| Título: | RNN Based Rotor Flux and Speed Estimation of Induction Motor |
| Autores: | Purwahyudi, Bambang |
| Fecha: | 2011-09-30 |
| Publicador: | International journal of power electronics and drive systems |
| Fuente: |
 |
| Tipo: |
info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion |
| Tema: | No aplica |
| Descripción: | Speed control of induction motor can be obtained by closed loop system which require speed sensor. Speed sensor system is less effective for wide plant system, because the sensor location is too far from the main control system and measurement result is less accurate. This paper presents the development of speed sensorless field oriented control (FOC) of induction motor by using the rotor flux and speed observers. The observers only required the stator voltage and current of induction motor to obtain the rotor flux and speed estimation. The observers based on recurrent neural network (RNN) methods are implemented. Finally, the effectiveness of the proposed method is verified by simulation. Simulation results show that RNN observer can produce well the rotor flux and speed estimation. MSE values of the rotor flux estimation are between 0.000087 and 0.000264, whereas MSE values of the speed estimation are between 43.0552 and 156.0798. Keywords: field oriented control, induction motor, observer, and recurrent neural network. |
| Idioma: | Inglés |
1 Simulation of a Transient Fault Controller for a Grid Connected Wind Farm with Different Types of Generators por Abdel-Mageed, Helmy Mohammed; Helwan University,Sharaf, S.M.,El_masry, S.M.,El_harony, M.; Helwan University | 6 Fault Tolerant Control in Z-Source Inverter Fed Induction Motor por Rabi, B. Justus |
2 Unified Power Quality Conditioner for voltage sag and harmonic mitigation of nonlinear loads por Latha, Y. Kusuma; Lakireddy Balireddy College of Engineering (Autonomous),Saibabu, Ch.; University College of Engineering (Autonomous),Obulesu, Y P; Lakireddy Balireddy College of Engineering(Autonomous) | 7 Hysteresis Current Control technique based on Space Vector Modulation for Active Power Filter por Yun-liang, Wang,Qi-liang, Guo |
3 Dynamic Testing & Simulation of 4 KW (5.5 Hp) Switched Reluctance Motor using PSpice por Autee, Rajesh Murlidharrao; Marathwada Shikshan Prasarak Mandal's Deogiri Technical Campus for Engineeing & Mgt Studies, Aurangabad. Aff-Dr. B.A.M.University, Aurangabad-India. | 8 A Novel method of Starting Induction Motor - A Comparative Study por Chakrasali, R L; SDM College of Engg.&Tech., Dharwad,Sheelavant, V.R.,Nagaraja, H.N. |
4 A Review of Voltage and Current Signature Diagnosis in Industrial Drives por Kumar, K. Vinoth | 9 Regeneration of ZVS converter with Resonant inductor por Prasad, J.Sivavara,Babu, Ch.Sai,Obelesh, Y.P. |
5 Performance Comparison of Starting Speed Control of Induction Motor por Kusbianto, Deddy | 10 Space Vector Pulse Width Modulation Scheme for a Seven-Phase Voltage Source Inverter por Khan, Mohd. Arif; Krishna Institute of engineering and technology, ghaziabad,Iqbal, Atif; Electrical & Computer Engineering Programme, Texas A&M University at Qatar, Doha,,Ahmad, Sk Moin; Electrical & Computer Engineering Programme, Texas A&M University at Qatar, Doha, |