machine learning

• Automatic detection of ionospheric scintillation-like GNSS satellite oscillator anomaly using a machine-learning algorithm

  Yunxiang Liu and Y. Jade Morton

  • NAVIGATION: Journal of the Institute of Navigation September 2020, 67 (3)651-662;
  • DOI: https://doi.org/10.1002/navi.385
• Improved Automatic Detection of GPS Satellite Oscillator Anomaly using a Machine Learning Algorithm

  Yunxiang Liu, and Y. Jade Morton

  • NAVIGATION: Journal of the Institute of Navigation March 2022, 69 (1)navi.500;
  • DOI: https://doi.org/10.33012/navi.500
• Designing Low-Correlation GPS Spreading Codes with a Natural Evolution Strategy Machine-Learning Algorithm

  Tara Yasmin Mina, and Grace Xingxin Gao

  • NAVIGATION: Journal of the Institute of Navigation March 2022, 69 (1)navi.506;
  • DOI: https://doi.org/10.33012/navi.506
• Regional Ionosphere Delay Models Based on CORS Data and Machine Learning

  Randa Natras, Andreas Goss, Dzana Halilovic, Nina Magnet, Medzida Mulic, Michael Schmidt, and Robert Weber

  • NAVIGATION: Journal of the Institute of Navigation September 2023, 70 (3)navi.577;
  • DOI: https://doi.org/10.33012/navi.577
• Optimized Position Estimation in Mobile Multipath Environments Using Machine Learning

  Nesreen I. Ziedan

  • NAVIGATION: Journal of the Institute of Navigation June 2023, 70 (2)navi.569;
  • DOI: https://doi.org/10.33012/navi.569
• Learning GNSS Positioning Corrections for Smartphones Using Graph Convolution Neural Networks

  Adyasha Mohanty and Grace Gao

  • NAVIGATION: Journal of the Institute of Navigation December 2023, 70 (4)navi.622;
  • DOI: https://doi.org/10.33012/navi.622
• Spatiotemporal Deep Learning Network for High-Latitude Ionospheric Phase Scintillation Forecasting

  Yunxiang Liu, Zhe Yang, Y. Jade Morton, and Ruoyu Li

  • NAVIGATION: Journal of the Institute of Navigation December 2023, 70 (4)navi.615;
  • DOI: https://doi.org/10.33012/navi.615
• Tightly Coupled Graph Neural Network and Kalman Filter for Smartphone Positioning

  Adyasha Mohanty and Grace Gao

  • NAVIGATION: Journal of the Institute of Navigation December 2024, 71 (4)navi.670;
  • DOI: https://doi.org/10.33012/navi.670
• Federated Learning of Jamming Classifiers: From Global to Personalized Models

  Peng Wu, Helena Calatrava,, Tales Imbiriba and Pau Closas

  • NAVIGATION: Journal of the Institute of Navigation March 2025, 72 (1)navi.688;
  • DOI: https://doi.org/10.33012/navi.688