SlideShare a Scribd company logo
1 of 3
Download to read offline
TELKOMNIKA, Vol.15, No.1, March 2017, pp. 1~3
ISSN: 1693-6930, accredited A by DIKTI, Decree No: 58/DIKTI/Kep/2013
DOI: 10.12928/TELKOMNIKA.v15i1.5419  1
Received October 25, 2016; Revised December 14, 2016; Accepted Januari 16, 2017
Editorial
Direct Torque Control: Stator Flux Regulation
Improvement at Low Speed
Nik Rumzi Nik Idris
PROTON-UTM Future Drive Laboratory, Faculty of Electrical Engineering, Universiti Teknologi Malaysia,
Skudai, Malaysia
Coreesponding author, e-mail: nikrumzi@fke.utm.my
Abstract
A simple method to improve stator flux regulation of a direct torque control (DTC) of induction
motor drive is presented. By using this method, the simple control structure of DTC is retained and no
modification to the voltage vectors look-up table is required. To implement this technique, the index to the
look-up table is modified so that the reverse voltage vectors are selected (instead of zero-voltage vectors)
whenever the stator flux regulation fails. To study the viability and the effectiveness of this simple method
in improving the flux regulation at low speed, experiments are conducted to a ¼ hp induction motor with
DTC technique. The control algorithm is implemented using a DS1104 controller board with Xilinx FPGA.
Keywords: direct torque control, induction motor drive, flux regulation
Copyright © 2017 Universitas Ahmad Dahlan. All rights reserved.
Direct torque control of induction motor drives was introduced in mid 1980s by
Takahashi [1] and Depenbrock [2]. Due to its simple implementation, yet excellence torque
performance, it has picked up a lot of interest and has been considered as an alternative or
replacement to the famous field oriented control (FOC). There are, however, several
disadvantages which are normally associated with DTC drives that are based on its original
structure as introduced in [1] and [2]; they are variable switching frequency, high torque ripple
and stator flux regulation at low speed. To overcome these problems several variations of DTC
were introduced, which can be generally be classified into two categories: Look-up table (LUT)
based DTC and the Non-LUT based DTC. The implementation of non-LUT, typically, requires
modulator, which is used to synthesize the reference voltages; these include the predictive
dead-beat control, model predictive control or even artificial intelligent based control. On the
other hand, in LUT based DTC, no modulator is required since the voltage vectors are selected
from the look-up table depending on the torque and flux demands. The main advantage of the
LUT based approach is its simplicity, i.e. the original structure of DTC as initially proposed in [1]
and [2] is retained.
This short paper will briefly discuss on the problem of flux regulation in LUT based DTC,
and subsequently presents a simple method that can be used to improve the flux regulation.
The improvement is even more significant in sensorless drive system especially when stator flux
is treated as one of the state variables used for the speed estimation algorithm [3]. The method
can remove the problem of flux drooping, which normally occur at low speed operations, or
when speeds are reverses. The implementation, as will be demonstrated, is very simple and
does not require the modification to the simple structure of DTC.
Flux regulation problem
The flux regulation problem at low speed is caused due to the selection of zero voltage
vectors used to reduce the torque [3]. In DTC, the change in flux is approximated by (1).
Therefore, ideally, according (1), selecting zero voltage vectors will freeze the flux.
(1)
 ISSN: 1693-6930
TELKOMNIKA Vol. 15, No. 1, March 2017 : 1 – 3
2
In practice, however, this is not the case; the flux decreases due to the stator resistance
drop isRs. The flux regulation fails if the reduction of flux during the zero-voltage selection is
larger than the increment in flux (during the active voltage vectors selections), as depicted in
Figure 1. This condition normally occurs at low speed whereby the duration of the application of
zero vectors is stretched. The regulation in flux therefore can be restored if, instead of zero
vectors, active vectors are chosen to reduce the torque at low speed [3].
Figure 1. Flux Regulation Problem at Low Speed
Improving flux regulation
Based on the previous discussion, one of the simplest way to overcome the flux
regulation problem is to change the index to the look-up table so that active voltage vectors are
chosen instead of zero vectors whenever torque need to be reduced at low speed. Using this
method, the look-up table need not to be changed. This can be implemented easily by using
logic circuits, especially when the look-up table of the DTC is implemented using digital circuits
such as field programmable gate arrays (FPGA). This logic circuit is placed before the look-up
table and it will modify the torque index depending on the speed and stator flux error.
Experimental results
The DTC drive with the stator flux regulation improvement is implemented to a ¼
hp 3-phase induction motor. The control algorithm, including the flux regulation improvement, is
realized using a dSPACE DS1104 controller board and a Xilinx FPGA device. The block
diagram of the proposed drive, including the logic circuits (shown by the shaded block) is
depicted in Figure 2. Other than the output of hysteresis comparator, the inputs to the logic
circuits are the stator flux error and the sign of rotor speed.
Figure 2. DTC Implementation with Improved Flux Regulation
Torque demand =0
 Torque need to be reduced
Torque demand = 1
 Torque need to be increased
Te
Logic
circuits Look-up
table VSI IM
Torque
and flux
calculator
Te
DS1104 FPGA
+
+
-
-
TELKOMNIKA ISSN: 1693-6930 
Direct Torque Control: Stator Flux Regulation Improvement… (Nik Rumzi Nik Idris)
3
The results shown in Figure 3 clearly indicated the improvement of flux regulation,
which in turns improve the stator current harmonic contents. However due to the selection of the
reverse vectors, the torque ripple is increased.
(a) (b)
Figure 3. Experimental Results (a) without Flux Regulation Improvement, (b) with Flux
Regulation Improvement
References
[1] I Takahashi, T Noguchi. A new quick-response and high-efficiency control strategy of an induction
motor. IEEE Transactions on Industry Applications. 1986; IA-22(5): 820-827.
[2] M Depenbrock. Direct self-control of inverter-fed induction machine. IEEE Transactions on Power
Electronics. 1988; 3(4): 420-429.
[3] IM Alsofyani, NRN Idris. Simple Flux Regulation for Improving State Estimation at Very Low and Zero
Speed of a Speed Sensorless Direct Torque Control of an Induction Motor. IEEE Transactions on
Power Electronics. 2016; 31(4): 3027-3035.

More Related Content

What's hot

Application of Quantitative Feedback Theory for Wind Turbine Controller Design
Application of Quantitative Feedback Theory for Wind Turbine Controller DesignApplication of Quantitative Feedback Theory for Wind Turbine Controller Design
Application of Quantitative Feedback Theory for Wind Turbine Controller DesignGoran Bencic
 
14. a variable speed, sensorless, induction motor drive
14. a variable speed, sensorless, induction motor drive14. a variable speed, sensorless, induction motor drive
14. a variable speed, sensorless, induction motor drivesatya_m
 
A fast converging robust controller using adaptive second order sliding mode
A fast converging robust controller using adaptive second order sliding modeA fast converging robust controller using adaptive second order sliding mode
A fast converging robust controller using adaptive second order sliding modeISA Interchange
 
Field oriented control of induction motor based on
Field oriented control  of induction motor based onField oriented control  of induction motor based on
Field oriented control of induction motor based onAMRITAKUMARI21408
 
Experiment based comparative analysis of stator current controllers using pre...
Experiment based comparative analysis of stator current controllers using pre...Experiment based comparative analysis of stator current controllers using pre...
Experiment based comparative analysis of stator current controllers using pre...journalBEEI
 
Design and Implementation of DC Motor Speed Control using Fuzzy Logic
Design and Implementation of DC Motor Speed Control using Fuzzy LogicDesign and Implementation of DC Motor Speed Control using Fuzzy Logic
Design and Implementation of DC Motor Speed Control using Fuzzy LogicWaleed El-Badry
 
Journal jpe 7-3_1299739594
Journal jpe 7-3_1299739594Journal jpe 7-3_1299739594
Journal jpe 7-3_1299739594Venkat Mandadhi
 
Speed Sensorless Vector Control of Unbalanced Three-Phase Induction Motor wit...
Speed Sensorless Vector Control of Unbalanced Three-Phase Induction Motor wit...Speed Sensorless Vector Control of Unbalanced Three-Phase Induction Motor wit...
Speed Sensorless Vector Control of Unbalanced Three-Phase Induction Motor wit...IAES-IJPEDS
 
Dsp based implementation of field oriented control of three phase induction m...
Dsp based implementation of field oriented control of three phase induction m...Dsp based implementation of field oriented control of three phase induction m...
Dsp based implementation of field oriented control of three phase induction m...eSAT Journals
 
Speed Control of Induction Motor using FOC Method
Speed Control of Induction Motor using FOC MethodSpeed Control of Induction Motor using FOC Method
Speed Control of Induction Motor using FOC MethodIJERA Editor
 
A Review on Rapid Control of a Brushless Motor in an Hybrid System
A Review on Rapid Control of a Brushless Motor in an Hybrid SystemA Review on Rapid Control of a Brushless Motor in an Hybrid System
A Review on Rapid Control of a Brushless Motor in an Hybrid Systemsunil kumar
 
Fuzzy logic Technique Based Speed Control of a Permanent Magnet Brushless DC...
Fuzzy logic Technique Based Speed Control of a Permanent  Magnet Brushless DC...Fuzzy logic Technique Based Speed Control of a Permanent  Magnet Brushless DC...
Fuzzy logic Technique Based Speed Control of a Permanent Magnet Brushless DC...IJMER
 
Improved Torque Control Performance in Direct Torque Control using Optimal Sw...
Improved Torque Control Performance in Direct Torque Control using Optimal Sw...Improved Torque Control Performance in Direct Torque Control using Optimal Sw...
Improved Torque Control Performance in Direct Torque Control using Optimal Sw...IJPEDS-IAES
 
STATOR FLUX OPTIMIZATION ON DIRECT TORQUE CONTROL WITH FUZZY LOGIC
STATOR FLUX OPTIMIZATION ON DIRECT TORQUE CONTROL WITH FUZZY LOGIC STATOR FLUX OPTIMIZATION ON DIRECT TORQUE CONTROL WITH FUZZY LOGIC
STATOR FLUX OPTIMIZATION ON DIRECT TORQUE CONTROL WITH FUZZY LOGIC cscpconf
 
International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)IJERD Editor
 
V fuzzy logic implementation for induction motor control
V fuzzy logic implementation for induction motor controlV fuzzy logic implementation for induction motor control
V fuzzy logic implementation for induction motor controlkypameenendranathred
 
Damping of Inter-Area Low Frequency Oscillation Using an Adaptive Wide-Area D...
Damping of Inter-Area Low Frequency Oscillation Using an Adaptive Wide-Area D...Damping of Inter-Area Low Frequency Oscillation Using an Adaptive Wide-Area D...
Damping of Inter-Area Low Frequency Oscillation Using an Adaptive Wide-Area D...Power System Operation
 
Speed Sensorless Vector Control of Induction Motor Drive with PI and Fuzzy Co...
Speed Sensorless Vector Control of Induction Motor Drive with PI and Fuzzy Co...Speed Sensorless Vector Control of Induction Motor Drive with PI and Fuzzy Co...
Speed Sensorless Vector Control of Induction Motor Drive with PI and Fuzzy Co...IJPEDS-IAES
 

What's hot (20)

Application of Quantitative Feedback Theory for Wind Turbine Controller Design
Application of Quantitative Feedback Theory for Wind Turbine Controller DesignApplication of Quantitative Feedback Theory for Wind Turbine Controller Design
Application of Quantitative Feedback Theory for Wind Turbine Controller Design
 
14. a variable speed, sensorless, induction motor drive
14. a variable speed, sensorless, induction motor drive14. a variable speed, sensorless, induction motor drive
14. a variable speed, sensorless, induction motor drive
 
A fast converging robust controller using adaptive second order sliding mode
A fast converging robust controller using adaptive second order sliding modeA fast converging robust controller using adaptive second order sliding mode
A fast converging robust controller using adaptive second order sliding mode
 
Torque ripples improvement of direct torque controlled five-phase induction m...
Torque ripples improvement of direct torque controlled five-phase induction m...Torque ripples improvement of direct torque controlled five-phase induction m...
Torque ripples improvement of direct torque controlled five-phase induction m...
 
Field oriented control of induction motor based on
Field oriented control  of induction motor based onField oriented control  of induction motor based on
Field oriented control of induction motor based on
 
Experiment based comparative analysis of stator current controllers using pre...
Experiment based comparative analysis of stator current controllers using pre...Experiment based comparative analysis of stator current controllers using pre...
Experiment based comparative analysis of stator current controllers using pre...
 
L0446166
L0446166L0446166
L0446166
 
Design and Implementation of DC Motor Speed Control using Fuzzy Logic
Design and Implementation of DC Motor Speed Control using Fuzzy LogicDesign and Implementation of DC Motor Speed Control using Fuzzy Logic
Design and Implementation of DC Motor Speed Control using Fuzzy Logic
 
Journal jpe 7-3_1299739594
Journal jpe 7-3_1299739594Journal jpe 7-3_1299739594
Journal jpe 7-3_1299739594
 
Speed Sensorless Vector Control of Unbalanced Three-Phase Induction Motor wit...
Speed Sensorless Vector Control of Unbalanced Three-Phase Induction Motor wit...Speed Sensorless Vector Control of Unbalanced Three-Phase Induction Motor wit...
Speed Sensorless Vector Control of Unbalanced Three-Phase Induction Motor wit...
 
Dsp based implementation of field oriented control of three phase induction m...
Dsp based implementation of field oriented control of three phase induction m...Dsp based implementation of field oriented control of three phase induction m...
Dsp based implementation of field oriented control of three phase induction m...
 
Speed Control of Induction Motor using FOC Method
Speed Control of Induction Motor using FOC MethodSpeed Control of Induction Motor using FOC Method
Speed Control of Induction Motor using FOC Method
 
A Review on Rapid Control of a Brushless Motor in an Hybrid System
A Review on Rapid Control of a Brushless Motor in an Hybrid SystemA Review on Rapid Control of a Brushless Motor in an Hybrid System
A Review on Rapid Control of a Brushless Motor in an Hybrid System
 
Fuzzy logic Technique Based Speed Control of a Permanent Magnet Brushless DC...
Fuzzy logic Technique Based Speed Control of a Permanent  Magnet Brushless DC...Fuzzy logic Technique Based Speed Control of a Permanent  Magnet Brushless DC...
Fuzzy logic Technique Based Speed Control of a Permanent Magnet Brushless DC...
 
Improved Torque Control Performance in Direct Torque Control using Optimal Sw...
Improved Torque Control Performance in Direct Torque Control using Optimal Sw...Improved Torque Control Performance in Direct Torque Control using Optimal Sw...
Improved Torque Control Performance in Direct Torque Control using Optimal Sw...
 
STATOR FLUX OPTIMIZATION ON DIRECT TORQUE CONTROL WITH FUZZY LOGIC
STATOR FLUX OPTIMIZATION ON DIRECT TORQUE CONTROL WITH FUZZY LOGIC STATOR FLUX OPTIMIZATION ON DIRECT TORQUE CONTROL WITH FUZZY LOGIC
STATOR FLUX OPTIMIZATION ON DIRECT TORQUE CONTROL WITH FUZZY LOGIC
 
International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)
 
V fuzzy logic implementation for induction motor control
V fuzzy logic implementation for induction motor controlV fuzzy logic implementation for induction motor control
V fuzzy logic implementation for induction motor control
 
Damping of Inter-Area Low Frequency Oscillation Using an Adaptive Wide-Area D...
Damping of Inter-Area Low Frequency Oscillation Using an Adaptive Wide-Area D...Damping of Inter-Area Low Frequency Oscillation Using an Adaptive Wide-Area D...
Damping of Inter-Area Low Frequency Oscillation Using an Adaptive Wide-Area D...
 
Speed Sensorless Vector Control of Induction Motor Drive with PI and Fuzzy Co...
Speed Sensorless Vector Control of Induction Motor Drive with PI and Fuzzy Co...Speed Sensorless Vector Control of Induction Motor Drive with PI and Fuzzy Co...
Speed Sensorless Vector Control of Induction Motor Drive with PI and Fuzzy Co...
 

Similar to Direct Torque Control: Stator Flux Regulation Improvement at Low Speed

ADAPTIVE BANDWIDTH APPROACH ON DTC CONTROLLED INDUCTION MOTOR
ADAPTIVE BANDWIDTH APPROACH ON DTC CONTROLLED INDUCTION MOTORADAPTIVE BANDWIDTH APPROACH ON DTC CONTROLLED INDUCTION MOTOR
ADAPTIVE BANDWIDTH APPROACH ON DTC CONTROLLED INDUCTION MOTORijcisjournal
 
Review of the DTC Controller and Estimation of Stator Resistance in IM Drives
Review of the DTC Controller and Estimation of Stator Resistance in IM DrivesReview of the DTC Controller and Estimation of Stator Resistance in IM Drives
Review of the DTC Controller and Estimation of Stator Resistance in IM DrivesIAES-IJPEDS
 
QUICK DYNAMIC TORQUE CONTROL IN DTC-HYSTERESIS-BASED INDUCTION MOTOR BY USING...
QUICK DYNAMIC TORQUE CONTROL IN DTC-HYSTERESIS-BASED INDUCTION MOTOR BY USING...QUICK DYNAMIC TORQUE CONTROL IN DTC-HYSTERESIS-BASED INDUCTION MOTOR BY USING...
QUICK DYNAMIC TORQUE CONTROL IN DTC-HYSTERESIS-BASED INDUCTION MOTOR BY USING...ijiert bestjournal
 
Fuzzy logic based direct torque control of induction motor with space vector ...
Fuzzy logic based direct torque control of induction motor with space vector ...Fuzzy logic based direct torque control of induction motor with space vector ...
Fuzzy logic based direct torque control of induction motor with space vector ...ijscai
 
A Novel Optimal PI Parameter Tuning Strategy to Improve Constant Switching Pe...
A Novel Optimal PI Parameter Tuning Strategy to Improve Constant Switching Pe...A Novel Optimal PI Parameter Tuning Strategy to Improve Constant Switching Pe...
A Novel Optimal PI Parameter Tuning Strategy to Improve Constant Switching Pe...IJPEDS-IAES
 
Fuzzy logic based direct torque control of induction motor with space vector ...
Fuzzy logic based direct torque control of induction motor with space vector ...Fuzzy logic based direct torque control of induction motor with space vector ...
Fuzzy logic based direct torque control of induction motor with space vector ...ijscai
 
Enhanced Torque Control and Reduced Switching Frequency in Direct Torque Cont...
Enhanced Torque Control and Reduced Switching Frequency in Direct Torque Cont...Enhanced Torque Control and Reduced Switching Frequency in Direct Torque Cont...
Enhanced Torque Control and Reduced Switching Frequency in Direct Torque Cont...IJPEDS-IAES
 
Improvise 3-Level DTC of Induction Machine using Constant Switching Frequency...
Improvise 3-Level DTC of Induction Machine using Constant Switching Frequency...Improvise 3-Level DTC of Induction Machine using Constant Switching Frequency...
Improvise 3-Level DTC of Induction Machine using Constant Switching Frequency...IJPEDS-IAES
 
Biogeography-Based Optimization, BBO, Evolutionary Algorithm, Migration, Part...
Biogeography-Based Optimization, BBO, Evolutionary Algorithm, Migration, Part...Biogeography-Based Optimization, BBO, Evolutionary Algorithm, Migration, Part...
Biogeography-Based Optimization, BBO, Evolutionary Algorithm, Migration, Part...cscpconf
 
MODELLING AND IMPLEMENTATION OF AN IMPROVED DSVM SCHEME FOR PMSM DTC
MODELLING AND IMPLEMENTATION OF AN IMPROVED DSVM SCHEME FOR PMSM DTCMODELLING AND IMPLEMENTATION OF AN IMPROVED DSVM SCHEME FOR PMSM DTC
MODELLING AND IMPLEMENTATION OF AN IMPROVED DSVM SCHEME FOR PMSM DTCpaperpublications3
 
A NEW FUZZY LOGIC BASED SPACE VECTOR MODULATION APPROACH ON DIRECT TORQUE CON...
A NEW FUZZY LOGIC BASED SPACE VECTOR MODULATION APPROACH ON DIRECT TORQUE CON...A NEW FUZZY LOGIC BASED SPACE VECTOR MODULATION APPROACH ON DIRECT TORQUE CON...
A NEW FUZZY LOGIC BASED SPACE VECTOR MODULATION APPROACH ON DIRECT TORQUE CON...csandit
 
IRJET- Direct Torque Control of Induction Motor
IRJET-  	  Direct Torque Control of Induction MotorIRJET-  	  Direct Torque Control of Induction Motor
IRJET- Direct Torque Control of Induction MotorIRJET Journal
 
Direct Torque Control for Doubly Fed Induction Machine-Based Wind Turbines un...
Direct Torque Control for Doubly Fed Induction Machine-Based Wind Turbines un...Direct Torque Control for Doubly Fed Induction Machine-Based Wind Turbines un...
Direct Torque Control for Doubly Fed Induction Machine-Based Wind Turbines un...IJMTST Journal
 
FLC-Based DTC Scheme for a New Approach of Two-Leg VSI Fed Induction Motor
FLC-Based DTC Scheme for a New Approach of Two-Leg VSI Fed Induction MotorFLC-Based DTC Scheme for a New Approach of Two-Leg VSI Fed Induction Motor
FLC-Based DTC Scheme for a New Approach of Two-Leg VSI Fed Induction MotorIJERA Editor
 
07 7924 9058-1-pb
07 7924 9058-1-pb07 7924 9058-1-pb
07 7924 9058-1-pbIAESIJEECS
 
Review on Speed and Direction Control of DC Motor By using Single MOSFET and ...
Review on Speed and Direction Control of DC Motor By using Single MOSFET and ...Review on Speed and Direction Control of DC Motor By using Single MOSFET and ...
Review on Speed and Direction Control of DC Motor By using Single MOSFET and ...IRJET Journal
 

Similar to Direct Torque Control: Stator Flux Regulation Improvement at Low Speed (20)

ADAPTIVE BANDWIDTH APPROACH ON DTC CONTROLLED INDUCTION MOTOR
ADAPTIVE BANDWIDTH APPROACH ON DTC CONTROLLED INDUCTION MOTORADAPTIVE BANDWIDTH APPROACH ON DTC CONTROLLED INDUCTION MOTOR
ADAPTIVE BANDWIDTH APPROACH ON DTC CONTROLLED INDUCTION MOTOR
 
Review of the DTC Controller and Estimation of Stator Resistance in IM Drives
Review of the DTC Controller and Estimation of Stator Resistance in IM DrivesReview of the DTC Controller and Estimation of Stator Resistance in IM Drives
Review of the DTC Controller and Estimation of Stator Resistance in IM Drives
 
QUICK DYNAMIC TORQUE CONTROL IN DTC-HYSTERESIS-BASED INDUCTION MOTOR BY USING...
QUICK DYNAMIC TORQUE CONTROL IN DTC-HYSTERESIS-BASED INDUCTION MOTOR BY USING...QUICK DYNAMIC TORQUE CONTROL IN DTC-HYSTERESIS-BASED INDUCTION MOTOR BY USING...
QUICK DYNAMIC TORQUE CONTROL IN DTC-HYSTERESIS-BASED INDUCTION MOTOR BY USING...
 
Modified Look-Up Table for Enhancement of Torque Response in Direct Torque Co...
Modified Look-Up Table for Enhancement of Torque Response in Direct Torque Co...Modified Look-Up Table for Enhancement of Torque Response in Direct Torque Co...
Modified Look-Up Table for Enhancement of Torque Response in Direct Torque Co...
 
Fuzzy logic based direct torque control of induction motor with space vector ...
Fuzzy logic based direct torque control of induction motor with space vector ...Fuzzy logic based direct torque control of induction motor with space vector ...
Fuzzy logic based direct torque control of induction motor with space vector ...
 
A Novel Optimal PI Parameter Tuning Strategy to Improve Constant Switching Pe...
A Novel Optimal PI Parameter Tuning Strategy to Improve Constant Switching Pe...A Novel Optimal PI Parameter Tuning Strategy to Improve Constant Switching Pe...
A Novel Optimal PI Parameter Tuning Strategy to Improve Constant Switching Pe...
 
Fuzzy logic based direct torque control of induction motor with space vector ...
Fuzzy logic based direct torque control of induction motor with space vector ...Fuzzy logic based direct torque control of induction motor with space vector ...
Fuzzy logic based direct torque control of induction motor with space vector ...
 
Enhanced Torque Control and Reduced Switching Frequency in Direct Torque Cont...
Enhanced Torque Control and Reduced Switching Frequency in Direct Torque Cont...Enhanced Torque Control and Reduced Switching Frequency in Direct Torque Cont...
Enhanced Torque Control and Reduced Switching Frequency in Direct Torque Cont...
 
Improvise 3-Level DTC of Induction Machine using Constant Switching Frequency...
Improvise 3-Level DTC of Induction Machine using Constant Switching Frequency...Improvise 3-Level DTC of Induction Machine using Constant Switching Frequency...
Improvise 3-Level DTC of Induction Machine using Constant Switching Frequency...
 
Biogeography-Based Optimization, BBO, Evolutionary Algorithm, Migration, Part...
Biogeography-Based Optimization, BBO, Evolutionary Algorithm, Migration, Part...Biogeography-Based Optimization, BBO, Evolutionary Algorithm, Migration, Part...
Biogeography-Based Optimization, BBO, Evolutionary Algorithm, Migration, Part...
 
MODELLING AND IMPLEMENTATION OF AN IMPROVED DSVM SCHEME FOR PMSM DTC
MODELLING AND IMPLEMENTATION OF AN IMPROVED DSVM SCHEME FOR PMSM DTCMODELLING AND IMPLEMENTATION OF AN IMPROVED DSVM SCHEME FOR PMSM DTC
MODELLING AND IMPLEMENTATION OF AN IMPROVED DSVM SCHEME FOR PMSM DTC
 
Gr3612061213
Gr3612061213Gr3612061213
Gr3612061213
 
A NEW FUZZY LOGIC BASED SPACE VECTOR MODULATION APPROACH ON DIRECT TORQUE CON...
A NEW FUZZY LOGIC BASED SPACE VECTOR MODULATION APPROACH ON DIRECT TORQUE CON...A NEW FUZZY LOGIC BASED SPACE VECTOR MODULATION APPROACH ON DIRECT TORQUE CON...
A NEW FUZZY LOGIC BASED SPACE VECTOR MODULATION APPROACH ON DIRECT TORQUE CON...
 
IRJET- Direct Torque Control of Induction Motor
IRJET-  	  Direct Torque Control of Induction MotorIRJET-  	  Direct Torque Control of Induction Motor
IRJET- Direct Torque Control of Induction Motor
 
IJET-V2I6P11
IJET-V2I6P11IJET-V2I6P11
IJET-V2I6P11
 
Direct Torque Control for Doubly Fed Induction Machine-Based Wind Turbines un...
Direct Torque Control for Doubly Fed Induction Machine-Based Wind Turbines un...Direct Torque Control for Doubly Fed Induction Machine-Based Wind Turbines un...
Direct Torque Control for Doubly Fed Induction Machine-Based Wind Turbines un...
 
J43055863
J43055863J43055863
J43055863
 
FLC-Based DTC Scheme for a New Approach of Two-Leg VSI Fed Induction Motor
FLC-Based DTC Scheme for a New Approach of Two-Leg VSI Fed Induction MotorFLC-Based DTC Scheme for a New Approach of Two-Leg VSI Fed Induction Motor
FLC-Based DTC Scheme for a New Approach of Two-Leg VSI Fed Induction Motor
 
07 7924 9058-1-pb
07 7924 9058-1-pb07 7924 9058-1-pb
07 7924 9058-1-pb
 
Review on Speed and Direction Control of DC Motor By using Single MOSFET and ...
Review on Speed and Direction Control of DC Motor By using Single MOSFET and ...Review on Speed and Direction Control of DC Motor By using Single MOSFET and ...
Review on Speed and Direction Control of DC Motor By using Single MOSFET and ...
 

More from TELKOMNIKA JOURNAL

Amazon products reviews classification based on machine learning, deep learni...
Amazon products reviews classification based on machine learning, deep learni...Amazon products reviews classification based on machine learning, deep learni...
Amazon products reviews classification based on machine learning, deep learni...TELKOMNIKA JOURNAL
 
Design, simulation, and analysis of microstrip patch antenna for wireless app...
Design, simulation, and analysis of microstrip patch antenna for wireless app...Design, simulation, and analysis of microstrip patch antenna for wireless app...
Design, simulation, and analysis of microstrip patch antenna for wireless app...TELKOMNIKA JOURNAL
 
Design and simulation an optimal enhanced PI controller for congestion avoida...
Design and simulation an optimal enhanced PI controller for congestion avoida...Design and simulation an optimal enhanced PI controller for congestion avoida...
Design and simulation an optimal enhanced PI controller for congestion avoida...TELKOMNIKA JOURNAL
 
Improving the detection of intrusion in vehicular ad-hoc networks with modifi...
Improving the detection of intrusion in vehicular ad-hoc networks with modifi...Improving the detection of intrusion in vehicular ad-hoc networks with modifi...
Improving the detection of intrusion in vehicular ad-hoc networks with modifi...TELKOMNIKA JOURNAL
 
Conceptual model of internet banking adoption with perceived risk and trust f...
Conceptual model of internet banking adoption with perceived risk and trust f...Conceptual model of internet banking adoption with perceived risk and trust f...
Conceptual model of internet banking adoption with perceived risk and trust f...TELKOMNIKA JOURNAL
 
Efficient combined fuzzy logic and LMS algorithm for smart antenna
Efficient combined fuzzy logic and LMS algorithm for smart antennaEfficient combined fuzzy logic and LMS algorithm for smart antenna
Efficient combined fuzzy logic and LMS algorithm for smart antennaTELKOMNIKA JOURNAL
 
Design and implementation of a LoRa-based system for warning of forest fire
Design and implementation of a LoRa-based system for warning of forest fireDesign and implementation of a LoRa-based system for warning of forest fire
Design and implementation of a LoRa-based system for warning of forest fireTELKOMNIKA JOURNAL
 
Wavelet-based sensing technique in cognitive radio network
Wavelet-based sensing technique in cognitive radio networkWavelet-based sensing technique in cognitive radio network
Wavelet-based sensing technique in cognitive radio networkTELKOMNIKA JOURNAL
 
A novel compact dual-band bandstop filter with enhanced rejection bands
A novel compact dual-band bandstop filter with enhanced rejection bandsA novel compact dual-band bandstop filter with enhanced rejection bands
A novel compact dual-band bandstop filter with enhanced rejection bandsTELKOMNIKA JOURNAL
 
Deep learning approach to DDoS attack with imbalanced data at the application...
Deep learning approach to DDoS attack with imbalanced data at the application...Deep learning approach to DDoS attack with imbalanced data at the application...
Deep learning approach to DDoS attack with imbalanced data at the application...TELKOMNIKA JOURNAL
 
Brief note on match and miss-match uncertainties
Brief note on match and miss-match uncertaintiesBrief note on match and miss-match uncertainties
Brief note on match and miss-match uncertaintiesTELKOMNIKA JOURNAL
 
Implementation of FinFET technology based low power 4×4 Wallace tree multipli...
Implementation of FinFET technology based low power 4×4 Wallace tree multipli...Implementation of FinFET technology based low power 4×4 Wallace tree multipli...
Implementation of FinFET technology based low power 4×4 Wallace tree multipli...TELKOMNIKA JOURNAL
 
Evaluation of the weighted-overlap add model with massive MIMO in a 5G system
Evaluation of the weighted-overlap add model with massive MIMO in a 5G systemEvaluation of the weighted-overlap add model with massive MIMO in a 5G system
Evaluation of the weighted-overlap add model with massive MIMO in a 5G systemTELKOMNIKA JOURNAL
 
Reflector antenna design in different frequencies using frequency selective s...
Reflector antenna design in different frequencies using frequency selective s...Reflector antenna design in different frequencies using frequency selective s...
Reflector antenna design in different frequencies using frequency selective s...TELKOMNIKA JOURNAL
 
Reagentless iron detection in water based on unclad fiber optical sensor
Reagentless iron detection in water based on unclad fiber optical sensorReagentless iron detection in water based on unclad fiber optical sensor
Reagentless iron detection in water based on unclad fiber optical sensorTELKOMNIKA JOURNAL
 
Impact of CuS counter electrode calcination temperature on quantum dot sensit...
Impact of CuS counter electrode calcination temperature on quantum dot sensit...Impact of CuS counter electrode calcination temperature on quantum dot sensit...
Impact of CuS counter electrode calcination temperature on quantum dot sensit...TELKOMNIKA JOURNAL
 
A progressive learning for structural tolerance online sequential extreme lea...
A progressive learning for structural tolerance online sequential extreme lea...A progressive learning for structural tolerance online sequential extreme lea...
A progressive learning for structural tolerance online sequential extreme lea...TELKOMNIKA JOURNAL
 
Electroencephalography-based brain-computer interface using neural networks
Electroencephalography-based brain-computer interface using neural networksElectroencephalography-based brain-computer interface using neural networks
Electroencephalography-based brain-computer interface using neural networksTELKOMNIKA JOURNAL
 
Adaptive segmentation algorithm based on level set model in medical imaging
Adaptive segmentation algorithm based on level set model in medical imagingAdaptive segmentation algorithm based on level set model in medical imaging
Adaptive segmentation algorithm based on level set model in medical imagingTELKOMNIKA JOURNAL
 
Automatic channel selection using shuffled frog leaping algorithm for EEG bas...
Automatic channel selection using shuffled frog leaping algorithm for EEG bas...Automatic channel selection using shuffled frog leaping algorithm for EEG bas...
Automatic channel selection using shuffled frog leaping algorithm for EEG bas...TELKOMNIKA JOURNAL
 

More from TELKOMNIKA JOURNAL (20)

Amazon products reviews classification based on machine learning, deep learni...
Amazon products reviews classification based on machine learning, deep learni...Amazon products reviews classification based on machine learning, deep learni...
Amazon products reviews classification based on machine learning, deep learni...
 
Design, simulation, and analysis of microstrip patch antenna for wireless app...
Design, simulation, and analysis of microstrip patch antenna for wireless app...Design, simulation, and analysis of microstrip patch antenna for wireless app...
Design, simulation, and analysis of microstrip patch antenna for wireless app...
 
Design and simulation an optimal enhanced PI controller for congestion avoida...
Design and simulation an optimal enhanced PI controller for congestion avoida...Design and simulation an optimal enhanced PI controller for congestion avoida...
Design and simulation an optimal enhanced PI controller for congestion avoida...
 
Improving the detection of intrusion in vehicular ad-hoc networks with modifi...
Improving the detection of intrusion in vehicular ad-hoc networks with modifi...Improving the detection of intrusion in vehicular ad-hoc networks with modifi...
Improving the detection of intrusion in vehicular ad-hoc networks with modifi...
 
Conceptual model of internet banking adoption with perceived risk and trust f...
Conceptual model of internet banking adoption with perceived risk and trust f...Conceptual model of internet banking adoption with perceived risk and trust f...
Conceptual model of internet banking adoption with perceived risk and trust f...
 
Efficient combined fuzzy logic and LMS algorithm for smart antenna
Efficient combined fuzzy logic and LMS algorithm for smart antennaEfficient combined fuzzy logic and LMS algorithm for smart antenna
Efficient combined fuzzy logic and LMS algorithm for smart antenna
 
Design and implementation of a LoRa-based system for warning of forest fire
Design and implementation of a LoRa-based system for warning of forest fireDesign and implementation of a LoRa-based system for warning of forest fire
Design and implementation of a LoRa-based system for warning of forest fire
 
Wavelet-based sensing technique in cognitive radio network
Wavelet-based sensing technique in cognitive radio networkWavelet-based sensing technique in cognitive radio network
Wavelet-based sensing technique in cognitive radio network
 
A novel compact dual-band bandstop filter with enhanced rejection bands
A novel compact dual-band bandstop filter with enhanced rejection bandsA novel compact dual-band bandstop filter with enhanced rejection bands
A novel compact dual-band bandstop filter with enhanced rejection bands
 
Deep learning approach to DDoS attack with imbalanced data at the application...
Deep learning approach to DDoS attack with imbalanced data at the application...Deep learning approach to DDoS attack with imbalanced data at the application...
Deep learning approach to DDoS attack with imbalanced data at the application...
 
Brief note on match and miss-match uncertainties
Brief note on match and miss-match uncertaintiesBrief note on match and miss-match uncertainties
Brief note on match and miss-match uncertainties
 
Implementation of FinFET technology based low power 4×4 Wallace tree multipli...
Implementation of FinFET technology based low power 4×4 Wallace tree multipli...Implementation of FinFET technology based low power 4×4 Wallace tree multipli...
Implementation of FinFET technology based low power 4×4 Wallace tree multipli...
 
Evaluation of the weighted-overlap add model with massive MIMO in a 5G system
Evaluation of the weighted-overlap add model with massive MIMO in a 5G systemEvaluation of the weighted-overlap add model with massive MIMO in a 5G system
Evaluation of the weighted-overlap add model with massive MIMO in a 5G system
 
Reflector antenna design in different frequencies using frequency selective s...
Reflector antenna design in different frequencies using frequency selective s...Reflector antenna design in different frequencies using frequency selective s...
Reflector antenna design in different frequencies using frequency selective s...
 
Reagentless iron detection in water based on unclad fiber optical sensor
Reagentless iron detection in water based on unclad fiber optical sensorReagentless iron detection in water based on unclad fiber optical sensor
Reagentless iron detection in water based on unclad fiber optical sensor
 
Impact of CuS counter electrode calcination temperature on quantum dot sensit...
Impact of CuS counter electrode calcination temperature on quantum dot sensit...Impact of CuS counter electrode calcination temperature on quantum dot sensit...
Impact of CuS counter electrode calcination temperature on quantum dot sensit...
 
A progressive learning for structural tolerance online sequential extreme lea...
A progressive learning for structural tolerance online sequential extreme lea...A progressive learning for structural tolerance online sequential extreme lea...
A progressive learning for structural tolerance online sequential extreme lea...
 
Electroencephalography-based brain-computer interface using neural networks
Electroencephalography-based brain-computer interface using neural networksElectroencephalography-based brain-computer interface using neural networks
Electroencephalography-based brain-computer interface using neural networks
 
Adaptive segmentation algorithm based on level set model in medical imaging
Adaptive segmentation algorithm based on level set model in medical imagingAdaptive segmentation algorithm based on level set model in medical imaging
Adaptive segmentation algorithm based on level set model in medical imaging
 
Automatic channel selection using shuffled frog leaping algorithm for EEG bas...
Automatic channel selection using shuffled frog leaping algorithm for EEG bas...Automatic channel selection using shuffled frog leaping algorithm for EEG bas...
Automatic channel selection using shuffled frog leaping algorithm for EEG bas...
 

Recently uploaded

APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICSAPPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICSKurinjimalarL3
 
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Call Girls in Nagpur High Profile
 
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).pptssuser5c9d4b1
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingrknatarajan
 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlysanyuktamishra911
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxAsutosh Ranjan
 
UNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular ConduitsUNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular Conduitsrknatarajan
 
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escortsranjana rawat
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Extrusion Processes and Their Limitations
Extrusion Processes and Their LimitationsExtrusion Processes and Their Limitations
Extrusion Processes and Their Limitations120cr0395
 
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxProcessing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxpranjaldaimarysona
 
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performancesivaprakash250
 
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxMicroscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxpurnimasatapathy1234
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Dr.Costas Sachpazis
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingrakeshbaidya232001
 

Recently uploaded (20)

APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICSAPPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
 
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
 
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghly
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
 
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptx
 
UNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular ConduitsUNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular Conduits
 
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Extrusion Processes and Their Limitations
Extrusion Processes and Their LimitationsExtrusion Processes and Their Limitations
Extrusion Processes and Their Limitations
 
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxProcessing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptx
 
Roadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and RoutesRoadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and Routes
 
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performance
 
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
 
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxMicroscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptx
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writing
 

Direct Torque Control: Stator Flux Regulation Improvement at Low Speed

  • 1. TELKOMNIKA, Vol.15, No.1, March 2017, pp. 1~3 ISSN: 1693-6930, accredited A by DIKTI, Decree No: 58/DIKTI/Kep/2013 DOI: 10.12928/TELKOMNIKA.v15i1.5419  1 Received October 25, 2016; Revised December 14, 2016; Accepted Januari 16, 2017 Editorial Direct Torque Control: Stator Flux Regulation Improvement at Low Speed Nik Rumzi Nik Idris PROTON-UTM Future Drive Laboratory, Faculty of Electrical Engineering, Universiti Teknologi Malaysia, Skudai, Malaysia Coreesponding author, e-mail: nikrumzi@fke.utm.my Abstract A simple method to improve stator flux regulation of a direct torque control (DTC) of induction motor drive is presented. By using this method, the simple control structure of DTC is retained and no modification to the voltage vectors look-up table is required. To implement this technique, the index to the look-up table is modified so that the reverse voltage vectors are selected (instead of zero-voltage vectors) whenever the stator flux regulation fails. To study the viability and the effectiveness of this simple method in improving the flux regulation at low speed, experiments are conducted to a ¼ hp induction motor with DTC technique. The control algorithm is implemented using a DS1104 controller board with Xilinx FPGA. Keywords: direct torque control, induction motor drive, flux regulation Copyright © 2017 Universitas Ahmad Dahlan. All rights reserved. Direct torque control of induction motor drives was introduced in mid 1980s by Takahashi [1] and Depenbrock [2]. Due to its simple implementation, yet excellence torque performance, it has picked up a lot of interest and has been considered as an alternative or replacement to the famous field oriented control (FOC). There are, however, several disadvantages which are normally associated with DTC drives that are based on its original structure as introduced in [1] and [2]; they are variable switching frequency, high torque ripple and stator flux regulation at low speed. To overcome these problems several variations of DTC were introduced, which can be generally be classified into two categories: Look-up table (LUT) based DTC and the Non-LUT based DTC. The implementation of non-LUT, typically, requires modulator, which is used to synthesize the reference voltages; these include the predictive dead-beat control, model predictive control or even artificial intelligent based control. On the other hand, in LUT based DTC, no modulator is required since the voltage vectors are selected from the look-up table depending on the torque and flux demands. The main advantage of the LUT based approach is its simplicity, i.e. the original structure of DTC as initially proposed in [1] and [2] is retained. This short paper will briefly discuss on the problem of flux regulation in LUT based DTC, and subsequently presents a simple method that can be used to improve the flux regulation. The improvement is even more significant in sensorless drive system especially when stator flux is treated as one of the state variables used for the speed estimation algorithm [3]. The method can remove the problem of flux drooping, which normally occur at low speed operations, or when speeds are reverses. The implementation, as will be demonstrated, is very simple and does not require the modification to the simple structure of DTC. Flux regulation problem The flux regulation problem at low speed is caused due to the selection of zero voltage vectors used to reduce the torque [3]. In DTC, the change in flux is approximated by (1). Therefore, ideally, according (1), selecting zero voltage vectors will freeze the flux. (1)
  • 2.  ISSN: 1693-6930 TELKOMNIKA Vol. 15, No. 1, March 2017 : 1 – 3 2 In practice, however, this is not the case; the flux decreases due to the stator resistance drop isRs. The flux regulation fails if the reduction of flux during the zero-voltage selection is larger than the increment in flux (during the active voltage vectors selections), as depicted in Figure 1. This condition normally occurs at low speed whereby the duration of the application of zero vectors is stretched. The regulation in flux therefore can be restored if, instead of zero vectors, active vectors are chosen to reduce the torque at low speed [3]. Figure 1. Flux Regulation Problem at Low Speed Improving flux regulation Based on the previous discussion, one of the simplest way to overcome the flux regulation problem is to change the index to the look-up table so that active voltage vectors are chosen instead of zero vectors whenever torque need to be reduced at low speed. Using this method, the look-up table need not to be changed. This can be implemented easily by using logic circuits, especially when the look-up table of the DTC is implemented using digital circuits such as field programmable gate arrays (FPGA). This logic circuit is placed before the look-up table and it will modify the torque index depending on the speed and stator flux error. Experimental results The DTC drive with the stator flux regulation improvement is implemented to a ¼ hp 3-phase induction motor. The control algorithm, including the flux regulation improvement, is realized using a dSPACE DS1104 controller board and a Xilinx FPGA device. The block diagram of the proposed drive, including the logic circuits (shown by the shaded block) is depicted in Figure 2. Other than the output of hysteresis comparator, the inputs to the logic circuits are the stator flux error and the sign of rotor speed. Figure 2. DTC Implementation with Improved Flux Regulation Torque demand =0  Torque need to be reduced Torque demand = 1  Torque need to be increased Te Logic circuits Look-up table VSI IM Torque and flux calculator Te DS1104 FPGA + + - -
  • 3. TELKOMNIKA ISSN: 1693-6930  Direct Torque Control: Stator Flux Regulation Improvement… (Nik Rumzi Nik Idris) 3 The results shown in Figure 3 clearly indicated the improvement of flux regulation, which in turns improve the stator current harmonic contents. However due to the selection of the reverse vectors, the torque ripple is increased. (a) (b) Figure 3. Experimental Results (a) without Flux Regulation Improvement, (b) with Flux Regulation Improvement References [1] I Takahashi, T Noguchi. A new quick-response and high-efficiency control strategy of an induction motor. IEEE Transactions on Industry Applications. 1986; IA-22(5): 820-827. [2] M Depenbrock. Direct self-control of inverter-fed induction machine. IEEE Transactions on Power Electronics. 1988; 3(4): 420-429. [3] IM Alsofyani, NRN Idris. Simple Flux Regulation for Improving State Estimation at Very Low and Zero Speed of a Speed Sensorless Direct Torque Control of an Induction Motor. IEEE Transactions on Power Electronics. 2016; 31(4): 3027-3035.