Title :
On-line rotor time constant estimation for induction motor using two new methods, RLS and SDBP algorithms
Author :
Kamankesh, S. ; Khaburi, D. Arab
Author_Institution :
Electr. Eng. Dept., Iran Univ. of Sci. & Technol., Tehran, Iran
Abstract :
This paper presents two new methods of online estimation for the rotor time constant of the induction motor for indirect vector control drives. These methods are presented using artificial neural networks with steepest descent back propagation training algorithm and recursive least square algorithm. These methods use measurements of the stator voltages, stator currents and the rotor speed. The problem is formulated as finding the rotor flux error, which occurs as a result of rotor time constant variation, and then the actual value of the rotor resistance is estimated. The effectiveness of these algorithms is demonstrated with simulation.
Keywords :
drives; induction motors; least squares approximations; recursive estimation; rotors; artificial neural networks; indirect vector control drives; induction motor; on-line rotor time constant estimation; online estimation; recursive least square algorithm; rotor flux error; rotor resistance; rotor speed; stator currents; stator voltages; steepest descent back propagation training algorithm; Artificial neural networks; Current measurement; Electrical resistance measurement; Induction motors; Least squares methods; Machine vector control; Resonance light scattering; Rotors; Stators; Velocity measurement; ψsmq, ψsmd Mutual flux linkages in stationary reference frame; ψs{qr, ψs{indrRotor flux linkages in stationary reference frame; ψs{qs}, ψsds Stator flux linkages in stationary reference frame; ωbBase speed; ωr Electrical rotor speed; “ ´ ” Rotor parameters or quantities referred to the stator; artificial neural networks; isqr, isdr Rotor currents in stationary reference frame; isqs, isds Stator currents in stationary reference frame; induction motor drive; parameter estimation; recursive least square algorithm; rotor time constant; vsqr, vsds Rotor voltages in stationary reference frame; vxqs,vxin{dxs} Stator voltages in stationary reference frame; xs, xr Stator and Rotor inductance respectively; xs, xr Stator and Rotor resistance respectively;
Conference_Titel :
Electrical and Electronics Engineering, 2009. ELECO 2009. International Conference on
Conference_Location :
Bursa
Print_ISBN :
978-1-4244-5106-7
Electronic_ISBN :
978-9944-89-818-8