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IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163| pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 04 Issue: 09 | September-2015, Available @ http://www.ijret.org 231
FUZZY CONTROLLED DTC FED BY A FOUR SWITCH INVERTER
FOR INDUCTION MOTOR
Meenu Mary Behanan1
, Prathibha P.K2
1
PG Scholar, Dept of EEE, Rajagiri School of Engineering and Technology, Kakkanad, Kerala,India,
meenu7447@gmail.com
2
Asst. Professor,Dept of EEE, Rajagiri School of Engineering and Technology, Kakkanad, Kerala, India,
prathibhapk@gmail.com
Abstract
Direct Torque Control of induction motor fed drives has become popular and widely used in industries due to fast and good
torque response. Induction motors (IM) are simple in construction and are less sensitive to the motor parameters compared to
other vector control methods. The conventional DTC is based on flux and torque hysteresis controllers. Induction motor is fed
from a Four Switch Inverter generating the voltage vectors of the Six Switch Inverter by reconfiguration. Applying the most
optimized voltage vector that produce fastest dynamic torque response during transient states. Fuzzy logic concept is a most
efficient artificial integilence method which has high application in electric motor drives. A method to achieve fastest dynamic
performance by modifying the two leg inverter fed DTC of induction motor based on Fuzzy Logic Concept is used here. This paper
presents a rule-based fuzzy logic controller scheme designed and applied for the speed control of an induction motor fed from a
four switch three phase inverter emulating the six switch three phase inverter. Due to the usage of the Fuzzy logic concept, the
reliability, efficiency and performance of ac drive increases. Initial torque peak and torque ripple are minimized in the four switch
three phase inverter based DTC using Fuzzy Logic.
Key Words: Direct Torque Control , Four Switch/Six Switch Three Phase Inverter, Fuzzy Logic, Induction motor(IM).
--------------------------------------------------------------------***----------------------------------------------------------------------
1. INTRODUCTION
From past decades DC motors are used for variable speed
application due to an advantage that its torque and flux
could be independently controlled by the field and armature
current. But, DC motors have several disadvantages such as
high cost, with brushes and commutator frequent
maintenance problem and higher rotor inertia, cannot be
operated in explosive environments. AC motors do not have
the disadvantages of DC machines .In that Induction motors
are widely used because of its inherent properties. IM are
often termed the Workhorse of the Industry.
In normal reference frames, the torque and flux of an
induction motor are coupled together and hence independent
control becomes difficult. Rapid advancement in high-power
semiconductor devices such as MOSFETs and IGBTs and
high speed digital signal processing enables decoupling of
torque and flux giving rise to high performance of drive.
The IM control techniques are mainly classified as two:
Scalar Controls and Vector Controls as shown in Fig 1. Both
controls aims to have efficient motor torque and flux control
regardless load parameter and motor variations. In scalar
based control, the frequency and magnitude of voltage is
controlled, where as in vector based control, the
instantaneous position as well as the frequency and
magnitude of voltage, current and flux linkage space vectors
are controlled. For high performance AC Drives FOC (Field
Oriented Control and DTC (Direct Torque Control) are the
two popular vector control methods. Comparing with the
FOC technique, DTC can provide less complexity with
extremely good dynamic response with simple structure.
Fig 1. Induction motor control classifications
The first DTC strategy introduced in 1980s by Takahashi
involves a simple and efficient control scheme for real time
implementation [7]. Since, several investigations are carried
out to improve the performance and efficiency of the
original DTC scheme [6]. The main drawbacks of the
conventional DTC were the variable switching frequency
and high torque ripples. Hence investigations are carried
out in areas of reduction of high torque ripple and
uncontrolled switching frequency which results
improvement of several DTC schemes have been proposed
so far as in .
To eliminate these disadvantages and kept basic control
rules of classical DTC, a new developed control technique
was introduced with space vector modulator (DTC-SVM).
In this method instead of a hysteresis controller used in
classical DTC, the PI controllers and space vector modulator
(SVM) are used[3]-[4].Reconfiguration of Six Switch
Inverter into a four switch inverter to improve the reliability
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163| pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 09 Issue: 04 | September-2015, Available @ http://www.ijret.org 232
[5].This paper proposes a new Fuzzy logic into DTC
strategy with a Four switch inverter fed to an induction
motor. Fuzzy logic improves the overall performance of
DTC controlled system [2]. Using an appropriate vector
selection table and emulation of six switch inverter [1] an
efficient method is implanted.
2. FUZZY LOGIC BASED DIRECT TORQUE
CONTROL OF FOUR SWITCH INVERTER
DTC is an efficient control technique used in AC drive
systems to achieve high performance torque control and flux
control. Selection of the appropriate switching state for the
inverter makes it possible.
2.1 Basic Direct Torque Control
The conventional DTC drive employs two level flux
hysteresis controller and three level torque hysteresis
controller and its outputs are flux error and torque error
respectively. The system consists of flux and torque
estimator, three phase six switch inverter and a voltage
vector selection table. Estimation of the electromagnetic
torque and motor's magnetic flux based on the measured
voltage and current. Flux linkage is estimated by integrating
the stator voltages. Torque is estimated as a cross product of
measured motor current vector and estimated stator flux
linkage vector. These estimated values are compared with
the reference values.
Vector table has eight balanced voltage vectors in which six
active voltage vectors and two zero voltage vectors. The
active voltage vectors will have the same magnitude and are
phase shifted each by an angle of 600
.According to the
output of flux hysteresis controller Eφ, torque hysteresis
controller Eτ and the angular displacement θs the voltage
vectors are selected The transistors are switched on and off
of in such a way that either the torque and flux estimated is
deviated from its reference value above a tolerance limit and
will return as fast as possible.
2.2 Four switch inverter fed DTC Strategy
The implementation scheme of the Four switch inverter fed
DTC strategy of an IM has the same layout as of the basic
DTC strategy except that the Six switch inverter is
reconfigured to a four switch by replacing one leg of the 3
leg inverter with a dc voltage.
A) Voltage Vectors of Four switch inverter: Out of the three
phases ,two phases of the motor terminal is connected with
the two leg of the inverter and the remaining phase is
connected to the dc bus voltage midpoint. Compared to Six
switch inverter the voltage vectors of the Four switch
inverter has unbalanced amplitudes and phase shifted by an
angle of But, vectors V1 and V3 have the equal amplitude
with magnitude of .The vectors V2 and V4 have the
amplitude with a magnitude of . The voltage vectors and
switching states accordingly are illustrated in Fig. 2.
Fig.2 Voltage vectors and switching states of (a) Six switch
and (b) Four switch
B) Generation of Balanced Voltage Vectors from Four
switch inverter Voltage Vectors: The appropriate four
voltage vectors for FSTPI are generated from the SSTPI
voltage vectors itself.
Fig. 3 Generation of Active Voltage Vectors
The six balanced voltage vectors of the Six switch inverter
are generated using four unbalanced voltage vectors of the
Four switch inverter. This generated voltage vectors will
have the equal amplitude and angular shift of Six switch
inverter.
C) Vector Selection Table: In order to reduce the torque
ripple content in the DTC a new vector selection table is
implemented. In the conventional system has a three level
torque controller, it is replaced by a two level torque
controller. To obtain each voltage vector of the six switch
inverter appropriate combination of the unbalanced voltage
vectors of the four switch inverter is applied. Each control
combination (Eφ,Eτ) should be maintained during two
sampling periods(2Ts). Both the compounded and intrinsic
voltage vectors are involved in sectors I, III, IV, and VI,
while the sectors II and V, only the compounded voltage
vectors are applied. ). Implemented voltage vector selection
table is shown in Table I
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163| pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 09 Issue: 04 | September-2015, Available @ http://www.ijret.org 233
Table -1: Implemented voltage vector selection table
Eφ +1 +1 -1 -1
Eτ +1 -1 +1 -1
Period Ts Ist
IInd
Ist
IInd
Ist
IInd
Ist
IInd
Sector I U3 U1 U2 U3 U4 U1
Sector II U3 U4 U2 U3 U4 U1 U1 U2
Sector III U4 U1 U3 U1 U2 U3
Sector IV U1 U3 U4 U1 U2 U3
Sector V U1 U2 U4 U1 U2 U3 U3 U4
Sector VI U2 U3 U1 U3 U4 U1
2.3 Fuzzy Logic Based DTC:
Depending on an operator’s experience an algorithm of non-
mathematical decision making is called Fuzzy logic control.
It is an intelligent controller and its design does not depend
on accurate mathematical model of the system. Rather than
exact or fixed reasoning the fuzzy logic deals with
approximate many valued logic.
Fig. 4 Schematic Block Diagram of a Fuzzy Logic Based
Four switch inverter -fed DTC
In a normal operating region when the torque is controlled,
speed will be in control. FLC contains three basic parts:
Fuzzification, Base rule, and Defuzzification. . This type of
control strategy is well suited for non- linear systems.
The Fig 4 shows the schematic diagram of Four switch
inverter fed to an induction motor using a fuzzy logic
system. In the conventional DTC PI controllers are used for
speed regulation. Here it is replaced by a fuzzy logic
controller whose output is torque reference from the speed
error values to maintain speed of the motor to be constant
whenever the load varies. The speed error E and change of
speed error DE is given as input to the fuzzy logic controller
and the output is the torque reference. This reference value
is compared with the actual torque and the torque error is
generated. Triangular Membership functions were
configured to represent the input in Fig 5 & Fig 6 and output
variables as shown in Fig. 7.
Fig. 5 Triangular membership functions of input
Fig. 6 Triangular membership functions of derivative of
input
Fig. 7 Triangular membership functions of output
Consider the fuzzy speed control system, where the input
signals are speed error (E) and derivative of speed error
(DE) and the output is torque reference .They are fuzzified
by assigning corresponding membership functions to each
signal. The fuzzy sets are as zero (ZR), positive small(SP),
positive medium(MP), positive high(HP) , negative
small(SN), negative medium(MN), negative high(HN). The
universe of discourse of all the variables expressed in per
unit values of between 0 and 1.
Rule base consist of If Then fuzzy rule .It stores the data
which defines the input and the output fuzzy sets. Here
Mamdani method with seven membership functions. There
are seven membership functions for E and DE whereas
seven membership functions for the output. Hence there
may be 7*7=49 possible rules in the matrix. Table II shows
the rule table for the speed controllerd.Defuzzification does
the transformation of fuzzy sets to crisp values to continue
the system process.
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163| pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 09 Issue: 04 | September-2015, Available @ http://www.ijret.org 234
Table II : Rule base for fuzzy logic
E/DE HN MN SN ZR SP MP HP
HN HP MP SP SP SP MP HP
MN HP MP SP SP SP MP HP
SN HP MP SP ZR SP MP HP
ZR HP MP SP ZR SP MP HP
SP HP MP SP ZR SP MP HP
MP HP MP SP SP SP MP HP
HP HP MP SP SP SP MP HP
3. SIMULATION RESULTS
A fuzzy controlled DTC fed to an Induction Motor from a
four switch inverter is designed and simulated using
MATLAB 10.The Simulink model of the system is shown in
Fig 8. The model has three subsystems such as speed
controller DTC and inverter subsystem. The four switch
inverter is shown in Fig 9.
The output waveform of torque is shown in Fig 10 and
speed is shown in Fig 11.Thw stator current is illustrated in
Fig 12.
By analyzing the waveforms it is clear that the speed is
constant and the torque and current ripple is reduced.
Fig 8. Simulation diagram for the Fuzzy controlled DTC of Induction motor
Fig 9. Subsystem for four switch inverter
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163| pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 09 Issue: 04 | September-2015, Available @ http://www.ijret.org 235
Fig 10. Torque waveform
Fig 11. Speed waveform
Fig 12.Stator current waveform
4. EXPERIMENTAL SETUP
A prototype of a Fuzzy logic DTC- FSTPI fed Induction
motor is shown in Fig 13.
Fig 13. Experimental setup
It consists of regulated power supply, three phase inverter
and driver circuit, PIC controller and a three phase induction
motor. The motor has a rating of 0.5 HP, 4 pole,1440
rpm,50Hz three phase induction motor. Fig 14 shows the
gating pulse of two MOSFET connected in a phase.
Figure 9.12 shows the LCD display that shows the reference
speed that we set actual speed and the current. The speed is
set to 1040 rpm and the measured speed reaches closely to
the reference speed.so that the speed is controlled
efficiently.
Fig 14. Gating Pulse in MOSFETS
Fig 15. Speed and current in LCD display
5. CONCLUSION
This paper deals with the direct torque control of induction
motor using fuzzy logic controller .Direct torque control
(DTC) is a technique used in a three-phase motor to control
the torque and eventually speed. This method involves
calculating and estimating of the motor's magnetic flux and
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163| pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 09 Issue: 04 | September-2015, Available @ http://www.ijret.org 236
torque based on the measured voltage and current of the
motor. This sort of control allows decoupling the flux and
the torque without the need for a transformation of
coordinates. To solve this problem the new approach of
DTC scheme making use of fuzzy logic controller. . The
analysis of speed and current waveforms are also done by
using the simulation results. MATLAB/SIMULINK is used
for the simulation of the proposed system .It has been
observed that the torque and the stator flux ripples are
reduced significantly Hardware is implemented in a 0.5 HP
induction motor and control algorithm was programmed
using dsPIC16F877A.Experimental results shows that better
speed control is obtained.
REFERENCES
[1]. Bassem El Badsi, Badii Bouzidi, and Ahmed
Masmoudi,"DTC Scheme for a Four-Switch Inverter-
Fed Induction Motor Emulating the Six-Switch
Inverter Operation",IEEE Transactions on power
electronics, vol. 28, No. 7,july 2013.
[2]. M. Hafeez, M. N. Uddin “FLC-based DTC scheme to
improve the dynamic performance of an IM
drive,”IEEE transactions vol. 48,no.6 May 2012.
[3]. Taheri, Asghar, AbdolrezaRahmati, and
ShahriyarKaboli. "Efficiency improvement in DTC of
Six-phase induction machine by adaptive gradient
descent of flux." Power Electronics, IEEE
Transactions on 27.3 (2012): 1552-1562.
[4]. Zhang, Yongchang, and Jianguo Zhu. "Direct torque
control of permanent magnet synchronous motor with
reduced torque ripple and commutation frequency."
Power Electronics, IEEE Transactions on 26.1 (2011):
235-248
[5]. Hong He Lee, "A new switching technique for Direct
Torque Control of Induction Motor using Four-Switch
Three-Phase Inverter with DC - link voltage
imbalance"'Industrial Technology, Feb 2009.
[6]. M.Depenbrock, "`F. Blaabjerg, S. Freysson, H. Hansen
and S. Hansen, "A new optimized space-vector
modulation strategy for a component-minimized
voltage source inverter"', IEEE Trans. Power
Electronics, Vol. 12, NO.4, July, 1997 pp.704-714.
[7]. Takahashi, Isao, and Toshihiko Noguchi. "A new
quick-response and high-efficiency control strategy of
an induction motor." Industry Applications, IEEE
Transactions on 5 (1986): 820-827.

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Fuzzy controlled dtc fed by a four switch inverter for induction motor

  • 1. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163| pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 04 Issue: 09 | September-2015, Available @ http://www.ijret.org 231 FUZZY CONTROLLED DTC FED BY A FOUR SWITCH INVERTER FOR INDUCTION MOTOR Meenu Mary Behanan1 , Prathibha P.K2 1 PG Scholar, Dept of EEE, Rajagiri School of Engineering and Technology, Kakkanad, Kerala,India, meenu7447@gmail.com 2 Asst. Professor,Dept of EEE, Rajagiri School of Engineering and Technology, Kakkanad, Kerala, India, prathibhapk@gmail.com Abstract Direct Torque Control of induction motor fed drives has become popular and widely used in industries due to fast and good torque response. Induction motors (IM) are simple in construction and are less sensitive to the motor parameters compared to other vector control methods. The conventional DTC is based on flux and torque hysteresis controllers. Induction motor is fed from a Four Switch Inverter generating the voltage vectors of the Six Switch Inverter by reconfiguration. Applying the most optimized voltage vector that produce fastest dynamic torque response during transient states. Fuzzy logic concept is a most efficient artificial integilence method which has high application in electric motor drives. A method to achieve fastest dynamic performance by modifying the two leg inverter fed DTC of induction motor based on Fuzzy Logic Concept is used here. This paper presents a rule-based fuzzy logic controller scheme designed and applied for the speed control of an induction motor fed from a four switch three phase inverter emulating the six switch three phase inverter. Due to the usage of the Fuzzy logic concept, the reliability, efficiency and performance of ac drive increases. Initial torque peak and torque ripple are minimized in the four switch three phase inverter based DTC using Fuzzy Logic. Key Words: Direct Torque Control , Four Switch/Six Switch Three Phase Inverter, Fuzzy Logic, Induction motor(IM). --------------------------------------------------------------------***---------------------------------------------------------------------- 1. INTRODUCTION From past decades DC motors are used for variable speed application due to an advantage that its torque and flux could be independently controlled by the field and armature current. But, DC motors have several disadvantages such as high cost, with brushes and commutator frequent maintenance problem and higher rotor inertia, cannot be operated in explosive environments. AC motors do not have the disadvantages of DC machines .In that Induction motors are widely used because of its inherent properties. IM are often termed the Workhorse of the Industry. In normal reference frames, the torque and flux of an induction motor are coupled together and hence independent control becomes difficult. Rapid advancement in high-power semiconductor devices such as MOSFETs and IGBTs and high speed digital signal processing enables decoupling of torque and flux giving rise to high performance of drive. The IM control techniques are mainly classified as two: Scalar Controls and Vector Controls as shown in Fig 1. Both controls aims to have efficient motor torque and flux control regardless load parameter and motor variations. In scalar based control, the frequency and magnitude of voltage is controlled, where as in vector based control, the instantaneous position as well as the frequency and magnitude of voltage, current and flux linkage space vectors are controlled. For high performance AC Drives FOC (Field Oriented Control and DTC (Direct Torque Control) are the two popular vector control methods. Comparing with the FOC technique, DTC can provide less complexity with extremely good dynamic response with simple structure. Fig 1. Induction motor control classifications The first DTC strategy introduced in 1980s by Takahashi involves a simple and efficient control scheme for real time implementation [7]. Since, several investigations are carried out to improve the performance and efficiency of the original DTC scheme [6]. The main drawbacks of the conventional DTC were the variable switching frequency and high torque ripples. Hence investigations are carried out in areas of reduction of high torque ripple and uncontrolled switching frequency which results improvement of several DTC schemes have been proposed so far as in . To eliminate these disadvantages and kept basic control rules of classical DTC, a new developed control technique was introduced with space vector modulator (DTC-SVM). In this method instead of a hysteresis controller used in classical DTC, the PI controllers and space vector modulator (SVM) are used[3]-[4].Reconfiguration of Six Switch Inverter into a four switch inverter to improve the reliability
  • 2. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163| pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 09 Issue: 04 | September-2015, Available @ http://www.ijret.org 232 [5].This paper proposes a new Fuzzy logic into DTC strategy with a Four switch inverter fed to an induction motor. Fuzzy logic improves the overall performance of DTC controlled system [2]. Using an appropriate vector selection table and emulation of six switch inverter [1] an efficient method is implanted. 2. FUZZY LOGIC BASED DIRECT TORQUE CONTROL OF FOUR SWITCH INVERTER DTC is an efficient control technique used in AC drive systems to achieve high performance torque control and flux control. Selection of the appropriate switching state for the inverter makes it possible. 2.1 Basic Direct Torque Control The conventional DTC drive employs two level flux hysteresis controller and three level torque hysteresis controller and its outputs are flux error and torque error respectively. The system consists of flux and torque estimator, three phase six switch inverter and a voltage vector selection table. Estimation of the electromagnetic torque and motor's magnetic flux based on the measured voltage and current. Flux linkage is estimated by integrating the stator voltages. Torque is estimated as a cross product of measured motor current vector and estimated stator flux linkage vector. These estimated values are compared with the reference values. Vector table has eight balanced voltage vectors in which six active voltage vectors and two zero voltage vectors. The active voltage vectors will have the same magnitude and are phase shifted each by an angle of 600 .According to the output of flux hysteresis controller Eφ, torque hysteresis controller Eτ and the angular displacement θs the voltage vectors are selected The transistors are switched on and off of in such a way that either the torque and flux estimated is deviated from its reference value above a tolerance limit and will return as fast as possible. 2.2 Four switch inverter fed DTC Strategy The implementation scheme of the Four switch inverter fed DTC strategy of an IM has the same layout as of the basic DTC strategy except that the Six switch inverter is reconfigured to a four switch by replacing one leg of the 3 leg inverter with a dc voltage. A) Voltage Vectors of Four switch inverter: Out of the three phases ,two phases of the motor terminal is connected with the two leg of the inverter and the remaining phase is connected to the dc bus voltage midpoint. Compared to Six switch inverter the voltage vectors of the Four switch inverter has unbalanced amplitudes and phase shifted by an angle of But, vectors V1 and V3 have the equal amplitude with magnitude of .The vectors V2 and V4 have the amplitude with a magnitude of . The voltage vectors and switching states accordingly are illustrated in Fig. 2. Fig.2 Voltage vectors and switching states of (a) Six switch and (b) Four switch B) Generation of Balanced Voltage Vectors from Four switch inverter Voltage Vectors: The appropriate four voltage vectors for FSTPI are generated from the SSTPI voltage vectors itself. Fig. 3 Generation of Active Voltage Vectors The six balanced voltage vectors of the Six switch inverter are generated using four unbalanced voltage vectors of the Four switch inverter. This generated voltage vectors will have the equal amplitude and angular shift of Six switch inverter. C) Vector Selection Table: In order to reduce the torque ripple content in the DTC a new vector selection table is implemented. In the conventional system has a three level torque controller, it is replaced by a two level torque controller. To obtain each voltage vector of the six switch inverter appropriate combination of the unbalanced voltage vectors of the four switch inverter is applied. Each control combination (Eφ,Eτ) should be maintained during two sampling periods(2Ts). Both the compounded and intrinsic voltage vectors are involved in sectors I, III, IV, and VI, while the sectors II and V, only the compounded voltage vectors are applied. ). Implemented voltage vector selection table is shown in Table I
  • 3. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163| pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 09 Issue: 04 | September-2015, Available @ http://www.ijret.org 233 Table -1: Implemented voltage vector selection table Eφ +1 +1 -1 -1 Eτ +1 -1 +1 -1 Period Ts Ist IInd Ist IInd Ist IInd Ist IInd Sector I U3 U1 U2 U3 U4 U1 Sector II U3 U4 U2 U3 U4 U1 U1 U2 Sector III U4 U1 U3 U1 U2 U3 Sector IV U1 U3 U4 U1 U2 U3 Sector V U1 U2 U4 U1 U2 U3 U3 U4 Sector VI U2 U3 U1 U3 U4 U1 2.3 Fuzzy Logic Based DTC: Depending on an operator’s experience an algorithm of non- mathematical decision making is called Fuzzy logic control. It is an intelligent controller and its design does not depend on accurate mathematical model of the system. Rather than exact or fixed reasoning the fuzzy logic deals with approximate many valued logic. Fig. 4 Schematic Block Diagram of a Fuzzy Logic Based Four switch inverter -fed DTC In a normal operating region when the torque is controlled, speed will be in control. FLC contains three basic parts: Fuzzification, Base rule, and Defuzzification. . This type of control strategy is well suited for non- linear systems. The Fig 4 shows the schematic diagram of Four switch inverter fed to an induction motor using a fuzzy logic system. In the conventional DTC PI controllers are used for speed regulation. Here it is replaced by a fuzzy logic controller whose output is torque reference from the speed error values to maintain speed of the motor to be constant whenever the load varies. The speed error E and change of speed error DE is given as input to the fuzzy logic controller and the output is the torque reference. This reference value is compared with the actual torque and the torque error is generated. Triangular Membership functions were configured to represent the input in Fig 5 & Fig 6 and output variables as shown in Fig. 7. Fig. 5 Triangular membership functions of input Fig. 6 Triangular membership functions of derivative of input Fig. 7 Triangular membership functions of output Consider the fuzzy speed control system, where the input signals are speed error (E) and derivative of speed error (DE) and the output is torque reference .They are fuzzified by assigning corresponding membership functions to each signal. The fuzzy sets are as zero (ZR), positive small(SP), positive medium(MP), positive high(HP) , negative small(SN), negative medium(MN), negative high(HN). The universe of discourse of all the variables expressed in per unit values of between 0 and 1. Rule base consist of If Then fuzzy rule .It stores the data which defines the input and the output fuzzy sets. Here Mamdani method with seven membership functions. There are seven membership functions for E and DE whereas seven membership functions for the output. Hence there may be 7*7=49 possible rules in the matrix. Table II shows the rule table for the speed controllerd.Defuzzification does the transformation of fuzzy sets to crisp values to continue the system process.
  • 4. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163| pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 09 Issue: 04 | September-2015, Available @ http://www.ijret.org 234 Table II : Rule base for fuzzy logic E/DE HN MN SN ZR SP MP HP HN HP MP SP SP SP MP HP MN HP MP SP SP SP MP HP SN HP MP SP ZR SP MP HP ZR HP MP SP ZR SP MP HP SP HP MP SP ZR SP MP HP MP HP MP SP SP SP MP HP HP HP MP SP SP SP MP HP 3. SIMULATION RESULTS A fuzzy controlled DTC fed to an Induction Motor from a four switch inverter is designed and simulated using MATLAB 10.The Simulink model of the system is shown in Fig 8. The model has three subsystems such as speed controller DTC and inverter subsystem. The four switch inverter is shown in Fig 9. The output waveform of torque is shown in Fig 10 and speed is shown in Fig 11.Thw stator current is illustrated in Fig 12. By analyzing the waveforms it is clear that the speed is constant and the torque and current ripple is reduced. Fig 8. Simulation diagram for the Fuzzy controlled DTC of Induction motor Fig 9. Subsystem for four switch inverter
  • 5. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163| pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 09 Issue: 04 | September-2015, Available @ http://www.ijret.org 235 Fig 10. Torque waveform Fig 11. Speed waveform Fig 12.Stator current waveform 4. EXPERIMENTAL SETUP A prototype of a Fuzzy logic DTC- FSTPI fed Induction motor is shown in Fig 13. Fig 13. Experimental setup It consists of regulated power supply, three phase inverter and driver circuit, PIC controller and a three phase induction motor. The motor has a rating of 0.5 HP, 4 pole,1440 rpm,50Hz three phase induction motor. Fig 14 shows the gating pulse of two MOSFET connected in a phase. Figure 9.12 shows the LCD display that shows the reference speed that we set actual speed and the current. The speed is set to 1040 rpm and the measured speed reaches closely to the reference speed.so that the speed is controlled efficiently. Fig 14. Gating Pulse in MOSFETS Fig 15. Speed and current in LCD display 5. CONCLUSION This paper deals with the direct torque control of induction motor using fuzzy logic controller .Direct torque control (DTC) is a technique used in a three-phase motor to control the torque and eventually speed. This method involves calculating and estimating of the motor's magnetic flux and
  • 6. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163| pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 09 Issue: 04 | September-2015, Available @ http://www.ijret.org 236 torque based on the measured voltage and current of the motor. This sort of control allows decoupling the flux and the torque without the need for a transformation of coordinates. To solve this problem the new approach of DTC scheme making use of fuzzy logic controller. . The analysis of speed and current waveforms are also done by using the simulation results. MATLAB/SIMULINK is used for the simulation of the proposed system .It has been observed that the torque and the stator flux ripples are reduced significantly Hardware is implemented in a 0.5 HP induction motor and control algorithm was programmed using dsPIC16F877A.Experimental results shows that better speed control is obtained. REFERENCES [1]. Bassem El Badsi, Badii Bouzidi, and Ahmed Masmoudi,"DTC Scheme for a Four-Switch Inverter- Fed Induction Motor Emulating the Six-Switch Inverter Operation",IEEE Transactions on power electronics, vol. 28, No. 7,july 2013. [2]. M. Hafeez, M. N. Uddin “FLC-based DTC scheme to improve the dynamic performance of an IM drive,”IEEE transactions vol. 48,no.6 May 2012. [3]. Taheri, Asghar, AbdolrezaRahmati, and ShahriyarKaboli. "Efficiency improvement in DTC of Six-phase induction machine by adaptive gradient descent of flux." Power Electronics, IEEE Transactions on 27.3 (2012): 1552-1562. [4]. Zhang, Yongchang, and Jianguo Zhu. "Direct torque control of permanent magnet synchronous motor with reduced torque ripple and commutation frequency." Power Electronics, IEEE Transactions on 26.1 (2011): 235-248 [5]. Hong He Lee, "A new switching technique for Direct Torque Control of Induction Motor using Four-Switch Three-Phase Inverter with DC - link voltage imbalance"'Industrial Technology, Feb 2009. [6]. M.Depenbrock, "`F. Blaabjerg, S. Freysson, H. Hansen and S. Hansen, "A new optimized space-vector modulation strategy for a component-minimized voltage source inverter"', IEEE Trans. Power Electronics, Vol. 12, NO.4, July, 1997 pp.704-714. [7]. Takahashi, Isao, and Toshihiko Noguchi. "A new quick-response and high-efficiency control strategy of an induction motor." Industry Applications, IEEE Transactions on 5 (1986): 820-827.