Title :
Fuzzy estimation of DC motor winding currents
Author_Institution :
Innovatia Software, Copley, OH, USA
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 motors; fuzzy control; fuzzy systems; machine control; permanent magnet motors; synchronous motors; 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; Current measurement; DC motors; Filtering; Magnetic separation; Noise measurement; Permanent magnet motors; Rotors; State estimation; Stator windings; Torque;
Conference_Titel :
Fuzzy Information Processing Society, 1999. NAFIPS. 18th International Conference of the North American
Conference_Location :
New York, NY
Print_ISBN :
0-7803-5211-4
DOI :
10.1109/NAFIPS.1999.781816