GNSS/INS (Global Navigation Satellite System/Inertial Navigation System) integrated navigation assisting method based on double channels

The invention discloses a GNSS/INS (Global Navigation Satellite System/Inertial Navigation System) integrated navigation assisting method based on double channels, which comprises the following steps of: performing data preprocessing, namely normalizing data, dividing a data set, converting one-dime...

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Hauptverfasser: WANG YIFEI, ZHI ZHUO, ZHOU YIFAN, WEI TINGXIAO, ZHAO YUXIN, WU LEI, ZHOU GUANGTAO, BEN YUEYANG, LI QIAN
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creator WANG YIFEI
ZHI ZHUO
ZHOU YIFAN
WEI TINGXIAO
ZHAO YUXIN
WU LEI
ZHOU GUANGTAO
BEN YUEYANG
LI QIAN
description The invention discloses a GNSS/INS (Global Navigation Satellite System/Inertial Navigation System) integrated navigation assisting method based on double channels, which comprises the following steps of: performing data preprocessing, namely normalizing data, dividing a data set, converting one-dimensional sequence information into three-dimensional tensor information, transmitting the data to a double-channel LSTM-GRU model, and training and predicting the models in the double channels at the same time; models of the two channels adopt the same model structure and different model parameters, the model in each channel comprises an LSTM module and a GRU module, the two channels independently output longitude and latitude increment information respectively, finally data integration processing is carried out on prediction results respectively, and then a GNSS prediction track is output. According to the method, the training efficiency is higher, the capability of selectively reserving and utilizing historical in
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subjects ANALOGOUS ARRANGEMENTS USING OTHER WAVES
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES
ELECTRIC DIGITAL DATA PROCESSING
GYROSCOPIC INSTRUMENTS
LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION ORRERADIATION OF RADIO WAVES
MEASURING
MEASURING DISTANCES, LEVELS OR BEARINGS
NAVIGATION
PHOTOGRAMMETRY OR VIDEOGRAMMETRY
PHYSICS
RADIO DIRECTION-FINDING
RADIO NAVIGATION
SURVEYING
TESTING
title GNSS/INS (Global Navigation Satellite System/Inertial Navigation System) integrated navigation assisting method based on double channels
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