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An MRAS Sensorless Technique Based on the MCA EXIN + Neuron for High Performance Induction Motor Drives

Maurizio Cirrincione
Marcello Pucci
Giansalvo Cirrincione
Gérard-André Capolino

Puni tekst: engleski, pdf (714 KB) str. 59-72 preuzimanja: 1.263* citiraj
APA 6th Edition
Cirrincione, M., Pucci, M., Cirrincione, G. i Capolino, G. (2005). An MRAS Sensorless Technique Based on the MCA EXIN + Neuron for High Performance Induction Motor Drives. Automatika, 46. (1-2), 59-72. Preuzeto s https://hrcak.srce.hr/6842
MLA 8th Edition
Cirrincione, Maurizio, et al. "An MRAS Sensorless Technique Based on the MCA EXIN + Neuron for High Performance Induction Motor Drives." Automatika, vol. 46., br. 1-2, 2005, str. 59-72. https://hrcak.srce.hr/6842. Citirano 28.10.2021.
Chicago 17th Edition
Cirrincione, Maurizio, Marcello Pucci, Giansalvo Cirrincione i Gérard-André Capolino. "An MRAS Sensorless Technique Based on the MCA EXIN + Neuron for High Performance Induction Motor Drives." Automatika 46., br. 1-2 (2005): 59-72. https://hrcak.srce.hr/6842
Harvard
Cirrincione, M., et al. (2005). 'An MRAS Sensorless Technique Based on the MCA EXIN + Neuron for High Performance Induction Motor Drives', Automatika, 46.(1-2), str. 59-72. Preuzeto s: https://hrcak.srce.hr/6842 (Datum pristupa: 28.10.2021.)
Vancouver
Cirrincione M, Pucci M, Cirrincione G, Capolino G. An MRAS Sensorless Technique Based on the MCA EXIN + Neuron for High Performance Induction Motor Drives. Automatika [Internet]. 2005 [pristupljeno 28.10.2021.];46.(1-2):59-72. Dostupno na: https://hrcak.srce.hr/6842
IEEE
M. Cirrincione, M. Pucci, G. Cirrincione i G. Capolino, "An MRAS Sensorless Technique Based on the MCA EXIN + Neuron for High Performance Induction Motor Drives", Automatika, vol.46., br. 1-2, str. 59-72, 2005. [Online]. Dostupno na: https://hrcak.srce.hr/6842. [Citirano: 28.10.2021.]

Sažetak
This paper proposes a new sensorless technique for induction motor drives based on a hybrid MRAS-neural technique, which improves a previously developed neural MRAS based sensorless method. In this paper the open-loop integration in the reference model is performed by an adaptive neural integrator, enhanced here by means of a speed-varying filter transfer function. The adaptive model is based on a more accurate discrete current model based on the modified Euler integration, with a resulting more stable behaviour in the field weakening region. The adaptive model is further trained on-line by a generalized least squares technique, the MCA EXIN + neuron, in which a parameterized learning algorithm is used. As a consequence, the speed estimation presents an improved convergence with higher accuracy and shorter settling time, because of the better transient behaviour of the neuron. A test bench has been set up to verify the methodology experimentally and the results prove its goodness at very low speeds (below 4 rad/s) and in zero-speed operation.

Ključne riječi
induction motor drives; sensorless control; model reference adaptive systems; neural networks

Hrčak ID: 6842

URI
https://hrcak.srce.hr/6842

[hrvatski]

Posjeta: 1.659 *