Discrete-time observers for singularly perturbed continuous-time systems
The use of discrete-time observers for nonlinear singularly perturbed continuous-time systems is explored. The observer design approach is based on inversion of state-to-measurement maps. The two-time-scale nature of the system is exploited by constructing separate reduced-order observers for the ap...
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Veröffentlicht in: | IEEE transactions on automatic control 1995-02, Vol.40 (2), p.224-235 |
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description | The use of discrete-time observers for nonlinear singularly perturbed continuous-time systems is explored. The observer design approach is based on inversion of state-to-measurement maps. The two-time-scale nature of the system is exploited by constructing separate reduced-order observers for the approximate slow and fast subsystems, using multirate measurements and computation. The reduced-order observers are compared to a full-order observer designed for the same system. The comparison shows that although the reduced-order observers exhibit some approximation error, they also result in reduced computational requirements if the inversion is performed on-line, reduced memory requirements if the inversion is implemented by look-up table and reduced stiffness. The trade-off between accuracy and implementation requirements always favors the reduced-order approach for systems with significant separation of time scales. Numerical examples are provided, including a case-study of an observer-based control system for permanent-magnet synchronous motors.< > |
doi_str_mv | 10.1109/9.341780 |
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The observer design approach is based on inversion of state-to-measurement maps. The two-time-scale nature of the system is exploited by constructing separate reduced-order observers for the approximate slow and fast subsystems, using multirate measurements and computation. The reduced-order observers are compared to a full-order observer designed for the same system. The comparison shows that although the reduced-order observers exhibit some approximation error, they also result in reduced computational requirements if the inversion is performed on-line, reduced memory requirements if the inversion is implemented by look-up table and reduced stiffness. The trade-off between accuracy and implementation requirements always favors the reduced-order approach for systems with significant separation of time scales. Numerical examples are provided, including a case-study of an observer-based control system for permanent-magnet synchronous motors.< ></description><identifier>ISSN: 0018-9286</identifier><identifier>EISSN: 1558-2523</identifier><identifier>DOI: 10.1109/9.341780</identifier><identifier>CODEN: IETAA9</identifier><language>eng</language><publisher>IEEE</publisher><subject>Approximation error ; Control systems ; Engines ; Nonlinear equations ; Observability ; Observers ; Sampling methods ; Synchronous motors ; Table lookup ; Vehicles</subject><ispartof>IEEE transactions on automatic control, 1995-02, Vol.40 (2), p.224-235</ispartof><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c306t-d49ead4501fc6093a41935b9d67aacf8c7f609bc9ccfce78243f3e54e20f8d093</citedby><cites>FETCH-LOGICAL-c306t-d49ead4501fc6093a41935b9d67aacf8c7f609bc9ccfce78243f3e54e20f8d093</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/341780$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,780,784,796,27924,27925,54758</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/341780$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Shouse, K.R.</creatorcontrib><creatorcontrib>Taylor, D.G.</creatorcontrib><title>Discrete-time observers for singularly perturbed continuous-time systems</title><title>IEEE transactions on automatic control</title><addtitle>TAC</addtitle><description>The use of discrete-time observers for nonlinear singularly perturbed continuous-time systems is explored. The observer design approach is based on inversion of state-to-measurement maps. The two-time-scale nature of the system is exploited by constructing separate reduced-order observers for the approximate slow and fast subsystems, using multirate measurements and computation. The reduced-order observers are compared to a full-order observer designed for the same system. The comparison shows that although the reduced-order observers exhibit some approximation error, they also result in reduced computational requirements if the inversion is performed on-line, reduced memory requirements if the inversion is implemented by look-up table and reduced stiffness. The trade-off between accuracy and implementation requirements always favors the reduced-order approach for systems with significant separation of time scales. Numerical examples are provided, including a case-study of an observer-based control system for permanent-magnet synchronous motors.< ></description><subject>Approximation error</subject><subject>Control systems</subject><subject>Engines</subject><subject>Nonlinear equations</subject><subject>Observability</subject><subject>Observers</subject><subject>Sampling methods</subject><subject>Synchronous motors</subject><subject>Table lookup</subject><subject>Vehicles</subject><issn>0018-9286</issn><issn>1558-2523</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>1995</creationdate><recordtype>article</recordtype><recordid>eNqNkM1LxDAQxYMouK6CZ089iZeu-WqbHGVdXWHBi55Dmk6k0o81kwr73xvp4tnTMDO_N7x5hFwzumKM6nu9EpJVip6QBSsKlfOCi1OyoJSpXHNVnpMLxM_UllKyBdk-tugCRMhj20M21gjhGwJmfgwZtsPH1NnQHbI9hDiFGprMjUNsh2mccJbgASP0eEnOvO0Qro51Sd6fNm_rbb57fX5ZP-xyJ2gZ80ZqsI0sKPOupFpYybQoat2UlbXOK1f5NK6dds47qBSXwgsoJHDqVZMES3I7392H8WsCjKZPH0DX2QGSJ8OVqjil5T9AzqlkIoF3M-jCiBjAm31oexsOhlHzm6nRZs40oTcz2gLAH3Zc_gAU33KX</recordid><startdate>19950201</startdate><enddate>19950201</enddate><creator>Shouse, K.R.</creator><creator>Taylor, D.G.</creator><general>IEEE</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7SC</scope><scope>7SP</scope><scope>7TB</scope><scope>8FD</scope><scope>FR3</scope><scope>JQ2</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope><scope>H8D</scope></search><sort><creationdate>19950201</creationdate><title>Discrete-time observers for singularly perturbed continuous-time systems</title><author>Shouse, K.R. ; Taylor, D.G.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c306t-d49ead4501fc6093a41935b9d67aacf8c7f609bc9ccfce78243f3e54e20f8d093</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>1995</creationdate><topic>Approximation error</topic><topic>Control systems</topic><topic>Engines</topic><topic>Nonlinear equations</topic><topic>Observability</topic><topic>Observers</topic><topic>Sampling methods</topic><topic>Synchronous motors</topic><topic>Table lookup</topic><topic>Vehicles</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Shouse, K.R.</creatorcontrib><creatorcontrib>Taylor, D.G.</creatorcontrib><collection>CrossRef</collection><collection>Computer and Information Systems Abstracts</collection><collection>Electronics & Communications Abstracts</collection><collection>Mechanical & Transportation Engineering Abstracts</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><collection>Aerospace Database</collection><jtitle>IEEE transactions on automatic control</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Shouse, K.R.</au><au>Taylor, D.G.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Discrete-time observers for singularly perturbed continuous-time systems</atitle><jtitle>IEEE transactions on automatic control</jtitle><stitle>TAC</stitle><date>1995-02-01</date><risdate>1995</risdate><volume>40</volume><issue>2</issue><spage>224</spage><epage>235</epage><pages>224-235</pages><issn>0018-9286</issn><eissn>1558-2523</eissn><coden>IETAA9</coden><abstract>The use of discrete-time observers for nonlinear singularly perturbed continuous-time systems is explored. The observer design approach is based on inversion of state-to-measurement maps. The two-time-scale nature of the system is exploited by constructing separate reduced-order observers for the approximate slow and fast subsystems, using multirate measurements and computation. The reduced-order observers are compared to a full-order observer designed for the same system. The comparison shows that although the reduced-order observers exhibit some approximation error, they also result in reduced computational requirements if the inversion is performed on-line, reduced memory requirements if the inversion is implemented by look-up table and reduced stiffness. The trade-off between accuracy and implementation requirements always favors the reduced-order approach for systems with significant separation of time scales. Numerical examples are provided, including a case-study of an observer-based control system for permanent-magnet synchronous motors.< ></abstract><pub>IEEE</pub><doi>10.1109/9.341780</doi><tpages>12</tpages></addata></record> |
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subjects | Approximation error Control systems Engines Nonlinear equations Observability Observers Sampling methods Synchronous motors Table lookup Vehicles |
title | Discrete-time observers for singularly perturbed continuous-time systems |
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