Deep learning for inertial positioning: A survey

C Chen, X Pan - IEEE Transactions on Intelligent Transportation …, 2024 - ieeexplore.ieee.org
Inertial sensors are widely utilized in smartphones, drones, vehicles, and wearable devices,
playing a crucial role in enabling ubiquitous and reliable localization. Inertial sensor-based …

Magnetic field-enhanced learning-based inertial odometry for indoor pedestrian

Y Wang, J Kuang, Y Li, X Niu - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Pedestrian dead-reckoning (PDR) is a vital technique in pedestrian localization. Compared
with traditional PDR, learning-based inertial odometry has the advantages of smaller …

ulidr: An inertial-assisted unmodulated visible light positioning system for smartphone-based pedestrian navigation

X Yang, H Zhang, Y Zhuang, Y Wang, M Shi, Y Xu - Information Fusion, 2025 - Elsevier
Abstract Visible Light Positioning (VLP) techniques have attracted considerable attention
owing to their cost-effectiveness, high precision, and ubiquitous infrastructure. However …

A novel deep odometry network for vehicle positioning based on smartphone

J Wang, D Weng, X Qu, W Ding… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Smartphone with multiple sensors integration has been widely used for navigation. The
inertial measurement unit (IMU) embedded in smartphones has been widely used for …

Multiple and Gyro-Free Inertial Datasets

Z Yampolsky, Y Stolero, N Pri-Hadash, D Solodar… - Scientific Data, 2024 - nature.com
An inertial navigation system (INS) utilizes three orthogonal accelerometers and gyroscopes
to determine platform position, velocity, and orientation. There are countless applications for …

CrowdMagMap: Crowdsourcing based magnetic map construction for shopping mall

Y Wang, J Kuang, T Liu, X Niu… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Indoor positioning is an important part of supporting the Internet of Things and location-
based services. Crowdsourcing-based magnetic map construction is a key technology to …

Waveform-guide transformation of IMU measurements for smartphone-based localization

K Han, SM Yu, SW Ko, SL Kim - IEEE Sensors Journal, 2023 - ieeexplore.ieee.org
Pedestrian dead reckoning (PDR) is one key localization technique using inertial
momentum units (IMU) installed on a smartphone. However, IMU measurements are …

SdoNet: Speed Odometry Network and Noise Adapter for Vehicle Integrated Navigation

X Wang, Y Zhuang, X Cao, Q Li, Z Wang… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
The emerging applications of the Internet of Things (IoT), such as driverless cars, have an
increasing need for precise vehicle positioning. Inertial navigation systems (INSs) became a …

ResMixer: A lightweight residual mixer deep inertial odometry for indoor positioning

R Lai, Y Tian, J Tian, J Wang, N Li… - IEEE Sensors …, 2024 - ieeexplore.ieee.org
Deep learning has the potential to enhance both the performance and efficiency of indoor
positioning using inertial measurement units (IMUs). Many existing deep learning methods …

R-AFNIO: Redundant IMU fusion with attention mechanism for neural inertial odometry

B Yang, X Wang, F Huang, X Cao, Z Zhang - Expert Systems with …, 2025 - Elsevier
Abstract Inertial Navigation Systems (INS) play an increasing role in automotive electronics
and aerospace applications, particularly in autonomous vehicles, due to their low …