A geomagnetic positioning method with Adaptive Genetic Algorithm

Geomagnetism Aided Navigation (GAN) is one of the most important methods to control the error in the INS. An Adaptive Genetic Algorithm applied in geomagnetic marching is proposed in this paper. By adjusting the Crossover Probability and Mutation Probability adaptively according to the value of fitn...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Hauptverfasser: Wang Changhong, Liu Rui, Li Baohua, Kou Yimin
Format: Tagungsbericht
Sprache:eng
Schlagworte:
Online-Zugang:Volltext bestellen
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page 1018
container_issue
container_start_page 1014
container_title
container_volume
creator Wang Changhong
Liu Rui
Li Baohua
Kou Yimin
description Geomagnetism Aided Navigation (GAN) is one of the most important methods to control the error in the INS. An Adaptive Genetic Algorithm applied in geomagnetic marching is proposed in this paper. By adjusting the Crossover Probability and Mutation Probability adaptively according to the value of fitness function, the AGA prevents the Genetic Algorithm from premature convergence or transforms the GA to a random search. Simulation results show that the proposed method can obtain high positioning accuracy and fast calculation. The method is robust.
doi_str_mv 10.1109/ISSCAA.2010.5632364
format Conference Proceeding
fullrecord <record><control><sourceid>ieee_6IE</sourceid><recordid>TN_cdi_ieee_primary_5632364</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><ieee_id>5632364</ieee_id><sourcerecordid>5632364</sourcerecordid><originalsourceid>FETCH-LOGICAL-i90t-b3229cb80e5341e64192743dace177aeb37c5baecae642688301d1e6f11a3b233</originalsourceid><addsrcrecordid>eNpFT81KAzEYjIig1j5BL3mBbZN8SXZzMyy2Fgoe2oO3kmS_biPdH3aD4tu70IJzGeaHgSFkwdmSc2ZW2_2-tHYp2GQoDQK0vCPPXAopNZPq8_5fADyS-Th-sQlSCaXNE3m1tMaucXWLKQbad2NMsWtjW9MG07mr6E9MZ2or16f4jXSD16K91N0wJc0LeTi5y4jzG8_IYf12KN-z3cdmW9pdFg1LmQchTPAFQwWSo5bciFxC5QLyPHfoIQ_KOwxuyoQuCmC8mnonzh14ATAji-tsRMRjP8TGDb_H22H4A3VYShU</addsrcrecordid><sourcetype>Publisher</sourcetype><iscdi>true</iscdi><recordtype>conference_proceeding</recordtype></control><display><type>conference_proceeding</type><title>A geomagnetic positioning method with Adaptive Genetic Algorithm</title><source>IEEE Electronic Library (IEL) Conference Proceedings</source><creator>Wang Changhong ; Liu Rui ; Li Baohua ; Kou Yimin</creator><creatorcontrib>Wang Changhong ; Liu Rui ; Li Baohua ; Kou Yimin</creatorcontrib><description>Geomagnetism Aided Navigation (GAN) is one of the most important methods to control the error in the INS. An Adaptive Genetic Algorithm applied in geomagnetic marching is proposed in this paper. By adjusting the Crossover Probability and Mutation Probability adaptively according to the value of fitness function, the AGA prevents the Genetic Algorithm from premature convergence or transforms the GA to a random search. Simulation results show that the proposed method can obtain high positioning accuracy and fast calculation. The method is robust.</description><identifier>ISBN: 1424460433</identifier><identifier>ISBN: 9781424460434</identifier><identifier>EISBN: 142446045X</identifier><identifier>EISBN: 1424475058</identifier><identifier>EISBN: 9781424475056</identifier><identifier>EISBN: 9781424460458</identifier><identifier>EISBN: 1424460441</identifier><identifier>EISBN: 9781424460441</identifier><identifier>DOI: 10.1109/ISSCAA.2010.5632364</identifier><language>eng</language><publisher>IEEE</publisher><subject>Adaptation model ; Correlation ; Gallium ; Genetic algorithms ; Navigation ; Real time systems ; Simulation</subject><ispartof>2010 3rd International Symposium on Systems and Control in Aeronautics and Astronautics, 2010, p.1014-1018</ispartof><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/5632364$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>309,310,777,781,786,787,2052,27906,54901</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/5632364$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Wang Changhong</creatorcontrib><creatorcontrib>Liu Rui</creatorcontrib><creatorcontrib>Li Baohua</creatorcontrib><creatorcontrib>Kou Yimin</creatorcontrib><title>A geomagnetic positioning method with Adaptive Genetic Algorithm</title><title>2010 3rd International Symposium on Systems and Control in Aeronautics and Astronautics</title><addtitle>ISSCAA</addtitle><description>Geomagnetism Aided Navigation (GAN) is one of the most important methods to control the error in the INS. An Adaptive Genetic Algorithm applied in geomagnetic marching is proposed in this paper. By adjusting the Crossover Probability and Mutation Probability adaptively according to the value of fitness function, the AGA prevents the Genetic Algorithm from premature convergence or transforms the GA to a random search. Simulation results show that the proposed method can obtain high positioning accuracy and fast calculation. The method is robust.</description><subject>Adaptation model</subject><subject>Correlation</subject><subject>Gallium</subject><subject>Genetic algorithms</subject><subject>Navigation</subject><subject>Real time systems</subject><subject>Simulation</subject><isbn>1424460433</isbn><isbn>9781424460434</isbn><isbn>142446045X</isbn><isbn>1424475058</isbn><isbn>9781424475056</isbn><isbn>9781424460458</isbn><isbn>1424460441</isbn><isbn>9781424460441</isbn><fulltext>true</fulltext><rsrctype>conference_proceeding</rsrctype><creationdate>2010</creationdate><recordtype>conference_proceeding</recordtype><sourceid>6IE</sourceid><sourceid>RIE</sourceid><recordid>eNpFT81KAzEYjIig1j5BL3mBbZN8SXZzMyy2Fgoe2oO3kmS_biPdH3aD4tu70IJzGeaHgSFkwdmSc2ZW2_2-tHYp2GQoDQK0vCPPXAopNZPq8_5fADyS-Th-sQlSCaXNE3m1tMaucXWLKQbad2NMsWtjW9MG07mr6E9MZ2or16f4jXSD16K91N0wJc0LeTi5y4jzG8_IYf12KN-z3cdmW9pdFg1LmQchTPAFQwWSo5bciFxC5QLyPHfoIQ_KOwxuyoQuCmC8mnonzh14ATAji-tsRMRjP8TGDb_H22H4A3VYShU</recordid><startdate>201006</startdate><enddate>201006</enddate><creator>Wang Changhong</creator><creator>Liu Rui</creator><creator>Li Baohua</creator><creator>Kou Yimin</creator><general>IEEE</general><scope>6IE</scope><scope>6IL</scope><scope>CBEJK</scope><scope>RIE</scope><scope>RIL</scope></search><sort><creationdate>201006</creationdate><title>A geomagnetic positioning method with Adaptive Genetic Algorithm</title><author>Wang Changhong ; Liu Rui ; Li Baohua ; Kou Yimin</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-i90t-b3229cb80e5341e64192743dace177aeb37c5baecae642688301d1e6f11a3b233</frbrgroupid><rsrctype>conference_proceedings</rsrctype><prefilter>conference_proceedings</prefilter><language>eng</language><creationdate>2010</creationdate><topic>Adaptation model</topic><topic>Correlation</topic><topic>Gallium</topic><topic>Genetic algorithms</topic><topic>Navigation</topic><topic>Real time systems</topic><topic>Simulation</topic><toplevel>online_resources</toplevel><creatorcontrib>Wang Changhong</creatorcontrib><creatorcontrib>Liu Rui</creatorcontrib><creatorcontrib>Li Baohua</creatorcontrib><creatorcontrib>Kou Yimin</creatorcontrib><collection>IEEE Electronic Library (IEL) Conference Proceedings</collection><collection>IEEE Proceedings Order Plan All Online (POP All Online) 1998-present by volume</collection><collection>IEEE Xplore All Conference Proceedings</collection><collection>IEEE Electronic Library (IEL)</collection><collection>IEEE Proceedings Order Plans (POP All) 1998-Present</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Wang Changhong</au><au>Liu Rui</au><au>Li Baohua</au><au>Kou Yimin</au><format>book</format><genre>proceeding</genre><ristype>CONF</ristype><atitle>A geomagnetic positioning method with Adaptive Genetic Algorithm</atitle><btitle>2010 3rd International Symposium on Systems and Control in Aeronautics and Astronautics</btitle><stitle>ISSCAA</stitle><date>2010-06</date><risdate>2010</risdate><spage>1014</spage><epage>1018</epage><pages>1014-1018</pages><isbn>1424460433</isbn><isbn>9781424460434</isbn><eisbn>142446045X</eisbn><eisbn>1424475058</eisbn><eisbn>9781424475056</eisbn><eisbn>9781424460458</eisbn><eisbn>1424460441</eisbn><eisbn>9781424460441</eisbn><abstract>Geomagnetism Aided Navigation (GAN) is one of the most important methods to control the error in the INS. An Adaptive Genetic Algorithm applied in geomagnetic marching is proposed in this paper. By adjusting the Crossover Probability and Mutation Probability adaptively according to the value of fitness function, the AGA prevents the Genetic Algorithm from premature convergence or transforms the GA to a random search. Simulation results show that the proposed method can obtain high positioning accuracy and fast calculation. The method is robust.</abstract><pub>IEEE</pub><doi>10.1109/ISSCAA.2010.5632364</doi><tpages>5</tpages></addata></record>
fulltext fulltext_linktorsrc
identifier ISBN: 1424460433
ispartof 2010 3rd International Symposium on Systems and Control in Aeronautics and Astronautics, 2010, p.1014-1018
issn
language eng
recordid cdi_ieee_primary_5632364
source IEEE Electronic Library (IEL) Conference Proceedings
subjects Adaptation model
Correlation
Gallium
Genetic algorithms
Navigation
Real time systems
Simulation
title A geomagnetic positioning method with Adaptive Genetic Algorithm
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-20T18%3A44%3A35IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-ieee_6IE&rft_val_fmt=info:ofi/fmt:kev:mtx:book&rft.genre=proceeding&rft.atitle=A%20geomagnetic%20positioning%20method%20with%20Adaptive%20Genetic%20Algorithm&rft.btitle=2010%203rd%20International%20Symposium%20on%20Systems%20and%20Control%20in%20Aeronautics%20and%20Astronautics&rft.au=Wang%20Changhong&rft.date=2010-06&rft.spage=1014&rft.epage=1018&rft.pages=1014-1018&rft.isbn=1424460433&rft.isbn_list=9781424460434&rft_id=info:doi/10.1109/ISSCAA.2010.5632364&rft_dat=%3Cieee_6IE%3E5632364%3C/ieee_6IE%3E%3Curl%3E%3C/url%3E&rft.eisbn=142446045X&rft.eisbn_list=1424475058&rft.eisbn_list=9781424475056&rft.eisbn_list=9781424460458&rft.eisbn_list=1424460441&rft.eisbn_list=9781424460441&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_id=info:pmid/&rft_ieee_id=5632364&rfr_iscdi=true