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...
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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 |
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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. 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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> |
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subjects | Adaptation model Correlation Gallium Genetic algorithms Navigation Real time systems Simulation |
title | A geomagnetic positioning method with Adaptive Genetic Algorithm |
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