimization Approach Aided by Geospatial Information.
IEEE Transactions on Instrumentation and Measurement, 73, 1-12, 2024.
2023 (9)
- Low-cost Solid-state LiDAR/Inertial Based Localization with Prior Map for Autonomous Systems in Urban Scenarios.
IET Intelligent Transport Systems, 17(3), 474-486, 2023. - 3D Vision Aided GNSS Real-time Kinematic Positioning for Autonomous Systems in Urban Canyons.
NAVIGATION: Journal of the Institute of Navigation, 2023.
[Paper] - Hong Kong UrbanNav: An Open-Source Multisensory Dataset for Benchmarking Urban Navigation Algorithms.
NAVIGATION: Journal of the Institute of Navigation, 70(4), 2023. - GLIO: Tightly-coupled GNSS/LiDAR/IMU Integration for Continuous and Drift-free State Estimation of Intelligent Vehicles in Urban Areas.
IEEE Transactions on Intelligent Vehicles, 2023.
[Code] - Integration of Vehicle Dynamic Model and System Identification Model for Extending the Navigation Service Under Sensor Failures.
IEEE Transactions on Intelligent Vehicles, 2023. - Dynamic Object-Aware LiDAR Odometry Aided by Joint Weightings Estimation in Urban Areas.
IEEE Transactions on Intelligent Vehicles, 2023. - ECMD: An Event-Centric Multisensory Driving Dataset for SLAM.
IEEE Transactions on Intelligent Vehicles, 2023. - An Improved Inertial Preintegration Model in Factor Graph Optimization for High Accuracy Positioning of Intelligent Vehicles.
IEEE Transactions on Intelligent Vehicles, 2023. - Deep Learning in Autonomous Surface Ships: Current Development and Challenges.
Journal of Marine Science and Application, 2023.
2022 (6)
- 3D LiDAR Aided GNSS NLOS Mitigation in Urban Canyons.
IEEE Transactions on Intelligent Transportation Systems, 2022.
[Paper] [Video] - AGPC-SLAM: Absolute Ground Plane Constrained 3D Lidar SLAM.
NAVIGATION: Journal of the Institute of Navigation, 69(3), 2022. - Continuous and Precise Positioning in Urban Environments by Tightly Coupled Integration of GNSS, INS and Vision.
IEEE Robotics and Automation Letters, 7(4), 11458-11465, 2022. - Time-correlated Window Carrier-phase Aided GNSS Positioning in Urban Canyons.
IEEE Transactions on Aerospace and Electronic Systems, 2022. - Point-wise or Feature-wise? Benchmark Comparison of Public Available LiDAR Odometry Algorithms in Urban Canyons.
IEEE Intelligent Transportation Systems Magazine, 2022. - GNSS-RTK Adaptively Integrated with LiDAR/IMU Odometry for Continuously Global Positioning in Urban Canyons.
Applied Sciences, 12(10), 5193, 2022.
2021 (5)
- GNSS Outlier Mitigation via Graduated Non-convexity Factor Graph Optimization.
IEEE Transactions on Vehicular Technology, 71(1), 297-310, 2021. - Factor Graph Optimization for GNSS/INS Integration: A Comparison with the Extended Kalman Filter.
NAVIGATION: Journal of the Institute of Navigation, 68(2), 315-331, 2021.
[Video] - Coarse-to-Fine Loosely-Coupled LiDAR-Inertial Odometry for Urban Positioning and Mapping.
Remote Sensing, 13(12), 2371, 2021. - 3D Point Clouds Data Super Resolution-Aided LiDAR Odometry for Vehicular Positioning in Urban Canyons.
IEEE Transactions on Vehicular Technology, 70(5), 4098-4112, 2021. - Degeneration-Aware Outlier Mitigation for Visual Inertial Integrated Navigation System in Urban Canyons.
IEEE Transactions on Instrumentation and Measurement, 70, 1-15, 2021.
2020 (6)
- Extending Shadow Matching to Tightly-coupled GNSS/INS Integration System.
IEEE Transactions on Vehicular Technology, 69(5), 4979-4991, 2020. - 3D Mapping Database Aided GNSS Based Collaborative Positioning Using Factor Graph Optimization.
IEEE Transactions on Intelligent Transportation Systems, 2020. - Object-Detection-Aided GNSS and Its Integration With Lidar in Highly Urbanized Areas.
IEEE Intelligent Transportation Systems Magazine, 12(3), 53-69, 2020. - Multi-agent Collaborative GNSS/Camera/INS Integration Aided by Inter-ranging for Vehicular Navigation in Urban Areas.
IEEE Access, 8, 124323-124338, 2020. - Using Sky-pointing Fish-eye Camera and LiDAR to Aid GNSS Single-point Positioning in Urban Canyons.
IET Intelligent Transport Systems, 14(8), 908-914, 2020. - Robust Visual-inertial Integrated Navigation System Aided by Online Sensor Model Adaption for Autonomous Ground Vehicles in Urban Areas.
Remote Sensing, 12(10), 1686, 2020.
2019 (5)
- GNSS NLOS Exclusion Based on Dynamic Object Detection Using LiDAR Point Cloud.
IEEE Transactions on Intelligent Transportation Systems, 2019. - Correcting NLOS by 3D LiDAR and Building Height to Improve GNSS Single Point Positioning.
NAVIGATION: Journal of the Institute of Navigation, 66(4), 705-718, 2020. - Tightly Coupled GNSS/INS Integration via Factor Graph and Aided by Fish-eye Camera.
IEEE Transactions on Vehicular Technology, 68(11), 10651-10662, 2019. - Rectification of GNSS-based Collaborative Positioning Using 3D Building Models in Urban Areas.
GPS Solutions, 23(3), 83, 2019. - Uncertainty Estimation of LiDAR Matching Aided by Dynamic Vehicle Detection and High Definition Map.
Electronics Letters, 55(6), 348-349, 2019.
2018 & Earlier (2)
- Perceived Environment Aided GNSS Single Point Positioning: An Example using LiDAR Scanner.
Inside GNSS, 2019. - Performance Analysis of NDT-based Graph SLAM for Autonomous Vehicle in Diverse Typical Driving Scenarios of Hong Kong.
Sensors, 18(11), 3928, 2018.
Conference Publications (60)
2025 (9)
- Roadside GNSS Aided Multi-Sensor Integrated System for Vehicle Positioning in Urban Areas.
2025 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). - Watch Your Position: Neural Inertial Localization with a Single Wrist-worn Device.
2025 IEEE/ION PLANS. - Learning-Based Wifi-IMU Fusion for Unconstrained Pedestrian Indoor Localization.
2025 44th Chinese Control Conference (CCC), 3591-3596. - Two Stage GNSS Outlier Detection for Factor Graph Optimization Based GNSS-RTK/INS/Odometer Fusion.
arXiv:2510.00524, 2025.
[Paper] - Certifiably Optimal Satellite Orbit Determination Based on Doppler Measurements for Low-Earth-Orbit Satellites.
2025 IEEE/ION PLANS. - Paired Cauchy-Gaussian Overbound for Not Symmetric Unimodal Heavy-tailed Distributions.
2025 IEEE/ION PLANS, 214-225. - Tightly Coupled Low-cost GNSS-RTK/INS/Odometer Integration Via Factor Graph Optimization Aided by GNSS Outlier Mitigation in Urban Canyons.
European Navigation Conference 2024. - GNSS/Map Integration with Batch Factor Graph Optimization for Reliable Trajectory Estimation in Urban Canyon.
2025 IEEE/ION PLANS, 1411-1416. - Tightly-Coupled Wi-Fi/LiDAR/Inertial Integration via Factor Graph Optimization for UAS.
2025 IEEE/ION PLANS, 648-653.
2024 (11)
- Safe-Assured Learning-Based Deep SE(3) Motion Joint Planning and Control for UAV Interactions with Dynamic Environments.
IEEE ITSC 2024. - DGNSS Corrected Pseudorange and TDCP Measurements using Differentiable Factor Graph Optimization (DFGO).
ION GNSS+ 2024. - Factor Graph Optimization Based Multi Epoch Ambiguity Resolution for GNSS RTK and its Evaluation in Hong Kong Urban Canyons.
ION GNSS+ 2024. - Invariant Extended Kalman Filtering for Pedestrian Deep-Inertial Odometry.
ISPRS Archives, 2024. - SUG-UAV Multirotor Dataset with Multi-sensor Integration in Indoor and Urban Areas.
IPIN 2024. - 3D Indoor Localization via Universal Signal Fingerprinting Powered by LSTM.
IPIN 2024. - Tightly Joined Positioning and Control Model for Unmanned Aerial Vehicles Based on Factor Graph Optimization.
arXiv:2404.14724, 2024. - LiDAR Stereo Visual Inertial Pose Estimation Based on Feedforward and Feedbacks.
ICUAS 2024, 1042-1049. - RELEAD: Resilient Localization with Enhanced LiDAR Odometry in Adverse Environments.
IEEE ICRA 2024, 3999-4005. - ColRIO: LiDAR-Ranging-Inertial Centralized State Estimation for Robotic Swarms.
IEEE ICRA 2024, 3920-3926. - A Fault Detection Algorithm for LiDAR/IMU Integrated Localization Systems with Non-Gaussian Noises.
ION ITM 2024.
2023 (15)
- 3D LiDAR Aided GNSS NLOS Correction with Direction of Arrival Estimation Using Doppler Measurements.
ION GNSS+ 2023. - A New GNSS Ambiguity Resolution Method Through Mixed Integer Programming.
ION GNSS+ 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.
ION GNSS+ 2023. - Differentiable Factor Graph Optimization with Intelligent Covariance Adaptation for Accurate Smartphone Positioning.
ION GNSS+ 2023. - Tightly-coupled Line Feature-aided Visual Inertial Localization within Lightweight 3D Prior Map for Intelligent Vehicles.
IEEE ITSC 2023. - Roadside Infrastructure Assisted LiDAR/Inertial-based Mapping for Intelligent Vehicles in Urban Areas.
IEEE ITSC 2023. - Adaptive Multi-Sensor Integrated Navigation System Aided by Continuous Error Map from RSU for Autonomous Vehicles in Urban Areas.
IEEE ITSC 2023. - Fisheye Camera Aided GNSS NLOS Detection and Learning-Based Pseudorange Bias Correction for Intelligent Vehicles in Urban Canyons.
IEEE ITSC 2023. - Tightly Joining Positioning and Control for Trustworthy Unmanned Aerial Vehicles Based on Factor Graph Optimization in Urban Transportation.
IEEE ITSC 2023. - Factor Graph Optimization-based Indoor Pedestrian SLAM with Probabilistic Exact Activity Loop Closures Using Smartphone.
IPIN 2023. - Multi-robot Cooperative LiDAR SLAM for Efficient Mapping in Urban Scenes.
ISPRS MMT 2023. - LiDAR Feature Outlier Mitigation Aided by Graduated Non-Convexity Relaxation for Safety-Critical Localization in Urban Canyons.
IEEE/ION PLANS 2023, 660-664. - Integrity-constrained Factor Graph Optimization for GNSS Positioning.
IEEE/ION PLANS 2023, 414-420. - Extending Navigation Service under Sensor Failures: An Approach by Integrating System Identification and Vehicle Dynamic Model.
IEEE/ION PLANS 2023, 630-636. - Integration of Vehicle Dynamic Model and System Identified Model for Navigation in Autonomous Mobile Robots.
ION ITM 2023.
2022 (5)
- GNSS Outlier Mitigation in Urban Areas Using Sparse Estimation Based on Factor Graph Optimization.
IEEE ITSC 2022. - LiDAR Aided Cycle Slip Detection for GNSS Real-Time Kinematic Positioning in Urban Environments.
IEEE ITSC 2022. - 3D LiDAR Aided GNSS Real-time Kinematic Positioning via Coarse-to-fine Batch Optimization for High Accuracy Mapping in Dense Urban Canyons.
ION GNSS+ 2022. - Factor Graph Optimization for Tightly-coupled GNSS Pseudorange/Doppler/Carrier Phase/INS Integration: Performance in Urban Canyons of Hong Kong.
ION GNSS+ 2022. - Real-time Factor Graph Optimization Aided by Graduated Non-convexity Based Outlier Mitigation for Smartphone Decimeter Challenge.
ION GNSS+ 2022.
2021 (7)
- Continuous GNSS-RTK Aided by LiDAR/Inertial Odometry with Intelligent GNSS Selection in Urban Canyons.
ION GNSS+ 2021. - 3D Mapping Aided GNSS Using Gauss-Newton Algorithm: An Example on GNSS Shadow Matching.
ION GNSS+ 2021. - 3D LiDAR Aided GNSS Real-time Kinematic Positioning.
ION GNSS+ 2021, 2212-2220.
[Paper] [Video] - A Coarse-to-fine LiDAR-based SLAM with Dynamic Object Removal in Dense Urban Areas.
ION GNSS+ 2021. - Integrity Monitoring for GNSS Positioning Via Factor Graph Optimization in Urban Canyons.
ION GNSS+ 2021, 1508-1515.
[Paper] [Video] - UrbanNav: An Open-sourced Multisensory Dataset for Benchmarking Positioning Algorithms Designed for Urban Areas.
ION GNSS+ 2021. - Towards Robust GNSS Positioning and Real-time Kinematic Using Factor Graph Optimization.
IEEE ICRA 2021, 5884-5890.
[Paper] [Video] [Code]
2020 (5)
- 3D LiDAR Aided GNSS and its Tightly Coupled Integration with INS via Factor Graph Optimization.
ION GNSS+ 2020, 1649-1672.
[Paper] [Video] - GNSS/LiDAR Integration Aided by Self-adaptive Gaussian Mixture Models in Urban Scenarios: An Approach Robust to Non-Gaussian Noise.
IEEE/ION PLANS 2020, 647-654. - New Integrated Navigation Scheme for the Level 4 Autonomous Vehicles in Dense Urban Areas.
IEEE/ION PLANS 2020, 297-305. - Perception-aided Visual-inertial Integrated Positioning in Dynamic Urban Areas.
IEEE/ION PLANS 2020, 1563-1571. - UrbanLoco: A Full Sensor Suite Dataset for Mapping and Localization in Urban Scenes.
IEEE ICRA 2020, 2310-2316.
[Paper] [Video] [Code]
2019 (4)
- Performance Comparison of GNSS/INS Integrations based on EKF and Factor Graph Optimization.
ION GNSS+ 2019, 3019-3032. - Real-time GNSS NLOS Detection and Correction Aided by Sky-Pointing Camera and 3D LiDAR.
ION Pacific PNT 2019. - Robust Localization Using 3D NDT Matching and Beam Model for Autonomous Vehicles in an Urban Scenario with Dynamic Obstacles.
MMT 2019. - Performance Analysis of Visual/Inertial Integrated Positioning in Typical Urban Scenarios of Hong Kong.
APCATS 2019.
2018 (4)
- A Novel GNSS based V2V Cooperative Localization to Exclude Multipath Effect Using Consistency Checks.
IEEE/ION PLANS 2018, 1465-1472. - Exclusion of GNSS NLOS Receptions Caused by Dynamic Objects in Heavy Traffic Urban Scenarios Using Real-time 3D Point Cloud: An Approach without 3D Maps.
IEEE/ION PLANS 2018, 158-165.
[Paper] - Correcting GNSS NLOS by 3D LiDAR and Building Height.
ION GNSS+ 2018, 3156-3168.
[Paper] - Collaborative GNSS Positioning with the Aids of 3D City Models.
ION GNSS+ 2018.
Selected Open-sourced Code and Datasets
- GraphGNSSLib â 573+
- UrbanNav Dataset â 536+
- UrbanLoco Dataset â 452+
- GLIO â 335+
- pyrtklib â 109+