TLS EXIN based neural sensorless control of a high dynamic PMSM
Sensorless vector control of the Permanent Magnet Synchronous Motors (PMSMs) has been a very challenging subject for many years. In general, the absence of the encoder in the drive permits to obtain high dynamical performance by exploiting increased reliability and also reduced cost. Among the diffe...
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| Published in | Control engineering practice Vol. 20; no. 7; pp. 725 - 732 |
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| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier Ltd
01.07.2012
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| Subjects | |
| Online Access | Get full text |
| ISSN | 0967-0661 1873-6939 |
| DOI | 10.1016/j.conengprac.2012.03.012 |
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| Abstract | Sensorless vector control of the Permanent Magnet Synchronous Motors (PMSMs) has been a very challenging subject for many years. In general, the absence of the encoder in the drive permits to obtain high dynamical performance by exploiting increased reliability and also reduced cost. Among the different methodologies proposed in the literature, a model-based approach has been proposed here. In particular, the space-vector equations of the PMSM have been re-elaborated in a matrix form to permit the use of a Least Squares technique for the estimation of the speed of the PMSM. The problem has been then faced-up with the so-called TLS EXIN neuron, which is the only linear neural network able to solve the TLS problem on-line in a recursive form. Experimental tests have been performed on an experimental test set-up based on a fractional horsepower permanent magnet machine. |
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| AbstractList | Sensorless vector control of the Permanent Magnet Synchronous Motors (PMSMs) has been a very challenging subject for many years. In general, the absence of the encoder in the drive permits to obtain high dynamical performance by exploiting increased reliability and also reduced cost. Among the different methodologies proposed in the literature, a model-based approach has been proposed here. In particular, the space-vector equations of the PMSM have been re-elaborated in a matrix form to permit the use of a Least Squares technique for the estimation of the speed of the PMSM. The problem has been then faced-up with the so-called TLS EXIN neuron, which is the only linear neural network able to solve the TLS problem on-line in a recursive form. Experimental tests have been performed on an experimental test set-up based on a fractional horsepower permanent magnet machine. |
| Author | Accetta, A. Pucci, M. Cirrincione, M. |
| Author_xml | – sequence: 1 givenname: A. surname: Accetta fullname: Accetta, A. email: angelo.accetta@unipa.it organization: ISSIA (Institute of Intelligent Systems for the Automation)—CNR (National Research Council), via Dante 6, Palermo, Italy – sequence: 2 givenname: M. surname: Cirrincione fullname: Cirrincione, M. email: maurizio.cirrincione@utbm.fr organization: Université de Technologie de Belfort-Montbéliard, 90010 Belfort cedex, France – sequence: 3 givenname: M. surname: Pucci fullname: Pucci, M. email: pucci@pa.issia.cnr.it organization: ISSIA (Institute of Intelligent Systems for the Automation)—CNR (National Research Council), via Dante 6, Palermo, Italy |
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| Cites_doi | 10.1049/iet-epa:20070234 10.1109/TIE.2010.2081960 10.1109/TIE.2005.862324 10.1109/APEC.1995.468977 10.1109/TIA.2009.2018968 10.1016/j.automatica.2005.06.004 10.1109/41.744410 10.1109/TIE.2005.844247 10.1109/28.703973 10.1109/28.90359 10.1016/S0925-2312(98)00115-5 10.1016/j.conengprac.2010.05.005 10.1109/TIE.2006.888776 10.1109/TIA.2004.824510 10.1109/TIE.2006.878315 10.1109/72.977295 10.1109/TIE.2004.841088 10.1109/TIE.2009.2039459 10.1109/TIA.2009.2036551 10.1109/TIA.2002.800777 10.1109/TIA.2003.818966 10.1016/j.conengprac.2011.04.011 10.1109/IAS.2000.882087 10.1109/28.273630 10.1109/TIE.2010.2044116 10.1109/TIA.2011.2126542 10.1109/TIE.2011.2167729 10.1109/TIA.2004.830779 10.1109/28.370269 10.1109/IECON.2002.1187588 10.1109/41.824128 10.1109/TAC.2011.2121330 10.1109/TIE.2006.888774 10.1109/JPROC.2002.800726 10.1109/41.491354 |
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| References | Matsui (bib28) 1996; 43 Cupertino, Pellegrino, Giangrande, Salvatore (bib14) 2011; 47 Cirrincione, Pucci (bib8) 2005; 52 Slovenia, August (pp. 1962–1967). Jansen, Lorenz (bib22) 1995; 31 October (Vol. 1, pp. 75–82). October (Vol. 3, pp. 1541–1546). Corley, Lorenz (bib13) 1998; 34 March (Vol. 1, pp. 387–391). Robeischl, Schroedl (bib32) 2004; 40 Luo, Chen, Ahn, Pi (bib27) 2010; 18 Zhu, Gong (bib39) 2011; 58 Ferreira, O. C., & Kennel, R. (2006). Encoderless control of industrial servo drives. In Cirrincione, Pucci, Cirrincione, Capolino (bib11) 2007; 54 Delli Colli, Di Stefano, Marignetti (bib15) 2010; 57 Chan, Wang, Borsje, Wong, Ho (bib4) 2008; 2 Vas (bib34) 2003 Morimoto, Kawamoto, Sanada, Takeda (bib29) 2002; 38 Cheng, Li (bib5) 2011; 19 Kim, Harke, Lorenz (bib24) 2003; 39 Wu, Slemon (bib37) 1991; 27 Bruguier, C., Champenois, G., & Rognan, J. (1995). ID-model control of a synchronous motor without position and speed sensor. In Ertugrul, Acarnley (bib16) 1994; 30 Holtz (bib21) 2006; 53 Cirrincione, Cirrincione, Hérault, Huffel (bib7) 2002; 13 Cirrincione, Pucci (bib9) 2005 Raca, García, Reigosa, Briz, Lorenz (bib30) 2010; 46 Cirrincione, Pucci, Cirrincione, Capolino (bib12) 2007; 54 Linke, M., Kennel, R., & Holtz, J., 2002. Sensorless position control of permanent magnet synchronous machines without limitation at zero speed. In Wallmark, Harnefors, Carlson (bib36) 2005; 52 November (Vol. 1, pp. 674–679). Cirrincione, Cirrincione (bib6) 1999; 28 Yousfi, D., Azizi, M., & Saad, A., 2000. Robust position and speed estimation algorithm for permanent magnet synchronous drives. In Wallmark, Harnefors (bib35) 2006; 53 Harnefors, Nee (bib18) 2000; 47 Accetta, Cirrincione, Pucci, Vitale (bib1) 2012; 59 Cirrincione, Pucci, Cirrincione, Capolino (bib10) 2004; 40 Bolognani, Oboe, Zigliotto (bib2) 1999; 46 Raute, Caruana, Staines, Cilia, Sumner, Asher (bib31) 2010; 57 Holtz (bib20) 2002; 90 Kim, J., & Sul, S. (1995). High performance PMSM drives without rotational position sensors using reduced order observer. In Kennel, Ferreira, Szcupak (bib23) 2006; 54 Hasegawa, Yoshioka, Matsui (bib19) 2009; 45 Tomei, Verrelli (bib33) 2011; 56 Kim (10.1016/j.conengprac.2012.03.012_bib24) 2003; 39 Harnefors (10.1016/j.conengprac.2012.03.012_bib18) 2000; 47 Robeischl (10.1016/j.conengprac.2012.03.012_bib32) 2004; 40 Zhu (10.1016/j.conengprac.2012.03.012_bib39) 2011; 58 Cirrincione (10.1016/j.conengprac.2012.03.012_bib10) 2004; 40 Chan (10.1016/j.conengprac.2012.03.012_bib4) 2008; 2 10.1016/j.conengprac.2012.03.012_bib3 Cirrincione (10.1016/j.conengprac.2012.03.012_bib7) 2002; 13 Matsui (10.1016/j.conengprac.2012.03.012_bib28) 1996; 43 Wallmark (10.1016/j.conengprac.2012.03.012_bib35) 2006; 53 10.1016/j.conengprac.2012.03.012_bib25 Wu (10.1016/j.conengprac.2012.03.012_bib37) 1991; 27 Delli Colli (10.1016/j.conengprac.2012.03.012_bib15) 2010; 57 10.1016/j.conengprac.2012.03.012_bib26 Cupertino (10.1016/j.conengprac.2012.03.012_bib14) 2011; 47 Cirrincione (10.1016/j.conengprac.2012.03.012_bib12) 2007; 54 Holtz (10.1016/j.conengprac.2012.03.012_bib20) 2002; 90 Corley (10.1016/j.conengprac.2012.03.012_bib13) 1998; 34 Accetta (10.1016/j.conengprac.2012.03.012_bib1) 2012; 59 Hasegawa (10.1016/j.conengprac.2012.03.012_bib19) 2009; 45 10.1016/j.conengprac.2012.03.012_bib38 10.1016/j.conengprac.2012.03.012_bib17 Morimoto (10.1016/j.conengprac.2012.03.012_bib29) 2002; 38 Tomei (10.1016/j.conengprac.2012.03.012_bib33) 2011; 56 Bolognani (10.1016/j.conengprac.2012.03.012_bib2) 1999; 46 Cheng (10.1016/j.conengprac.2012.03.012_bib5) 2011; 19 Wallmark (10.1016/j.conengprac.2012.03.012_bib36) 2005; 52 Cirrincione (10.1016/j.conengprac.2012.03.012_bib6) 1999; 28 Raute (10.1016/j.conengprac.2012.03.012_bib31) 2010; 57 Cirrincione (10.1016/j.conengprac.2012.03.012_bib11) 2007; 54 Vas (10.1016/j.conengprac.2012.03.012_bib34) 2003 Kennel (10.1016/j.conengprac.2012.03.012_bib23) 2006; 54 Cirrincione (10.1016/j.conengprac.2012.03.012_bib8) 2005; 52 Ertugrul (10.1016/j.conengprac.2012.03.012_bib16) 1994; 30 Cirrincione (10.1016/j.conengprac.2012.03.012_bib9) 2005 Raca (10.1016/j.conengprac.2012.03.012_bib30) 2010; 46 Luo (10.1016/j.conengprac.2012.03.012_bib27) 2010; 18 Holtz (10.1016/j.conengprac.2012.03.012_bib21) 2006; 53 Jansen (10.1016/j.conengprac.2012.03.012_bib22) 1995; 31 |
| References_xml | – volume: 34 start-page: 784 year: 1998 end-page: 789 ident: bib13 article-title: Rotor position and velocity estimation for a salient-pole permanent magnet synchronous machine at standstill and high speeds publication-title: IEEE Transactions on Industry Applications – reference: , Slovenia, August (pp. 1962–1967). – volume: 57 start-page: 4065 year: 2010 end-page: 4074 ident: bib31 article-title: Analysis and compensation of inverter non-linearity effect on a sensorless PMSM drive at very low and zero speed operation publication-title: IEEE Transactions on Industrial Electronics – start-page: 1843 year: 2005 end-page: 1854 ident: bib9 article-title: Sensorless direct torque control of an induction motor by a TLS based MRAS observer with adaptive integration publication-title: Automatica – reference: , October (Vol. 3, pp. 1541–1546). – volume: 38 start-page: 1054 year: 2002 end-page: 1061 ident: bib29 article-title: Sensorless control strategy for salient-pole PMSM based on extended EMF in rotating reference frame publication-title: IEEE Transactions on Industry Applications – volume: 56 start-page: 1484 year: 2011 end-page: 1488 ident: bib33 article-title: Observer-based speed tracking control for sensorless permanent magnet synchronous motors with unknown load torque publication-title: IEEE Transactions on Automatic Control – volume: 47 start-page: 77 year: 2000 end-page: 83 ident: bib18 article-title: A general algorithm for speed and position estimation of AC motors publication-title: IEEE Transactions on Industrial Electronics – reference: , November (Vol. 1, pp. 674–679). – volume: 27 start-page: 1005 year: 1991 end-page: 1011 ident: bib37 article-title: A permanent magnet motor drive without a shaft sensor publication-title: IEEE Transactions on Industry Applications – volume: 30 start-page: 126 year: 1994 end-page: 133 ident: bib16 article-title: A new algorithm for sensorless operation of permanent magnet motors publication-title: IEEE Transactions on Industry Applications – volume: 39 start-page: 1726 year: 2003 end-page: 1733 ident: bib24 article-title: Sensorless control of interior permanent magnet machine drives with zero-phase lag position estimation publication-title: IEEE Transactions on Industry Applications – volume: 58 start-page: 3431 year: 2011 end-page: 3439 ident: bib39 article-title: Investigation of effectiveness of sensorless operation in carrier-signal-injection-based sensorless-control methods publication-title: IEEE Transactions on Industrial Electronics – volume: 52 start-page: 532 year: 2005 end-page: 551 ident: bib8 article-title: An MRAS-based sensorless high-performance induction motor drive with a predictive adaptive model publication-title: IEEE Transactions on Industrial Electronics – reference: , March (Vol. 1, pp. 387–391). – volume: 54 start-page: 127 year: 2007 end-page: 149 ident: bib11 article-title: Sensorless control of induction machines by a new neural algorithm: The TLS EXIN neuron publication-title: IEEE Transactions on Industrial Electronics – volume: 54 start-page: 327 year: 2006 end-page: 333 ident: bib23 article-title: Parameter independent encoderless control of servo drives without additional hardware components publication-title: Bulletin of the Polish Academy of Sciences – volume: 2 start-page: 88 year: 2008 end-page: 98 ident: bib4 article-title: Sensorless permanent-magnet synchronous motor drive using a reduced-order rotor flux observer publication-title: Electric Power Applications – volume: 40 start-page: 1116 year: 2004 end-page: 1137 ident: bib10 article-title: A new TLS based MRAS speed estimation with adaptive integration for high performance induction motor drives publication-title: IEEE Transactions on Industry Applications – volume: 57 start-page: 3822 year: 2010 end-page: 3829 ident: bib15 article-title: A system-on-chip sensorless control for a permanent-magnet synchronous motor publication-title: IEEE Transactions on Industrial Electronics – volume: 59 start-page: 1355 year: 2012 end-page: 1366 ident: bib1 article-title: Sensorless control of PMSM fractional horsepower drives by signal injection and neural adaptive-band filtering publication-title: IEEE Transactions on Industrial Electronics – volume: 53 start-page: 7 year: 2006 end-page: 30 ident: bib21 article-title: Sensorless control of induction machines—With or without signal injection publication-title: IEEE Transactions on Industrial Electronics – reference: Yousfi, D., Azizi, M., & Saad, A., 2000. Robust position and speed estimation algorithm for permanent magnet synchronous drives. In – year: 2003 ident: bib34 article-title: Sensorless vector and direct torque control – volume: 13 start-page: 160 year: 2002 end-page: 187 ident: bib7 article-title: The MCA EXIN neuron for the minor component analysis publication-title: IEEE Transactions on Neural Networks – reference: , October (Vol. 1, pp. 75–82). – reference: Kim, J., & Sul, S. (1995). High performance PMSM drives without rotational position sensors using reduced order observer. In – volume: 18 start-page: 1022 year: 2010 end-page: 1036 ident: bib27 article-title: Fractional order robust control for cogging effect compensation in PMSM position servo systems: Stability analysis and experiments publication-title: Control Engineering Practice – volume: 46 start-page: 167 year: 2010 end-page: 178 ident: bib30 article-title: Carrier-signal selection for sensorless control of PM synchronous machines at zero and very low speeds publication-title: IEEE Transactions on Industry Applications – volume: 19 start-page: 828 year: 2011 end-page: 835 ident: bib5 article-title: Fuzzy PDFF-IIR controller for PMSM drive systems publication-title: Control Engineering Practice – reference: Bruguier, C., Champenois, G., & Rognan, J. (1995). ID-model control of a synchronous motor without position and speed sensor. In – volume: 47 start-page: 1371 year: 2011 end-page: 1379 ident: bib14 article-title: Sensorless position control of permanent-magnet motors with pulsating current injection and compensation of motor end effects publication-title: IEEE Transactions on Industry Applications – volume: 45 start-page: 938 year: 2009 end-page: 946 ident: bib19 article-title: Position sensorless control of interior permanent magnet synchronous motors using unknown input observer for high-speed DRIVES publication-title: IEEE Transactions on Industry Applications – reference: Ferreira, O. C., & Kennel, R. (2006). Encoderless control of industrial servo drives. In – volume: 52 start-page: 255 year: 2005 end-page: 262 ident: bib36 article-title: An improved speed and position estimator for salient permanent-magnet synchronous motors publication-title: IEEE Transactions on Industrial Electronics – reference: Linke, M., Kennel, R., & Holtz, J., 2002. Sensorless position control of permanent magnet synchronous machines without limitation at zero speed. In – volume: 31 start-page: 240 year: 1995 end-page: 247 ident: bib22 article-title: Transducerless position and velocity estimation in induction and salient AC machines publication-title: IEEE Transactions on Industry Applications – volume: 54 start-page: 150 year: 2007 end-page: 166 ident: bib12 article-title: Sensorless control of induction motors by reduced order observer with MCA EXIN+based adaptive speed estimation publication-title: IEEE Transactions on Industrial Electronics – volume: 43 start-page: 300 year: 1996 end-page: 308 ident: bib28 article-title: Sensorless PM brushless DC motor drives publication-title: IEEE Transactions on Industrial Electronics – volume: 40 start-page: 591 year: 2004 end-page: 598 ident: bib32 article-title: Optimized INFORM measurement sequence for sensorless PM synchronous motor drives with respect to minimum current distortion publication-title: IEEE Transactions on Industry Applications – volume: 53 start-page: 1179 year: 2006 end-page: 1187 ident: bib35 article-title: Sensorless control of salient PMSM drives in the transition region publication-title: IEEE Transactions on Industrial Electronics – volume: 28 start-page: 53 year: 1999 end-page: 74 ident: bib6 article-title: Linear system identification by using the TLS EXIN neuron publication-title: Neurocomputing – volume: 90 start-page: 1359 year: 2002 end-page: 1394 ident: bib20 article-title: Sensorless control of induction motor drives publication-title: Proceedings of the IEEE – volume: 46 start-page: 184 year: 1999 end-page: 191 ident: bib2 article-title: Sensorless full-digital PMSM drive with EKF estimation of speed and rotor position publication-title: IEEE Transactions on Industrial Electronics – volume: 2 start-page: 88 issue: 2 year: 2008 ident: 10.1016/j.conengprac.2012.03.012_bib4 article-title: Sensorless permanent-magnet synchronous motor drive using a reduced-order rotor flux observer publication-title: Electric Power Applications doi: 10.1049/iet-epa:20070234 – volume: 58 start-page: 3431 issue: 8 year: 2011 ident: 10.1016/j.conengprac.2012.03.012_bib39 article-title: Investigation of effectiveness of sensorless operation in carrier-signal-injection-based sensorless-control methods publication-title: IEEE Transactions on Industrial Electronics doi: 10.1109/TIE.2010.2081960 – volume: 53 start-page: 7 issue: 1 year: 2006 ident: 10.1016/j.conengprac.2012.03.012_bib21 article-title: Sensorless control of induction machines—With or without signal injection publication-title: IEEE Transactions on Industrial Electronics doi: 10.1109/TIE.2005.862324 – ident: 10.1016/j.conengprac.2012.03.012_bib3 doi: 10.1109/APEC.1995.468977 – volume: 45 start-page: 938 issue: 3 year: 2009 ident: 10.1016/j.conengprac.2012.03.012_bib19 article-title: Position sensorless control of interior permanent magnet synchronous motors using unknown input observer for high-speed DRIVES publication-title: IEEE Transactions on Industry Applications doi: 10.1109/TIA.2009.2018968 – start-page: 1843 year: 2005 ident: 10.1016/j.conengprac.2012.03.012_bib9 article-title: Sensorless direct torque control of an induction motor by a TLS based MRAS observer with adaptive integration publication-title: Automatica doi: 10.1016/j.automatica.2005.06.004 – volume: 46 start-page: 184 issue: 1 year: 1999 ident: 10.1016/j.conengprac.2012.03.012_bib2 article-title: Sensorless full-digital PMSM drive with EKF estimation of speed and rotor position publication-title: IEEE Transactions on Industrial Electronics doi: 10.1109/41.744410 – volume: 52 start-page: 532 issue: 2 year: 2005 ident: 10.1016/j.conengprac.2012.03.012_bib8 article-title: An MRAS-based sensorless high-performance induction motor drive with a predictive adaptive model publication-title: IEEE Transactions on Industrial Electronics doi: 10.1109/TIE.2005.844247 – volume: 34 start-page: 784 issue: 4 year: 1998 ident: 10.1016/j.conengprac.2012.03.012_bib13 article-title: Rotor position and velocity estimation for a salient-pole permanent magnet synchronous machine at standstill and high speeds publication-title: IEEE Transactions on Industry Applications doi: 10.1109/28.703973 – volume: 27 start-page: 1005 year: 1991 ident: 10.1016/j.conengprac.2012.03.012_bib37 article-title: A permanent magnet motor drive without a shaft sensor publication-title: IEEE Transactions on Industry Applications doi: 10.1109/28.90359 – volume: 28 start-page: 53 issue: 1–3 year: 1999 ident: 10.1016/j.conengprac.2012.03.012_bib6 article-title: Linear system identification by using the TLS EXIN neuron publication-title: Neurocomputing doi: 10.1016/S0925-2312(98)00115-5 – volume: 18 start-page: 1022 issue: 9 year: 2010 ident: 10.1016/j.conengprac.2012.03.012_bib27 article-title: Fractional order robust control for cogging effect compensation in PMSM position servo systems: Stability analysis and experiments publication-title: Control Engineering Practice doi: 10.1016/j.conengprac.2010.05.005 – volume: 54 start-page: 150 issue: 1 year: 2007 ident: 10.1016/j.conengprac.2012.03.012_bib12 article-title: Sensorless control of induction motors by reduced order observer with MCA EXIN+based adaptive speed estimation publication-title: IEEE Transactions on Industrial Electronics doi: 10.1109/TIE.2006.888776 – volume: 40 start-page: 591 issue: 2 year: 2004 ident: 10.1016/j.conengprac.2012.03.012_bib32 article-title: Optimized INFORM measurement sequence for sensorless PM synchronous motor drives with respect to minimum current distortion publication-title: IEEE Transactions on Industry Applications doi: 10.1109/TIA.2004.824510 – volume: 53 start-page: 1179 issue: 4 year: 2006 ident: 10.1016/j.conengprac.2012.03.012_bib35 article-title: Sensorless control of salient PMSM drives in the transition region publication-title: IEEE Transactions on Industrial Electronics doi: 10.1109/TIE.2006.878315 – volume: 13 start-page: 160 issue: 1 year: 2002 ident: 10.1016/j.conengprac.2012.03.012_bib7 article-title: The MCA EXIN neuron for the minor component analysis publication-title: IEEE Transactions on Neural Networks doi: 10.1109/72.977295 – volume: 52 start-page: 255 issue: 1 year: 2005 ident: 10.1016/j.conengprac.2012.03.012_bib36 article-title: An improved speed and position estimator for salient permanent-magnet synchronous motors publication-title: IEEE Transactions on Industrial Electronics doi: 10.1109/TIE.2004.841088 – volume: 57 start-page: 3822 issue: 11 year: 2010 ident: 10.1016/j.conengprac.2012.03.012_bib15 article-title: A system-on-chip sensorless control for a permanent-magnet synchronous motor publication-title: IEEE Transactions on Industrial Electronics doi: 10.1109/TIE.2009.2039459 – volume: 46 start-page: 167 issue: 1 year: 2010 ident: 10.1016/j.conengprac.2012.03.012_bib30 article-title: Carrier-signal selection for sensorless control of PM synchronous machines at zero and very low speeds publication-title: IEEE Transactions on Industry Applications doi: 10.1109/TIA.2009.2036551 – volume: 38 start-page: 1054 issue: 4 year: 2002 ident: 10.1016/j.conengprac.2012.03.012_bib29 article-title: Sensorless control strategy for salient-pole PMSM based on extended EMF in rotating reference frame publication-title: IEEE Transactions on Industry Applications doi: 10.1109/TIA.2002.800777 – ident: 10.1016/j.conengprac.2012.03.012_bib17 – volume: 39 start-page: 1726 year: 2003 ident: 10.1016/j.conengprac.2012.03.012_bib24 article-title: Sensorless control of interior permanent magnet machine drives with zero-phase lag position estimation publication-title: IEEE Transactions on Industry Applications doi: 10.1109/TIA.2003.818966 – volume: 19 start-page: 828 issue: 8 year: 2011 ident: 10.1016/j.conengprac.2012.03.012_bib5 article-title: Fuzzy PDFF-IIR controller for PMSM drive systems publication-title: Control Engineering Practice doi: 10.1016/j.conengprac.2011.04.011 – ident: 10.1016/j.conengprac.2012.03.012_bib38 doi: 10.1109/IAS.2000.882087 – volume: 30 start-page: 126 issue: 1 year: 1994 ident: 10.1016/j.conengprac.2012.03.012_bib16 article-title: A new algorithm for sensorless operation of permanent magnet motors publication-title: IEEE Transactions on Industry Applications doi: 10.1109/28.273630 – ident: 10.1016/j.conengprac.2012.03.012_bib25 – volume: 57 start-page: 4065 year: 2010 ident: 10.1016/j.conengprac.2012.03.012_bib31 article-title: Analysis and compensation of inverter non-linearity effect on a sensorless PMSM drive at very low and zero speed operation publication-title: IEEE Transactions on Industrial Electronics doi: 10.1109/TIE.2010.2044116 – volume: 47 start-page: 1371 issue: 3 year: 2011 ident: 10.1016/j.conengprac.2012.03.012_bib14 article-title: Sensorless position control of permanent-magnet motors with pulsating current injection and compensation of motor end effects publication-title: IEEE Transactions on Industry Applications doi: 10.1109/TIA.2011.2126542 – volume: 54 start-page: 327 issue: 3 year: 2006 ident: 10.1016/j.conengprac.2012.03.012_bib23 article-title: Parameter independent encoderless control of servo drives without additional hardware components publication-title: Bulletin of the Polish Academy of Sciences – volume: 59 start-page: 1355 issue: 3 year: 2012 ident: 10.1016/j.conengprac.2012.03.012_bib1 article-title: Sensorless control of PMSM fractional horsepower drives by signal injection and neural adaptive-band filtering publication-title: IEEE Transactions on Industrial Electronics doi: 10.1109/TIE.2011.2167729 – volume: 40 start-page: 1116 issue: 4 year: 2004 ident: 10.1016/j.conengprac.2012.03.012_bib10 article-title: A new TLS based MRAS speed estimation with adaptive integration for high performance induction motor drives publication-title: IEEE Transactions on Industry Applications doi: 10.1109/TIA.2004.830779 – volume: 31 start-page: 240 issue: 2 year: 1995 ident: 10.1016/j.conengprac.2012.03.012_bib22 article-title: Transducerless position and velocity estimation in induction and salient AC machines publication-title: IEEE Transactions on Industry Applications doi: 10.1109/28.370269 – ident: 10.1016/j.conengprac.2012.03.012_bib26 doi: 10.1109/IECON.2002.1187588 – year: 2003 ident: 10.1016/j.conengprac.2012.03.012_bib34 – volume: 47 start-page: 77 issue: 1 year: 2000 ident: 10.1016/j.conengprac.2012.03.012_bib18 article-title: A general algorithm for speed and position estimation of AC motors publication-title: IEEE Transactions on Industrial Electronics doi: 10.1109/41.824128 – volume: 56 start-page: 1484 issue: 6 year: 2011 ident: 10.1016/j.conengprac.2012.03.012_bib33 article-title: Observer-based speed tracking control for sensorless permanent magnet synchronous motors with unknown load torque publication-title: IEEE Transactions on Automatic Control doi: 10.1109/TAC.2011.2121330 – volume: 54 start-page: 127 issue: 1 year: 2007 ident: 10.1016/j.conengprac.2012.03.012_bib11 article-title: Sensorless control of induction machines by a new neural algorithm: The TLS EXIN neuron publication-title: IEEE Transactions on Industrial Electronics doi: 10.1109/TIE.2006.888774 – volume: 90 start-page: 1359 issue: 8 year: 2002 ident: 10.1016/j.conengprac.2012.03.012_bib20 article-title: Sensorless control of induction motor drives publication-title: Proceedings of the IEEE doi: 10.1109/JPROC.2002.800726 – volume: 43 start-page: 300 issue: 2 year: 1996 ident: 10.1016/j.conengprac.2012.03.012_bib28 article-title: Sensorless PM brushless DC motor drives publication-title: IEEE Transactions on Industrial Electronics doi: 10.1109/41.491354 |
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| SubjectTerms | Encoders Least squares method Mathematical analysis Neural networks Neurons On-line systems Permanent magnets PMSM Sensorless control Synchronous motors TLS EXIN Vectors (mathematics) |
| Title | TLS EXIN based neural sensorless control of a high dynamic PMSM |
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