Fuzzy Estimation of DC Motor Winding Currents

Daniel J. Simon

doi:10.1109/NAFIPS.1999.781816

Fuzzy Estimation of DC Motor Winding Currents

Research output: Contribution to journal › Article › peer-review

Abstract

Fuzzy systems have been used extensively and successfully in control systems over the past few decades, but have been applied much less often to filtering problems. This is somewhat surprising in view of the close relationship between control and estimation. The paper discusses and demonstrates the application of fuzzy filtering to motor winding current estimation in permanent magnet synchronous motors. It is shown via simulation results that fuzzy techniques provide an attractive alternative to current estimation using analytic techniques. It is further shown how the fuzzy membership functions can be optimized using gradient descent

Original language	American English
Journal	Fuzzy Information Processing Society, 1999. NAFIPS. 18th International Conference of the North American
DOIs	https://doi.org/10.1109/NAFIPS.1999.781816
State	Published - Jul 1 1999

Keywords

DC motor winding currents
Control systems
Current estimation
Filtering problems
Fuzzy estimation
Fuzzy filtering
Fuzzy membership functions
Fuzzy systems
Fuzzy techniques
Gradient descent
Motor winding current estimation
Permanent magnet synchronous motors

Disciplines

Electrical and Computer Engineering

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10.1109/NAFIPS.1999.781816License: CC BY

http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=781816

Cite this

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title = "Fuzzy Estimation of DC Motor Winding Currents",

abstract = " Fuzzy systems have been used extensively and successfully in control systems over the past few decades, but have been applied much less often to filtering problems. This is somewhat surprising in view of the close relationship between control and estimation. The paper discusses and demonstrates the application of fuzzy filtering to motor winding current estimation in permanent magnet synchronous motors. It is shown via simulation results that fuzzy techniques provide an attractive alternative to current estimation using analytic techniques. It is further shown how the fuzzy membership functions can be optimized using gradient descent",

keywords = "DC motor winding currents, Control systems, Current estimation, Filtering problems, Fuzzy estimation, Fuzzy filtering, Fuzzy membership functions, Fuzzy systems, Fuzzy techniques, Gradient descent, Motor winding current estimation, Permanent magnet synchronous motors",

author = "Simon, \{Daniel J.\}",

note = "D. Simon. (1999). Fuzzy Estimation of DC Motor Winding Currents. North American Fuzzy Information Processing Society Conference, 859-863.",

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N2 - Fuzzy systems have been used extensively and successfully in control systems over the past few decades, but have been applied much less often to filtering problems. This is somewhat surprising in view of the close relationship between control and estimation. The paper discusses and demonstrates the application of fuzzy filtering to motor winding current estimation in permanent magnet synchronous motors. It is shown via simulation results that fuzzy techniques provide an attractive alternative to current estimation using analytic techniques. It is further shown how the fuzzy membership functions can be optimized using gradient descent

AB - Fuzzy systems have been used extensively and successfully in control systems over the past few decades, but have been applied much less often to filtering problems. This is somewhat surprising in view of the close relationship between control and estimation. The paper discusses and demonstrates the application of fuzzy filtering to motor winding current estimation in permanent magnet synchronous motors. It is shown via simulation results that fuzzy techniques provide an attractive alternative to current estimation using analytic techniques. It is further shown how the fuzzy membership functions can be optimized using gradient descent

KW - DC motor winding currents

KW - Control systems

KW - Current estimation

KW - Filtering problems

KW - Fuzzy estimation

KW - Fuzzy filtering

KW - Fuzzy membership functions

KW - Fuzzy systems

KW - Fuzzy techniques

KW - Gradient descent

KW - Motor winding current estimation

KW - Permanent magnet synchronous motors

UR - https://engagedscholarship.csuohio.edu/enece_facpub/156

UR - http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=781816

U2 - 10.1109/NAFIPS.1999.781816

DO - 10.1109/NAFIPS.1999.781816

M3 - Article

JO - Fuzzy Information Processing Society, 1999. NAFIPS. 18th International Conference of the North American

JF - Fuzzy Information Processing Society, 1999. NAFIPS. 18th International Conference of the North American

ER -

Fuzzy Estimation of DC Motor Winding Currents

Abstract

Keywords

Disciplines

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