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...
Gespeichert in:
Hauptverfasser: | , , , , , , , , |
---|---|
Format: | Patent |
Sprache: | chi ; eng |
Schlagworte: | |
Online-Zugang: | Volltext bestellen |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
container_end_page | |
---|---|
container_issue | |
container_start_page | |
container_title | |
container_volume | |
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 |
format | Patent |
fullrecord | <record><control><sourceid>epo_EVB</sourceid><recordid>TN_cdi_epo_espacenet_CN116929342A</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>CN116929342A</sourcerecordid><originalsourceid>FETCH-epo_espacenet_CN116929342A3</originalsourceid><addsrcrecordid>eNqNyzEKwkAQheE0FqLeYey0kJAoQkoJGtNss_ZhkozJwmY3ZEbBG3hsgwiCldUrvv9Ng2emtA5zpWGVWV-iBYV306AY70CjkLVGCPSDhbowdzSI-YnetAbjhJphfNTgvorMhsW4BjqS1tdQIo_FKLW_lZagatE5sjwPJle0TIvPzoLl6XhJzxvqfUHcY0WOpEhVFO2TONnu4sP2n-YFLdlLtw</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>patent</recordtype></control><display><type>patent</type><title>GNSS/INS (Global Navigation Satellite System/Inertial Navigation System) integrated navigation assisting method based on double channels</title><source>esp@cenet</source><creator>WANG YIFEI ; ZHI ZHUO ; ZHOU YIFAN ; WEI TINGXIAO ; ZHAO YUXIN ; WU LEI ; ZHOU GUANGTAO ; BEN YUEYANG ; LI QIAN</creator><creatorcontrib>WANG YIFEI ; ZHI ZHUO ; ZHOU YIFAN ; WEI TINGXIAO ; ZHAO YUXIN ; WU LEI ; ZHOU GUANGTAO ; BEN YUEYANG ; LI QIAN</creatorcontrib><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</description><language>chi ; eng</language><subject>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</subject><creationdate>2023</creationdate><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20231024&DB=EPODOC&CC=CN&NR=116929342A$$EHTML$$P50$$Gepo$$Hfree_for_read</linktohtml><link.rule.ids>230,308,780,885,25563,76318</link.rule.ids><linktorsrc>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20231024&DB=EPODOC&CC=CN&NR=116929342A$$EView_record_in_European_Patent_Office$$FView_record_in_$$GEuropean_Patent_Office$$Hfree_for_read</linktorsrc></links><search><creatorcontrib>WANG YIFEI</creatorcontrib><creatorcontrib>ZHI ZHUO</creatorcontrib><creatorcontrib>ZHOU YIFAN</creatorcontrib><creatorcontrib>WEI TINGXIAO</creatorcontrib><creatorcontrib>ZHAO YUXIN</creatorcontrib><creatorcontrib>WU LEI</creatorcontrib><creatorcontrib>ZHOU GUANGTAO</creatorcontrib><creatorcontrib>BEN YUEYANG</creatorcontrib><creatorcontrib>LI QIAN</creatorcontrib><title>GNSS/INS (Global Navigation Satellite System/Inertial Navigation System) integrated navigation assisting method based on double channels</title><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</description><subject>ANALOGOUS ARRANGEMENTS USING OTHER WAVES</subject><subject>CALCULATING</subject><subject>COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS</subject><subject>COMPUTING</subject><subject>COUNTING</subject><subject>DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES</subject><subject>ELECTRIC DIGITAL DATA PROCESSING</subject><subject>GYROSCOPIC INSTRUMENTS</subject><subject>LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION ORRERADIATION OF RADIO WAVES</subject><subject>MEASURING</subject><subject>MEASURING DISTANCES, LEVELS OR BEARINGS</subject><subject>NAVIGATION</subject><subject>PHOTOGRAMMETRY OR VIDEOGRAMMETRY</subject><subject>PHYSICS</subject><subject>RADIO DIRECTION-FINDING</subject><subject>RADIO NAVIGATION</subject><subject>SURVEYING</subject><subject>TESTING</subject><fulltext>true</fulltext><rsrctype>patent</rsrctype><creationdate>2023</creationdate><recordtype>patent</recordtype><sourceid>EVB</sourceid><recordid>eNqNyzEKwkAQheE0FqLeYey0kJAoQkoJGtNss_ZhkozJwmY3ZEbBG3hsgwiCldUrvv9Ng2emtA5zpWGVWV-iBYV306AY70CjkLVGCPSDhbowdzSI-YnetAbjhJphfNTgvorMhsW4BjqS1tdQIo_FKLW_lZagatE5sjwPJle0TIvPzoLl6XhJzxvqfUHcY0WOpEhVFO2TONnu4sP2n-YFLdlLtw</recordid><startdate>20231024</startdate><enddate>20231024</enddate><creator>WANG YIFEI</creator><creator>ZHI ZHUO</creator><creator>ZHOU YIFAN</creator><creator>WEI TINGXIAO</creator><creator>ZHAO YUXIN</creator><creator>WU LEI</creator><creator>ZHOU GUANGTAO</creator><creator>BEN YUEYANG</creator><creator>LI QIAN</creator><scope>EVB</scope></search><sort><creationdate>20231024</creationdate><title>GNSS/INS (Global Navigation Satellite System/Inertial Navigation System) integrated navigation assisting method based on double channels</title><author>WANG YIFEI ; ZHI ZHUO ; ZHOU YIFAN ; WEI TINGXIAO ; ZHAO YUXIN ; WU LEI ; ZHOU GUANGTAO ; BEN YUEYANG ; LI QIAN</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-epo_espacenet_CN116929342A3</frbrgroupid><rsrctype>patents</rsrctype><prefilter>patents</prefilter><language>chi ; eng</language><creationdate>2023</creationdate><topic>ANALOGOUS ARRANGEMENTS USING OTHER WAVES</topic><topic>CALCULATING</topic><topic>COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS</topic><topic>COMPUTING</topic><topic>COUNTING</topic><topic>DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES</topic><topic>ELECTRIC DIGITAL DATA PROCESSING</topic><topic>GYROSCOPIC INSTRUMENTS</topic><topic>LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION ORRERADIATION OF RADIO WAVES</topic><topic>MEASURING</topic><topic>MEASURING DISTANCES, LEVELS OR BEARINGS</topic><topic>NAVIGATION</topic><topic>PHOTOGRAMMETRY OR VIDEOGRAMMETRY</topic><topic>PHYSICS</topic><topic>RADIO DIRECTION-FINDING</topic><topic>RADIO NAVIGATION</topic><topic>SURVEYING</topic><topic>TESTING</topic><toplevel>online_resources</toplevel><creatorcontrib>WANG YIFEI</creatorcontrib><creatorcontrib>ZHI ZHUO</creatorcontrib><creatorcontrib>ZHOU YIFAN</creatorcontrib><creatorcontrib>WEI TINGXIAO</creatorcontrib><creatorcontrib>ZHAO YUXIN</creatorcontrib><creatorcontrib>WU LEI</creatorcontrib><creatorcontrib>ZHOU GUANGTAO</creatorcontrib><creatorcontrib>BEN YUEYANG</creatorcontrib><creatorcontrib>LI QIAN</creatorcontrib><collection>esp@cenet</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>WANG YIFEI</au><au>ZHI ZHUO</au><au>ZHOU YIFAN</au><au>WEI TINGXIAO</au><au>ZHAO YUXIN</au><au>WU LEI</au><au>ZHOU GUANGTAO</au><au>BEN YUEYANG</au><au>LI QIAN</au><format>patent</format><genre>patent</genre><ristype>GEN</ristype><title>GNSS/INS (Global Navigation Satellite System/Inertial Navigation System) integrated navigation assisting method based on double channels</title><date>2023-10-24</date><risdate>2023</risdate><abstract>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</abstract><oa>free_for_read</oa></addata></record> |
fulltext | fulltext_linktorsrc |
identifier | |
ispartof | |
issn | |
language | chi ; eng |
recordid | cdi_epo_espacenet_CN116929342A |
source | esp@cenet |
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 |
url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-13T00%3A41%3A13IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-epo_EVB&rft_val_fmt=info:ofi/fmt:kev:mtx:patent&rft.genre=patent&rft.au=WANG%20YIFEI&rft.date=2023-10-24&rft_id=info:doi/&rft_dat=%3Cepo_EVB%3ECN116929342A%3C/epo_EVB%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_id=info:pmid/&rfr_iscdi=true |