Handling method for GPS outages based on PSO-LSTM and fading adaptive Kalman filtering

Abstract To mitigate the degradation in GPS/INS integrated navigation performance during GPS signal outages, a PSO-optimized LSTM method is proposed to predict the pseudo position. The PSO algorithm is utilized to optimize two hyperparameters, neuron count and learning rate, which are essential to i...

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Bibliographic Details
Main Authors: Xiaoming Li, Xianchen Wang, Can Pei
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-95716-1
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