Title :
The application of cluster analysis for the synthesis of optimal frequency control law for induction drive
Author :
Braslavsky, I.Ya. ; Esaulkova, D.V. ; Kostylev, A.V. ; Tsibanov, D.V.
Author_Institution :
Ural Fed. Univ., Ekaterinburg, Russia
Abstract :
The problem of the starting process optimization of frequency controlled induction motor is discussed. The using of the specially synthesized frequency u/f control law is proposed. The article describes the concept of synthesis of the control law on the criterion of minimum motor heating. The simplified synthesis of the control law based on neural clustering for motors with similar parameters is considered. Simulated and experimental results are given.
Keywords :
control system synthesis; frequency control; induction motor drives; machine control; optimal control; optimisation; pattern clustering; starting; statistical analysis; cluster analysis; frequency controlled induction motor; frequency u-f control law; induction drive; motor heating; neural clustering; optimal frequency control law; starting process optimization; Frequency control; Induction motors; Neurons; Optimization; Process control; Stators; Vectors; induction motor; neural network clustering; optimization; scalar control;
Conference_Titel :
Power Electronics and Motion Control Conference and Exposition (PEMC), 2014 16th International
Conference_Location :
Antalya
DOI :
10.1109/EPEPEMC.2014.6980626
