Backstepping wavelet neural network control for indirect field-oriented induction motor drive

IEEE Transactions on Neural Networks
Rong-Jong Wai, Han-Hsiang Chang

Abstract

This study address a newly designed decoupling system and a backstepping wavelet neural network (WNN) control system for achieving high-precision position-tracking performance of an indirect field-oriented induction motor (IM) drive. First, a decoupling mechanism with an online inverse time-constant estimation algorithm is derived on the basis of model reference adaptive system theory to preserve the decoupling control characteristic of an indirect field-oriented IM drive. Moreover, based on the backstepping design methodology, a desired feedback control law is developed for ensuring the favorable control performance. However, the uncertainties, such as mechanical parameter uncertainty, external load disturbance, unstructured uncertainty due to nonideal field orientation in transient state, and unmodeled dynamics in practical applications, are difficult to know in advance. Thus, the stability of the desired feedback control may be destroyed. Due to the powerful approximation ability of WNN, a backstepping WNN control scheme is designed in this study to control the rotor position of an indirect field-oriented IM drive for periodic motion. This control scheme contains two parts: one is a WNN control that is utilized to mimic the ...Continue Reading

References

Jul 1, 1997·Neural Networks : the Official Journal of the International Neural Network Society·Omid M. OmidvarCharles L. Wilson
Feb 5, 2008·IEEE Transactions on Neural Networks·S S Ge, Cong Wang
Feb 6, 2008·IEEE Transactions on Neural Networks·S Seshagiri, H K Khalil
Feb 6, 2008·IEEE Transactions on Neural Networks·C M Kwan, F L Lewis
Feb 7, 2008·IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics : a Publication of the IEEE Systems, Man, and Cybernetics Society·S S GeT Zhang
Feb 7, 2008·IEEE Transactions on Neural Networks·T Lindblad, J M Kinser
Feb 7, 2008·IEEE Transactions on Neural Networks·L M Reyneri
Jan 1, 1996·IEEE Transactions on Neural Networks·F L LewisK Liu
Jan 1, 1997·IEEE Transactions on Neural Networks·Q Zhang
Feb 8, 2008·IEEE Transactions on Neural Networks·M ZhihongM Palaniswami
Feb 8, 2008·IEEE Transactions on Neural Networks·J A Farrell
Jan 1, 1995·IEEE Transactions on Neural Networks·B DelyonA Benveniste
Jan 1, 1993·IEEE Transactions on Neural Networks·Y C Pati, P S Krishnaprasad
Jan 1, 1992·IEEE Transactions on Neural Networks·Q Zhang, A Benveniste

❮ Previous
Next ❯

Citations

Feb 27, 2015·IEEE Transactions on Neural Networks and Learning Systems·Jinpeng YuChong Lin
Aug 27, 2005·IEEE Transactions on Neural Networks·Stephen A Billings, Hua-Liang Wei
Sep 18, 2007·Journal of Neural Engineering·Xiang LiaoChaoyi Li
Apr 6, 2007·Journal of Neural Engineering·Ali BashashatiGary E Birch

❮ Previous
Next ❯

Related Concepts

Trending Feeds

COVID-19

Coronaviruses encompass a large family of viruses that cause the common cold as well as more serious diseases, such as the ongoing outbreak of coronavirus disease 2019 (COVID-19; formally known as 2019-nCoV). Coronaviruses can spread from animals to humans; symptoms include fever, cough, shortness of breath, and breathing difficulties; in more severe cases, infection can lead to death. This feed covers recent research on COVID-19.

Blastomycosis

Blastomycosis fungal infections spread through inhaling Blastomyces dermatitidis spores. Discover the latest research on blastomycosis fungal infections here.

Nuclear Pore Complex in ALS/FTD

Alterations in nucleocytoplasmic transport, controlled by the nuclear pore complex, may be involved in the pathomechanism underlying multiple neurodegenerative diseases including Amyotrophic Lateral Sclerosis and Frontotemporal Dementia. Here is the latest research on the nuclear pore complex in ALS and FTD.

Applications of Molecular Barcoding

The concept of molecular barcoding is that each original DNA or RNA molecule is attached to a unique sequence barcode. Sequence reads having different barcodes represent different original molecules, while sequence reads having the same barcode are results of PCR duplication from one original molecule. Discover the latest research on molecular barcoding here.

Chronic Fatigue Syndrome

Chronic fatigue syndrome is a disease characterized by unexplained disabling fatigue; the pathology of which is incompletely understood. Discover the latest research on chronic fatigue syndrome here.

Evolution of Pluripotency

Pluripotency refers to the ability of a cell to develop into three primary germ cell layers of the embryo. This feed focuses on the mechanisms that underlie the evolution of pluripotency. Here is the latest research.

Position Effect Variegation

Position Effect Variagation occurs when a gene is inactivated due to its positioning near heterochromatic regions within a chromosome. Discover the latest research on Position Effect Variagation here.

STING Receptor Agonists

Stimulator of IFN genes (STING) are a group of transmembrane proteins that are involved in the induction of type I interferon that is important in the innate immune response. The stimulation of STING has been an active area of research in the treatment of cancer and infectious diseases. Here is the latest research on STING receptor agonists.

Microbicide

Microbicides are products that can be applied to vaginal or rectal mucosal surfaces with the goal of preventing, or at least significantly reducing, the transmission of sexually transmitted infections. Here is the latest research on microbicides.

Related Papers

IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics : a Publication of the IEEE Systems, Man, and Cybernetics Society
Rong-Jong Wai
IEEE Transactions on Neural Networks
Stephen A Billings, Hua-Liang Wei
IEEE Transactions on Neural Networks
Chun-Fei HsuTsu-Tian Lee
IEEE Transactions on Neural Networks
Q Zhang, A Benveniste
© 2021 Meta ULC. All rights reserved