Title :
Position sensorless direct torque control of Brushless DC motor drives based on sliding mode observer using NSGA-II Algorithm optimization
Author :
Feyzi, M.R. ; Shafiei, Mohammadsajjad ; Kouhshahi, M. Bahrami ; Mozaffari Niapour, S.A.KH.
Author_Institution :
Fac. of Electr. & Comput. Eng., Univ. of Tabriz, Tabriz, Iran
Abstract :
This paper presents a direct torque control technique for Brushless DC motors with non-sinusoidal back electromotive force. Direct torque control has some benefits such as faster torque response and reduced torque ripple for driving the Brushless DC motors. The Sliding mode observer, which is robust to parameter uncertainties, can be used to estimate the back-EMF and generate the torque. It is employed to estimate the non-sinusoidal back-EMF waveform in a Brushless DC motor using only the measurements of the stator currents. A modified version of Non-Dominated Sorting Genetic Algorithm (NSGA-II) is used as an effective optimization tool for regulating the PID controller parameters of speed controller and selection of four gains of sliding mode observer. The relation between PID controller and the sliding mode is also satisfied using NSGA-II. The effectiveness of proposed system has been validated by simulation results.
Keywords :
DC motor drives; brushless DC motors; electric potential; genetic algorithms; machine control; position control; three-term control; torque control; variable structure systems; velocity control; NSGA-II; NSGA-II algorithm optimization; PID controller parameters; back-EMF waveform; brushless dc motor drives; nondominated sorting genetic algorithm; nonsinusoidal back electromotive force; position sensorless direct torque control; sliding mode observer; speed controller; Brushless DC motors; Induction motors; Observers; Rotors; Sensors; Switches; Torque; BLDC; DTC; non-dominated sorting genetic algorithm (NSGA-II); sliding mode observer;
Conference_Titel :
Power Electronics, Drive Systems and Technologies Conference (PEDSTC), 2011 2nd
Conference_Location :
Tehran
Print_ISBN :
978-1-61284-422-0
DOI :
10.1109/PEDSTC.2011.5742407