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International Journal of Science and Engineering Applications
Volume 4 Issue 4, 2015, ISSN-2319-7560 (Online)
www.ijsea.com 233
Simulation of A TZFI Fed Induction Motor Drive Using
Fuzzy Logic Control
S.Selvakumar
Dhanalakshmi Srinivasan
College of Engineering
Coimbatore,India
V.Kamatchi Kannan
Bannari Amman Institute of
Technology
Erode,India
B.J.C.Monica
Dhanalakshmi Srinivasan
College of Engineering
Coimbatore,India
Abstract: This paper deals with modeling and simulation of FLC based TZSI fed induction motor drive. DC in stepped up using TZ
network. The output of TZ network is applied to the three phase inverter. The inverter supplies AC power to the induction motor. Open
loop system, closed loop system with PI and FL controllers are simulated and their results are compared. The TZSI fed drive system
has advantages like reduced hardware size, reduced settling time and improved system response.
Keywords: TZ network, FLC, settling time, PI controller.
1. INTRODUCTION
Modern power electronic applications, especially those
directly connected to the gird, usually require some voltage
boosting. Traditional voltage-source inverters (VSIs) are
therefore not satisfactory since the can only step down
voltages. To add boost functionally, Dc – Dc boost converters
can be placed before the FSIs[1]. Alternatively, single-stage
buck-boost inverters can be used like the Cuk, SEPIC, and
other similar Dc – Ac inverters[2]. These inverters however
do not have intensive follow –up research. On the contrary,
research in another buck-boost inverter, named as the Z-
source inverter, has grown rapidly with its modulation,
dynamics, control and sizing studied in its applications do
motor drives, solar generation and electric vehicles [12]have
also been attempted using the same basic Z-source impedance
network found in figure 1.
Figure 1. Traditional z-source inverter
Changes to the basic network only surface in, where their
respective enhanced networks are name as improved, quasi,
and embedded Z-source networks[3]. Although named
differently, these networks are closely similar with explaining
that they differ only in their source placements. The three net-
works can eventually be merged into a single generic network
with no changes introduced to the number of LC components
and input-to-output gain[11]. The latter is subsequently
mentioned as a concern in, whose solutions are to add extra
inductors, capacitors, and diodes for further raising gain[9].
The amount of components added is however not
economically justifiable. The investigation then continues
with using coupled inductors or transformers for gain
boosting[14]. The circuits discussed in are particularly
interesting since they use only one coupled transformer and
one capacitor, which are significantly lesser than those found
in. They are respectively, named as T-source inverters in
trans-Z inverters in after identifying a few more variations[4].
Although the inverters presented in are attractive, their
common turns ratio might become too high at high gain. This
is certainly in line with classical transformer theories, but is
not an exclusive requirement, as demonstrated by the
proposed T-Z-source inverters[6]. The proposed inverters
again use a transformer and a capacitor for voltage boosting.
Their gain is however raised by lowering their transformer
turns ratio, rather than increasing it. This is a feature, which so
far, has not been matched by other Z-source circuits[5].
Performances of the proposed circuits have already been
tested in experiments.
2. Z-SOURCE AND TRANS-Z-SOURCE
INVERTERS
The first Z-source inverter proposed in is shown in where a
unique X-shaped impedance network can clearly be seen. This
added network allows switches from the same phase-leg, to be
turned ON simultaneously without causing damages[7].
Instead, the scoot-through state created causes the inverter
output to be boosted without distortion if it is used properly
with the other eight nonschool-through active and null states.
The resulting expressions for computing the network
capacitor voltage Vc. Peak de-link voltage during the no
shoot-through state, and peak ac output voltage – can
subsequently be derived and written in the following equation.
International Journal of Science and Engineering Applications
Volume 4 Issue 4, 2015, ISSN-2319-7560 (Online)
www.ijsea.com 234
Figure 2. Trans Z-source inverter with source placed (a) diode
or (b) VSI bridge
Vc =
Vde
dST
VSei
dST
dST
21
1
0
21
1
1




(1)
0u = M deMV
dST
5.0(
21
1
2
01


(2)
Where Vdc, M and dST represent the input voltage,
modulation ratio, and fractional shoot-through time,
respectively.
The boost factor from hence expressed as B = 1/(1 – 2dST).
Setting its denominator to be greater than zero then results in
the operating range of 0 ≤ dST < 0.5. Since the shoot-through
state can only be placed within a null interval to avoid
introducing volt-see error, relationship between M and dST can
further be written as M ≤ 1.15 (1 - dST). To produce a high-
voltage boost, M must hence be lowered. Lower M how ever
leads to high-voltage stresses across the components and poor
spectral performances. To avoid these constraints, T-source or
trans-Z-source inverters are proposed. In common, the rans-Z-
source inverters shown in use only one transformer with turns
ratio Trz = W1 / W2 and one capacitor. They differ only in
their source placements, whose effect is to vary Vc but not the
other voltages. This can clearly be seen from where
expressions for computing Vc, 01, and 0 for the trans-Z-
source inverters are presented.
Figure 3. TZ source inverter with source placed in series with
(a) diode or (b) VSI bridge
Vc = Vde
drrz
d
ST
ST
)1(1
1


(3)
Vc = sc
ST
ST
V
drrx
rrxd
)1(1 
(4)
01 = sc
ST
V
drrz )1(1
1

(5)
0sc = ).5.0(
)1(
1
dc
ST
MV
drrz 
(6)
Comparing the denominators fo it is clear that the trans-Z-
source gain can be raised above the traditional Z-source gain
if Trz is set greater than one (rrz ≥1). From the new limits for
dST can also be determined as 0 ≥ dST < 1/(rrz + 1). After
setting the denominator of to be greater than zero. Clearly,
the upper limit of dST can be reduced by using a higher rrz for
gain boosting. The lower dST then leads to a higher
modulation ratio since M ≤ 1.15 (1 - dST).
International Journal of Science and Engineering Applications
Volume 4 Issue 4, 2015, ISSN-2319-7560 (Online)
www.ijsea.com 235
3. SIMULATION RESULTS
The Matlab/Simulink model of PI controlled closed loop
system is shown in fig.4. the actual speed is measured and it is
compared with a set speed. The error controls the pulse width
to regulate the speed. Output voltage of TZ-Source inverter is
shown in Fig.5. The speed response is shown in Fig.6. And
torque response is shown in Fig.7.Macintosh, use the font
named Times. Right margins should be justified, not ragged.
Figure 4. PI controlled closed loop induction motor drive
Figure 5. Closed loop PI fed TZ-source output voltage
Figure 6. Closed loop PI fed induction motor speed curve
Figure 7. Closed loop PI fed induction motor torque curve
The Matlab/Simulink model of closed loop system with FLC
is shown in Fig.8. The PI controller is replaced by FLC. The
output voltage waveforms are shown in Fig.9. The speed and
torque response are shown in Fig.10 and Fig.11 respectively.
Figure 8. FLC controlled induction motor drive
Figure 9. Closed loop FLC fed TZ-source output voltage
International Journal of Science and Engineering Applications
Volume 4 Issue 4, 2015, ISSN-2319-7560 (Online)
www.ijsea.com 236
Figure 10. Closed loop FLC fed induction motor speed curve
Figure 11. Closed loop FLC fed induction motor torque curve
4. COMPARISON TABLE
Table .1 Comparisons between PI and FLC controller
Controllers
Rise time
(sec)
Settling
time (sec)
Steady state
error (rpm)
PI Controller 0.3 0.35 30
Fuzzy Logic
Controller
0.25 0.26 0.5
5. CONCLUSION
FLC based TZSI fed induction motor drive is successfully
modeled and simulated using Matlab/Simulink software. The
comparison of PI & FLC controlled TZSI fed drives indicate
that FLC has better response since the settling time and steady
state error are reduced. This drive has advantages like
minimum hardware size and steady state error. The
disadvantage of TZSI is that it needs a coupled coil. The
present work deals with comparison between PI and FLC
based systems. The comparison between PI & ANN systems
will be done in future.
6. REFERENCES
[1] J. Kikuchi and T. A. Lipo, “Three phase PWM boost-buck
rectifiers with power regenerating capability,” IEEE
Trans. Ind. Appl., vol. 38, no. 5, pp. 1361–1369,
Sep./Oct. 2002.
[2] G. Moschopoulos and Y. Zheng, “Buck-boost type ac-dc
single-stageconverters,” in Proc. IEEE Int. Symp. Ind.
Electron., Jul. 2006, pp. 1123–1128.
[3] F. Z. Peng, “Z-source inverter,” IEEE Trans. Ind. Appl.,
vol. 39, no. 2, pp. 504–510, Mar./Apr. 2003.
[4] P. C. Loh, D. M. Vilathgamuwa, Y. S. Lai, G. T. Chua,
and Y. W. Li, “Pulse-width modulation of Z-source
inverters,” IEEE Trans. Power Electron., vol. 20, no. 6,
pp. 1346–1355, Nov. 2005.
[5] J. Liu, J. Hu, and L. Xu, “Dynamic modeling and analysis
of Z-source converter—Derivation of ac small signal
model and design-oriented analysis,” IEEE Trans. Power
Electron., vol. 22, no. 5, pp. 1786–1796, Sep. 2007.
[6] G. Sen and M. E. Elbuluk, “Voltage and current-
programmed modes in control of the Z-source
converter,” IEEE Trans. Ind. Applicat., vol. 46, no. 2, pp.
680–686, Mar./Apr. 2010.
[7] S. Rajakaruna and L. Jayawickrama, “Steady-state
analysis and designing impedance network of Z-source
inverters,” IEEE Trans. Ind. Electron., vol. 57, no. 7, pp.
2483–2491, Jul. 2010.
[8] F. Z. Peng, A. Joseph, J.Wang, M. Shen, L. Chen, Z. Pan,
E. Ortiz-Rivera, and Y. Huang, “Z-source inverter for
motor drives,” IEEE Trans. Power Electron., vol. 20, no.
4, pp. 857–863, Jul. 2005.
[9] M. Hanif, M. Basu, and K. Gaughan, “Understanding the
operation of a Z-source inverter for photovoltaic
application with a design example,” IET Power
Electron., vol. 4, no. 3, pp. 278–287, Mar. 2011.
[10] F. Z. Peng, M. Shen, and K. Holland, “Application of Z-
source inverter for traction drive of fuel cell—Battery
hybrid electric vehicles,” IEEE Trans. Power Electron.,
vol. 22, no. 3, pp. 1054–1061, May 2007.
[11] Y. Tang, S. Xie, C. Zhang, and Z. Xu, “Improved Z-
source inverter with reduced Z-source capacitor voltage
stress and soft-start capability,” IEEE Trans. Power
Electron., vol. 24, no. 2, pp. 409–415, Feb. 2009.
[12] J. Anderson and F. Z. Peng, “A class of quasi-Z-source
inverters,” in Proc. IEEE Ind. Appl. Soc., Oct. 2008, pp.
1–7.
[13] P. C. Loh, F. Gao, and F. Blaabjerg, “Embedded EZ-
source inverters,” IEEE Trans. Ind. Appl., vol. 46, no. 1,
pp. 256–267, Jan./Feb. 2010.
[14] F. Gao, P. C. Loh, F. Blaabjerg, and C. J. Gajanayake,
“Operational analysis and comparative evaluation of
embedded Z-Source inverters,” in Proc. IEEE Power
Electron. Spec. Conf., Jun. 2008, pp. 2757–2763.
International Journal of Science and Engineering Applications
Volume 4 Issue 4, 2015, ISSN-2319-7560 (Online)
www.ijsea.com 237
[15] D. Li, F. Gao, P. C. Loh, M. Zhu, and F. Blaabjerg,
“Hybrid-source impedance networks: Layouts and
generalized cascading concepts,” IEEE Trans. Power
Electron., vol. 26, no. 7, pp. 2028–2040, Jul. 2011.
[16] M. Zhu, K. Yu, and F. L. Luo, “Switched inductor Z-
source inverter,” IEEE Trans. Power Electron., vol. 25,
no. 8, pp. 2150–2158, Aug. 2010.

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Simulation of A TZFI Fed Induction Motor Drive Using Fuzzy Logic Control

  • 1. International Journal of Science and Engineering Applications Volume 4 Issue 4, 2015, ISSN-2319-7560 (Online) www.ijsea.com 233 Simulation of A TZFI Fed Induction Motor Drive Using Fuzzy Logic Control S.Selvakumar Dhanalakshmi Srinivasan College of Engineering Coimbatore,India V.Kamatchi Kannan Bannari Amman Institute of Technology Erode,India B.J.C.Monica Dhanalakshmi Srinivasan College of Engineering Coimbatore,India Abstract: This paper deals with modeling and simulation of FLC based TZSI fed induction motor drive. DC in stepped up using TZ network. The output of TZ network is applied to the three phase inverter. The inverter supplies AC power to the induction motor. Open loop system, closed loop system with PI and FL controllers are simulated and their results are compared. The TZSI fed drive system has advantages like reduced hardware size, reduced settling time and improved system response. Keywords: TZ network, FLC, settling time, PI controller. 1. INTRODUCTION Modern power electronic applications, especially those directly connected to the gird, usually require some voltage boosting. Traditional voltage-source inverters (VSIs) are therefore not satisfactory since the can only step down voltages. To add boost functionally, Dc – Dc boost converters can be placed before the FSIs[1]. Alternatively, single-stage buck-boost inverters can be used like the Cuk, SEPIC, and other similar Dc – Ac inverters[2]. These inverters however do not have intensive follow –up research. On the contrary, research in another buck-boost inverter, named as the Z- source inverter, has grown rapidly with its modulation, dynamics, control and sizing studied in its applications do motor drives, solar generation and electric vehicles [12]have also been attempted using the same basic Z-source impedance network found in figure 1. Figure 1. Traditional z-source inverter Changes to the basic network only surface in, where their respective enhanced networks are name as improved, quasi, and embedded Z-source networks[3]. Although named differently, these networks are closely similar with explaining that they differ only in their source placements. The three net- works can eventually be merged into a single generic network with no changes introduced to the number of LC components and input-to-output gain[11]. The latter is subsequently mentioned as a concern in, whose solutions are to add extra inductors, capacitors, and diodes for further raising gain[9]. The amount of components added is however not economically justifiable. The investigation then continues with using coupled inductors or transformers for gain boosting[14]. The circuits discussed in are particularly interesting since they use only one coupled transformer and one capacitor, which are significantly lesser than those found in. They are respectively, named as T-source inverters in trans-Z inverters in after identifying a few more variations[4]. Although the inverters presented in are attractive, their common turns ratio might become too high at high gain. This is certainly in line with classical transformer theories, but is not an exclusive requirement, as demonstrated by the proposed T-Z-source inverters[6]. The proposed inverters again use a transformer and a capacitor for voltage boosting. Their gain is however raised by lowering their transformer turns ratio, rather than increasing it. This is a feature, which so far, has not been matched by other Z-source circuits[5]. Performances of the proposed circuits have already been tested in experiments. 2. Z-SOURCE AND TRANS-Z-SOURCE INVERTERS The first Z-source inverter proposed in is shown in where a unique X-shaped impedance network can clearly be seen. This added network allows switches from the same phase-leg, to be turned ON simultaneously without causing damages[7]. Instead, the scoot-through state created causes the inverter output to be boosted without distortion if it is used properly with the other eight nonschool-through active and null states. The resulting expressions for computing the network capacitor voltage Vc. Peak de-link voltage during the no shoot-through state, and peak ac output voltage – can subsequently be derived and written in the following equation.
  • 2. International Journal of Science and Engineering Applications Volume 4 Issue 4, 2015, ISSN-2319-7560 (Online) www.ijsea.com 234 Figure 2. Trans Z-source inverter with source placed (a) diode or (b) VSI bridge Vc = Vde dST VSei dST dST 21 1 0 21 1 1     (1) 0u = M deMV dST 5.0( 21 1 2 01   (2) Where Vdc, M and dST represent the input voltage, modulation ratio, and fractional shoot-through time, respectively. The boost factor from hence expressed as B = 1/(1 – 2dST). Setting its denominator to be greater than zero then results in the operating range of 0 ≤ dST < 0.5. Since the shoot-through state can only be placed within a null interval to avoid introducing volt-see error, relationship between M and dST can further be written as M ≤ 1.15 (1 - dST). To produce a high- voltage boost, M must hence be lowered. Lower M how ever leads to high-voltage stresses across the components and poor spectral performances. To avoid these constraints, T-source or trans-Z-source inverters are proposed. In common, the rans-Z- source inverters shown in use only one transformer with turns ratio Trz = W1 / W2 and one capacitor. They differ only in their source placements, whose effect is to vary Vc but not the other voltages. This can clearly be seen from where expressions for computing Vc, 01, and 0 for the trans-Z- source inverters are presented. Figure 3. TZ source inverter with source placed in series with (a) diode or (b) VSI bridge Vc = Vde drrz d ST ST )1(1 1   (3) Vc = sc ST ST V drrx rrxd )1(1  (4) 01 = sc ST V drrz )1(1 1  (5) 0sc = ).5.0( )1( 1 dc ST MV drrz  (6) Comparing the denominators fo it is clear that the trans-Z- source gain can be raised above the traditional Z-source gain if Trz is set greater than one (rrz ≥1). From the new limits for dST can also be determined as 0 ≥ dST < 1/(rrz + 1). After setting the denominator of to be greater than zero. Clearly, the upper limit of dST can be reduced by using a higher rrz for gain boosting. The lower dST then leads to a higher modulation ratio since M ≤ 1.15 (1 - dST).
  • 3. International Journal of Science and Engineering Applications Volume 4 Issue 4, 2015, ISSN-2319-7560 (Online) www.ijsea.com 235 3. SIMULATION RESULTS The Matlab/Simulink model of PI controlled closed loop system is shown in fig.4. the actual speed is measured and it is compared with a set speed. The error controls the pulse width to regulate the speed. Output voltage of TZ-Source inverter is shown in Fig.5. The speed response is shown in Fig.6. And torque response is shown in Fig.7.Macintosh, use the font named Times. Right margins should be justified, not ragged. Figure 4. PI controlled closed loop induction motor drive Figure 5. Closed loop PI fed TZ-source output voltage Figure 6. Closed loop PI fed induction motor speed curve Figure 7. Closed loop PI fed induction motor torque curve The Matlab/Simulink model of closed loop system with FLC is shown in Fig.8. The PI controller is replaced by FLC. The output voltage waveforms are shown in Fig.9. The speed and torque response are shown in Fig.10 and Fig.11 respectively. Figure 8. FLC controlled induction motor drive Figure 9. Closed loop FLC fed TZ-source output voltage
  • 4. International Journal of Science and Engineering Applications Volume 4 Issue 4, 2015, ISSN-2319-7560 (Online) www.ijsea.com 236 Figure 10. Closed loop FLC fed induction motor speed curve Figure 11. Closed loop FLC fed induction motor torque curve 4. COMPARISON TABLE Table .1 Comparisons between PI and FLC controller Controllers Rise time (sec) Settling time (sec) Steady state error (rpm) PI Controller 0.3 0.35 30 Fuzzy Logic Controller 0.25 0.26 0.5 5. CONCLUSION FLC based TZSI fed induction motor drive is successfully modeled and simulated using Matlab/Simulink software. The comparison of PI & FLC controlled TZSI fed drives indicate that FLC has better response since the settling time and steady state error are reduced. This drive has advantages like minimum hardware size and steady state error. The disadvantage of TZSI is that it needs a coupled coil. The present work deals with comparison between PI and FLC based systems. The comparison between PI & ANN systems will be done in future. 6. REFERENCES [1] J. Kikuchi and T. A. Lipo, “Three phase PWM boost-buck rectifiers with power regenerating capability,” IEEE Trans. Ind. Appl., vol. 38, no. 5, pp. 1361–1369, Sep./Oct. 2002. [2] G. Moschopoulos and Y. Zheng, “Buck-boost type ac-dc single-stageconverters,” in Proc. IEEE Int. Symp. Ind. Electron., Jul. 2006, pp. 1123–1128. [3] F. Z. Peng, “Z-source inverter,” IEEE Trans. Ind. Appl., vol. 39, no. 2, pp. 504–510, Mar./Apr. 2003. [4] P. C. Loh, D. M. Vilathgamuwa, Y. S. Lai, G. T. Chua, and Y. W. Li, “Pulse-width modulation of Z-source inverters,” IEEE Trans. Power Electron., vol. 20, no. 6, pp. 1346–1355, Nov. 2005. [5] J. Liu, J. Hu, and L. Xu, “Dynamic modeling and analysis of Z-source converter—Derivation of ac small signal model and design-oriented analysis,” IEEE Trans. Power Electron., vol. 22, no. 5, pp. 1786–1796, Sep. 2007. [6] G. Sen and M. E. Elbuluk, “Voltage and current- programmed modes in control of the Z-source converter,” IEEE Trans. Ind. Applicat., vol. 46, no. 2, pp. 680–686, Mar./Apr. 2010. [7] S. Rajakaruna and L. Jayawickrama, “Steady-state analysis and designing impedance network of Z-source inverters,” IEEE Trans. Ind. Electron., vol. 57, no. 7, pp. 2483–2491, Jul. 2010. [8] F. Z. Peng, A. Joseph, J.Wang, M. Shen, L. Chen, Z. Pan, E. Ortiz-Rivera, and Y. Huang, “Z-source inverter for motor drives,” IEEE Trans. Power Electron., vol. 20, no. 4, pp. 857–863, Jul. 2005. [9] M. Hanif, M. Basu, and K. Gaughan, “Understanding the operation of a Z-source inverter for photovoltaic application with a design example,” IET Power Electron., vol. 4, no. 3, pp. 278–287, Mar. 2011. [10] F. Z. Peng, M. Shen, and K. Holland, “Application of Z- source inverter for traction drive of fuel cell—Battery hybrid electric vehicles,” IEEE Trans. Power Electron., vol. 22, no. 3, pp. 1054–1061, May 2007. [11] Y. Tang, S. Xie, C. Zhang, and Z. Xu, “Improved Z- source inverter with reduced Z-source capacitor voltage stress and soft-start capability,” IEEE Trans. Power Electron., vol. 24, no. 2, pp. 409–415, Feb. 2009. [12] J. Anderson and F. Z. Peng, “A class of quasi-Z-source inverters,” in Proc. IEEE Ind. Appl. Soc., Oct. 2008, pp. 1–7. [13] P. C. Loh, F. Gao, and F. Blaabjerg, “Embedded EZ- source inverters,” IEEE Trans. Ind. Appl., vol. 46, no. 1, pp. 256–267, Jan./Feb. 2010. [14] F. Gao, P. C. Loh, F. Blaabjerg, and C. J. Gajanayake, “Operational analysis and comparative evaluation of embedded Z-Source inverters,” in Proc. IEEE Power Electron. Spec. Conf., Jun. 2008, pp. 2757–2763.
  • 5. International Journal of Science and Engineering Applications Volume 4 Issue 4, 2015, ISSN-2319-7560 (Online) www.ijsea.com 237 [15] D. Li, F. Gao, P. C. Loh, M. Zhu, and F. Blaabjerg, “Hybrid-source impedance networks: Layouts and generalized cascading concepts,” IEEE Trans. Power Electron., vol. 26, no. 7, pp. 2028–2040, Jul. 2011. [16] M. Zhu, K. Yu, and F. L. Luo, “Switched inductor Z- source inverter,” IEEE Trans. Power Electron., vol. 25, no. 8, pp. 2150–2158, Aug. 2010.