Li-Ta Hsu

IPNL — Intelligent Positioning and Navigation Laboratory

Department of Aeronautical and Aviation Engineering, The Hong Kong Polytechnic University

GNSS Urban Navigation Sensor Fusion Integrity Monitoring Factor Graph Optimization
Research Publications Join Us

Research Themes

Robust GNSS Positioning in Urban Environments

Multipath/NLOS detection, mitigation, non-Gaussian modeling, and integrity monitoring for reliable positioning in dense cities.

GNSSmultipathNLOSintegrityurban canyon

Factor Graph Optimization for GNSS and GNSS/INS

Factor graphs and probabilistic optimization for GNSS/INS fusion, constraint-aware positioning, and urban precise positioning.

factor graphoptimizationGNSS/INSEKF alternativeprecise positioning

3D Mapping-Aided Positioning and Environment Awareness

Using 3D city models, LiDAR reconstruction, and prior maps for positioning and reliability assessment.

3D mapping3DMA GNSSLiDARcity modelenvironment awareness

Tightly Coupled Multi-Sensor Fusion

GNSS/LiDAR/IMU/camera fusion frameworks for continuous, drift-free navigation in adverse conditions.

multi-sensor fusionLiDARIMUcameravisual-inertialGNSS/INS

Smartphone and Android GNSS Positioning

Models and inference robust to low-cost sensors, urban positioning improved by learning and probabilistic fusion.

smartphoneAndroid GNSSlow-cost sensorsurban positioningmachine learning

Indoor Positioning and Indoor Navigation

UWB/INS integration, indoor navigation systems, and deployment constraints.

indoor positioningindoor navigationUWBINSBIM

Flagship Projects

UrbanNav

ongoing

Open multisensory dataset for benchmarking urban navigation algorithms in Hong Kong

Funding: Google, RGC, and other sources

GraphGNSSLib

ongoing

An open-source library for GNSS positioning using factor graph optimization

Integrity-Constrained Factor Graph Optimization

ongoing

Safety-critical GNSS positioning with integrity monitoring using factor graph frameworks

Funding: RGC Research Impact Fund (R5009-21)

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People

Principal Investigator

Li-Ta Hsu

Li-Ta Hsu

PI

2017-present

Postdoctoral Fellows

Max Jwo-Lem Lee

Max Jwo-Lem Lee

Postdoctoral Fellow

2025-present

Penggao Yan

Penggao Yan

Postdoctoral Fellow

2024-present

Penghui Xu

Penghui Xu

Postdoctoral Fellow

2024-present

Runzhi Hu

Runzhi Hu

Postdoctoral Fellow

2026-present

Yihan Zhong

Yihan Zhong

Postdoctoral Fellow

2026-present

PhD Students

Baoshan Song

Baoshan Song

PhD Student

2023-present

Chin-Lok Tsang

Chin-Lok Tsang

PhD Student

2022-present

DS

Dongzhe Su

PhD Student

2023-present

Haosheng Xu

Haosheng Xu

PhD Student

2020-present

Hongmin Zhang

Hongmin Zhang

PhD Student

2022-present

LQ

Liang Qian

PhD Student

2025-present

Meiling Su

Meiling Su

PhD Student

2023-present

Xiao Xia

Xiao Xia

PhD Student

2022-present

Yuan Li

Yuan Li

PhD Student

2023-present

ZL

Zhengdao Li

PhD Student

2024-present

ZZ

Zhi Zhan

PhD Student

2025-present

MSc Students

HH

He Hanming

MSc Student

2026-present

LM

Louie Man

MSc Student

2026-present

YZ

Yuhao Zhang

MSc Student

2026-present

Administrative Staff

RC

Ruoyu Chen (Monica)

Administrative Staff

YH

Yuzhu Hu

Administrative Staff

Research Assistants

CA

Chong Alex Hiu Hei

Research Assistant

Deng Xiao

Deng Xiao

Research Assistant

2026-present

HS

Huang Sen

Research Assistant

2025-present

LY

Luling Yuan

Research Assistant

ND

Ng Derek Hoi Wah

Research Assistant

SUN Peiyue

SUN Peiyue

Research Assistant

2026-present

Xie Ning

Xie Ning

Research Assistant

2026-present

View all members →

Latest News

15 Jan 2025 recognition

Dr. Hsu named in Stanford Top 2% Most-Cited Scientists

Dr. Li-Ta Hsu has been listed among the top 2% most-cited scientists worldwide in the Stanford/Elsevier ranking for five consecutive years (2021-2025).

10 Jan 2025 leadership

Dr. Hsu re-elected as ION Technical Representative

Dr. Hsu was re-elected as Technical Representative to the ION Council, continuing his leadership role in the navigation community.

22 Oct 2024 leadership

Dr. Hsu serves as General Chair for IPIN 2024

Dr. Hsu served as General Chair for the International Conference on Indoor Positioning and Indoor Navigation (IPIN) 2024 at PolyU.

18 Sep 2024 award

UrbanNav paper receives ION Most Cited Paper Award

The Hong Kong UrbanNav dataset paper received the Most Cited Paper Award from the journal NAVIGATION.

31 Aug 2024 milestone

Dr. Hsu completes visiting researcher position at Google

Dr. Hsu completed a 20-month visiting researcher position with the Google Android Context team, working on smartphone GNSS positioning.

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Selected Publications

journal Featured
Ng H.F, Hsu L.T
IEEE Transactions on Aerospace and Electronic Systems (2021)
journal Featured
Wen W, Pfeifer T, Bai X, Hsu L. T
Navigation, Journal of Institute of Navigation (2021)
journal Featured
Liu X, Wen W, Hsu L. T
IEEE Transactions on Intelligent Vehicles (2023)
journal Featured
Hsu L. T, Huang F, Ng H. F, Zhang G, Zhong Y, Bai X, Wen W
NAVIGATION: Journal of the Institute of Navigation (2023)
journal Featured
Xu P, Zhang G, Yang B, Hsu L. T
Applied Soft Computing (2023)
journal Featured
Ng H.F, Zhang G, Hsu L. T
IEEE Sensors Journal (2021)

View all publications →

Open Resources

dataset

UrbanNav Dataset

Open multisensory dataset for benchmarking positioning and urban navigation algorithms

License: MIT
software

GraphGNSSLib

Open-source GNSS positioning library using factor graph optimization (C/C++)

License: BSD
software

GPS_VT_SDR

GPS vector tracking software-defined receiver hosted on the NOAA GPS Toolbox

License: Public

Join IPNL

We are looking for PhD students, postdocs, and visiting researchers in GNSS, positioning, and navigation.

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