A systematic review of machine learning techniques for GNSS use cases

A Siemuri, K Selvan, H Kuusniemi… - … on Aerospace and …, 2022 - ieeexplore.ieee.org
In terms of the availability and accuracy of positioning, navigation, and timing (PNT), the
traditional Global Navigation Satellite System (GNSS) algorithms and models perform well …

Prediction on the urban GNSS measurement uncertainty based on deep learning networks with long short-term memory

G Zhang, P Xu, H Xu, LT Hsu - IEEE Sensors Journal, 2021 - ieeexplore.ieee.org
The GNSS performance could be significantly degraded by the interferences in an urban
canyon, such as the blockage of the direct signal and the measurement error due to …

DNN-based approach to mitigate multipath errors of differential GNSS reference stations

D Min, M Kim, J Lee, MS Circiu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
One of the major error components of differential global navigation satellite systems is a
multipath error in a reference station. This paper introduces a deep neural network based …

T‐SPP: Improving GNSS Single‐Point Positioning Performance Using Transformer‐Based Correction

F Wu, L Wei, H Luo, F Zhao, X Ma… - International Journal of …, 2024 - Wiley Online Library
GNSS (global navigation satellite systems) technology enables high‐precision single‐point
positioning (SPP) in open environments. However, the accuracy of GNSS positioning is …

INS Aided GNSS Pseudo-range Error Prediction Using Machine Learning for Urban Vehicle Navigation

T Zhang, L Zhou, X Feng, J Shi, Q Zhang… - IEEE Sensors …, 2024 - ieeexplore.ieee.org
Global navigation satellite system (GNSS) is being extensively applied in different
navigation applications. However, GNSS direct signals are easily affected by multipath and …

[引用][C] DNN 기반다중경로오차완화기법을적용한DGNSS 시스템성능분석

민동찬, 이지윤 - 한국항공우주학회학술발표회초록집, 2020 - dbpia.co.kr
UAM (Urban Air Mobility) 은 차세대 항공 교통수단으로 많은 관심을 받고 있다. UAM 이 도심간
또는도심 내에서의 교통 수단으로 자리 매김 하기 위해서풀어야할 가장 큰 문제 중 하나는 항법 …

[引用][C] CORS 데이터를사용한신경망기반다중경로오차완화기법성능분석

민동찬, 김민찬, 이진실, 이지윤 - 한국항공우주학회학술발표회초록집, 2019 - dbpia.co.kr
위성항법시스템은 위성으로부터 송신된 신호를사용자 수신기에서 수신하여 사용자의 위치를
추정할수 있게 해주는 시스템이다. 이때 신호는 지구대기권을 통과하여 사용자에게 수신 되기 …