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A.Sreenivasulu .et.al. Int. Journal of Engineering Research and Application www.ijera.com
ISSN : 2248-9622, Vol. 7, Issue 4, ( Part -5) April 2017, pp.67-71
www.ijera.com DOI: 10.9790/9622-0704056771 67 | P a g e
Enhanced Performance of Matrix Converter using Adaptive
Computing Techniques
1
A.Sreenivasulu , 2
D.Venkata Brahma Naidu, 3
J.N.Chandra Sekhar
1&3IEEE Member,2
Dept. Of EEE,SVUCE,Tirupati.
sreenivasulu136@gmail.com,dvb.naidupeed@gmail.com, chandu.jinka@gmail.com
ABSTRACT
This paper deals mainly with the improvement of linear load current profile considering different grid
conditions. A popular power conversion circuit known to be a Matrix Converter was considered to study the
effects on the quality of electrical power supply. This advanced converter configured with power semiconductor
devices effectively optimizes the harmonic components of linear type loads with the aid of various controllers
like PI, Fuzzy, Adaptive Fuzzy and ANFIS models. The simulation studies and subsequent comparisons are
derived for the proposed system on MATLAB/SIMULINK package under balanced and distorted grid
conditions.
Keywords: Power Quality, Matrix Converter, Venturini Modulation, Adaptive Fuzzy Controller, ANFIS,
Linear Load, Total Harmonic Distortion, Balanced grid, Distorted grid.
I. INTRODUCTION
Due to subsequent developments in the
field of power semiconductor technology
adaptability of the electrical power system to the
dynamic load requirements is enhanced. Frequent
variations on the supply and load side affect the
parameters like service continuity, frequency,
transient voltages and currents. Power conversion
methods provide an optimal solution to ensure a
proper and efficient operation of the electrical
system. In the late 1970’s Gyugyi proposed a direct
ac-ac frequency converter. Thereafter Static power
frequency converters were considered of which
indirect ac-ac converter with PWM-VSI became
predominant. Due to the uncontrolled action of
diode bridge rectifier in the converter, the currents
on the input side contain harmonics which creates
distortion in the input line voltages [1].
Later a high frequency based matrix
converter operated with ideal transformer was
presented by Venturini [2]. Subsequently Venturini
modulated matrix converter configured using
classical PI controller was introduced to minimize
the effects of the distorted input line voltages [7].
Further to enhance the matrix converter efficiency
a good compensated Fuzzy system based controller
was proposed [8]. Then a PI based Fuzzy controller
was implemented to mitigate the harmonic effects
produced by different non-linear loads [9].
In this paper, the operational ability of the
Matrix converter is observed with linear load for
undistorted grid and distorted grid cases. Various
controller models like PI, Fuzzy, Adaptive Fuzzy
and ANFIS were applied to the proposed model.
The effective operation of Matrix converter is
assessed by observing the linear load current
waveform with minimum harmonic content.
II. OPERATION AND MODULATION
OF MATRIX CONVERTER
2.1 Operating Principle
Basically the circuit of a matrix converter
comprises of one level converter arranged with an
array of m × n bilateral power semiconductor
switches to connect, directly, an m-phase voltage
supply to n-phase linear load.
Fig 2.1. Circuit of Matrix Converter
From the above circuit diagram the matrix
converter consists of the supply voltages, supply
currents and the output load voltages w.r.t to the
neutral point of the loadn.Each switch ( )p q
S t , p =
{A, B, C} and q = {a, b, c} can connect or
disconnect phase p of the input side to phase q of
the load side and, with possible combination of the
conduction periods of these switches, output
voltages vpN can be calculated.
RESEARCH ARTICLE OPEN ACCESS
A.Sreenivasulu .et.al. Int. Journal of Engineering Research and Application www.ijera.com
ISSN : 2248-9622, Vol. 7, Issue 4, ( Part -5) April 2017, pp.67-71
www.ijera.com DOI: 10.9790/9622-0704056771 68 | P a g e
Each switch is described by a switching model,
defined as:
( ) 0p q
S t  if p q
S is in open condition ( ) 1p q
S t 
if p q
S is in closed condition -(1)
1A p B p C p
S S S   where , ,p A B C and
, ,q a b c --- (2)
To implement the modulation schemes the
following equations (3) and (4) are significant.
These equations describe the possible switching
combination of open and closed switches to
produce the required output load voltages.
(3)
(4)
The input source currents are represented by a filter
model with an array of switched input currents.
This model is derived on the assumption that
sp p
V V which stands important for implementing
modulation schemes.
Fig 2.2. Filter model for input voltages
2.2 Venturini Modulation Method
Among the available modulation
techniques, Venturini modulation method is
implemented for the matrix converter. This
modulation scheme provides the simple synthesis
of low frequency components of output load
voltages and input source currents with
instantaneous magnitudes of input source voltages
and output load currents respectively. The
modulation algorithm represented is suitable for
real time implementation but in practice it is not
used due to the 50% voltage transfer ratio
limitation [1].
Fig 2.3. Generation of duty cycle for matrix
converter
III. CONFIGURABLE CONTROLLERS
3.1 PI Controller
A Closed loop arrangement of matrix
converter using PI controller is presented inn
Figure 3.1. The momentary magnitude of the error
can be determined from the differences observed
between the instantaneous current-space-vector
Iwhich is sensed by the measured 3-ᴓ output load
current of the matrix converter and the reference
current-space-vector Iref[7].
Fig 3.1. Closed loop matrix converter with PI
controller
3.2 Fuzzy Logic Controller
A fuzzy logic controller based feedback
system for a matrix converter is shown in Fig. 3.2.
In this model also the error term can be calculated
by considering the measured value of I and the
reference-current-space-vector Iref.
Fig. 3.2. Fuzzy model for matrix converter
3.3 Adaptive Fuzzy Controller
Based on the working abilities and control features
of matrix converter, an Adaptive Fuzzy control
technique is developed and represented in Figure
3.3.
A.Sreenivasulu .et.al. Int. Journal of Engineering Research and Application www.ijera.com
ISSN : 2248-9622, Vol. 7, Issue 4, ( Part -5) April 2017, pp.67-71
www.ijera.com DOI: 10.9790/9622-0704056771 69 | P a g e
Fig 3.3. Principal of adaptive fuzzy controller
A traditional PI controller is used in
combination with a fuzzy logic control system.
From the obtained error signal and its time
derivative, the fuzzy system adapts continuously
the suitable parameters of the PI controller to
extract the better operational features [9]. For the
fuzzy controller system the error and its derivative
are considered as the input quantities. The
corrected instantaneous error e(t) can be
determined from the resultant of measured current
value and its reference value .
3.4 ANFIS controller
ANFIS controller is basically a hybrid
computing model comprising a suitable kind
of artificial neural network which is based on T-S
fuzzy inference method. This model introduced in
the early decade of 1990s is able to provide good
solutions for most of the non-linear systems. In this
model the inference engine represent to a suitable
set of fuzzy if-then rule which have adaptive
learning capability in optimizing the nonlinear
system models [11].
Fig. 3.4. ANFIS model for matrix converter
IV. SIMULATION AND RESULTS
Adaptive fuzzy controller is a hybrid
controller which incorporates the features of both
PI and fuzzy logic controllers [9]&[10]. The
simulink model of adaptive fuzzy controller is
shown below.
Fig. 4.1. Simulink model for adaptive fuzzy
control based matrix converter
Fig. 4.2. Simulink model of ANFIS controller
based matrix converter
Fig. 4.3. Profile of Linear Load Current for
Adaptive Fuzzy based matrix converter
A.Sreenivasulu .et.al. Int. Journal of Engineering Research and Application www.ijera.com
ISSN : 2248-9622, Vol. 7, Issue 4, ( Part -5) April 2017, pp.67-71
www.ijera.com DOI: 10.9790/9622-0704056771 70 | P a g e
Fig. 4.4. Harmonic Spectrum of Linear Load
current for Adaptive Fuzzy based
matrix converter
Fig. 4.5. Profile of Linear Load Current for ANFIS
based matrix converter
Fig. 4.6. Harmonic Spectrum of Linear Load
current for ANFIS basedmatrix converter
Table 1: Comparison table for linear load
currents in terms of THD
V. CONCLUSION
In order to observe the effective operation
and modulation schemes of the matrix converter,
various control methods like PI, Fuzzy, Adaptive
Fuzzy and ANFIS are duly implemented using
MATLAB/SIMULINK tool. The simulation results
display the linear load current profile when these
control methods are used during distorted and
undistorted grid cases along with its THD values
shown in Table 1. From the obtained results
conclusions can be drawn towards ANFIS
controller for its better performance as it
significantly improves the nature of linear load
currents when compared to all other methods.
REFERENCES
[1] Arevalo.S.L,“Matrix Converter for
Frequency Changing Power Supply
Applications,” Ph.D Thesis from
University of Nottingham, January 2008.
[2] M. Venturini, “A new sine wave in, sine
wave out converter technique eliminates
reactive elements,” Proceedings of
POWERCON 7, pp. 310 – 315, 1980.
[3] J. Rodriguez, E. Silva, F. Blaabjerg, P.
Wheeler, J. Clare, J. Pontt, “Matrix
Converter Controlled with the Direct
Transfer Function Approach: Analysis,
Modelling and Simulation”,
Taylor&Francis-International Journal of
Electronics, vol. 92, no. 2, pp. 63–
85,February 2005.
[4] M. Venturini and A. Alesina, “The
generalised transformer: new bidirectional
sinusoidal waveform frequency converter
with continuously adjustable input power
factor”, in Conf. Rec. IEEE PESC’80, pp.
242-252.
[5] S. M. Barakati , Modeling and Controller
Design of a Wind Energy Conversion
System Including a Matrix Converter ,
thesis of Doctor of Philosophy in
Electrical and Computer Engineering
Waterloo, Ontario, Canada, 2008.
[6] Luca Zarri. Control of Matrix Converters.
Ph. D. in Electrical Engineering XIX year
power electronics, machines and drives
A.Sreenivasulu .et.al. Int. Journal of Engineering Research and Application www.ijera.com
ISSN : 2248-9622, Vol. 7, Issue 4, ( Part -5) April 2017, pp.67-71
www.ijera.com DOI: 10.9790/9622-0704056771 71 | P a g e
(ING-IND/32), University of Bologna.
2007.
[7] H. Karaca, R. Akkaya, Control of
Venturini Method Based Matrix Converter
in Input Voltage Variations, Proceedings
of the International MultiConference of
Engineersand Computer Scientists,Hong
Kong 2009 Vol II IMECS 2009, March 18
- 20, 2009.
[8] Hulusi Karaca, Student Member, IEEE,
Ramazan Akkaya, Hüseyin Do an. A
Novel Compensation Method Based on
Fuzzy Logic Control for Matrix Converter
under Distorted Input Voltage
Conditions.Proceedings of the 2008
International Conference onElectrical
Machines, 2008.
[9] A. Boukadoum, T. Bahi, S. Oudina, Y.
Souf A, and S. Lekhchine, “Fuzzy
controladaptive of a matrix converter for
harmonic compensation caused by
nonlinear loads,” Energy Procedia 18, pp
715 -723, 2012.
[10] B.Hamane, M. L. Doumbia, A. Cheriti and
K. Belmokhtar, Comparative Analysis of
PI and Fuzzy Logic Controllers for
Matrix Converter, IEEE Ninth
International Conference on Ecological
Vehicles and Renewable Energies
(EVER), 2014.
[11] Chitra Venugopal, ANFIS Based Field
Oriented Control for Matrix Converter
fedInduction Motor, 2010IEEE
international conference on power and
energy, kualalampur,Malaysia, December
2010.
[12] IEEE Standard 519-1992, IEEE
recommended practices and requirements
for harmonic control in electrical power
systems," IEEE Std 519-1992, 12
April.1993.

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Enhanced Performance of Matrix Converter using Adaptive Computing Techniques

  • 1. A.Sreenivasulu .et.al. Int. Journal of Engineering Research and Application www.ijera.com ISSN : 2248-9622, Vol. 7, Issue 4, ( Part -5) April 2017, pp.67-71 www.ijera.com DOI: 10.9790/9622-0704056771 67 | P a g e Enhanced Performance of Matrix Converter using Adaptive Computing Techniques 1 A.Sreenivasulu , 2 D.Venkata Brahma Naidu, 3 J.N.Chandra Sekhar 1&3IEEE Member,2 Dept. Of EEE,SVUCE,Tirupati. sreenivasulu136@gmail.com,dvb.naidupeed@gmail.com, chandu.jinka@gmail.com ABSTRACT This paper deals mainly with the improvement of linear load current profile considering different grid conditions. A popular power conversion circuit known to be a Matrix Converter was considered to study the effects on the quality of electrical power supply. This advanced converter configured with power semiconductor devices effectively optimizes the harmonic components of linear type loads with the aid of various controllers like PI, Fuzzy, Adaptive Fuzzy and ANFIS models. The simulation studies and subsequent comparisons are derived for the proposed system on MATLAB/SIMULINK package under balanced and distorted grid conditions. Keywords: Power Quality, Matrix Converter, Venturini Modulation, Adaptive Fuzzy Controller, ANFIS, Linear Load, Total Harmonic Distortion, Balanced grid, Distorted grid. I. INTRODUCTION Due to subsequent developments in the field of power semiconductor technology adaptability of the electrical power system to the dynamic load requirements is enhanced. Frequent variations on the supply and load side affect the parameters like service continuity, frequency, transient voltages and currents. Power conversion methods provide an optimal solution to ensure a proper and efficient operation of the electrical system. In the late 1970’s Gyugyi proposed a direct ac-ac frequency converter. Thereafter Static power frequency converters were considered of which indirect ac-ac converter with PWM-VSI became predominant. Due to the uncontrolled action of diode bridge rectifier in the converter, the currents on the input side contain harmonics which creates distortion in the input line voltages [1]. Later a high frequency based matrix converter operated with ideal transformer was presented by Venturini [2]. Subsequently Venturini modulated matrix converter configured using classical PI controller was introduced to minimize the effects of the distorted input line voltages [7]. Further to enhance the matrix converter efficiency a good compensated Fuzzy system based controller was proposed [8]. Then a PI based Fuzzy controller was implemented to mitigate the harmonic effects produced by different non-linear loads [9]. In this paper, the operational ability of the Matrix converter is observed with linear load for undistorted grid and distorted grid cases. Various controller models like PI, Fuzzy, Adaptive Fuzzy and ANFIS were applied to the proposed model. The effective operation of Matrix converter is assessed by observing the linear load current waveform with minimum harmonic content. II. OPERATION AND MODULATION OF MATRIX CONVERTER 2.1 Operating Principle Basically the circuit of a matrix converter comprises of one level converter arranged with an array of m × n bilateral power semiconductor switches to connect, directly, an m-phase voltage supply to n-phase linear load. Fig 2.1. Circuit of Matrix Converter From the above circuit diagram the matrix converter consists of the supply voltages, supply currents and the output load voltages w.r.t to the neutral point of the loadn.Each switch ( )p q S t , p = {A, B, C} and q = {a, b, c} can connect or disconnect phase p of the input side to phase q of the load side and, with possible combination of the conduction periods of these switches, output voltages vpN can be calculated. RESEARCH ARTICLE OPEN ACCESS
  • 2. A.Sreenivasulu .et.al. Int. Journal of Engineering Research and Application www.ijera.com ISSN : 2248-9622, Vol. 7, Issue 4, ( Part -5) April 2017, pp.67-71 www.ijera.com DOI: 10.9790/9622-0704056771 68 | P a g e Each switch is described by a switching model, defined as: ( ) 0p q S t  if p q S is in open condition ( ) 1p q S t  if p q S is in closed condition -(1) 1A p B p C p S S S   where , ,p A B C and , ,q a b c --- (2) To implement the modulation schemes the following equations (3) and (4) are significant. These equations describe the possible switching combination of open and closed switches to produce the required output load voltages. (3) (4) The input source currents are represented by a filter model with an array of switched input currents. This model is derived on the assumption that sp p V V which stands important for implementing modulation schemes. Fig 2.2. Filter model for input voltages 2.2 Venturini Modulation Method Among the available modulation techniques, Venturini modulation method is implemented for the matrix converter. This modulation scheme provides the simple synthesis of low frequency components of output load voltages and input source currents with instantaneous magnitudes of input source voltages and output load currents respectively. The modulation algorithm represented is suitable for real time implementation but in practice it is not used due to the 50% voltage transfer ratio limitation [1]. Fig 2.3. Generation of duty cycle for matrix converter III. CONFIGURABLE CONTROLLERS 3.1 PI Controller A Closed loop arrangement of matrix converter using PI controller is presented inn Figure 3.1. The momentary magnitude of the error can be determined from the differences observed between the instantaneous current-space-vector Iwhich is sensed by the measured 3-ᴓ output load current of the matrix converter and the reference current-space-vector Iref[7]. Fig 3.1. Closed loop matrix converter with PI controller 3.2 Fuzzy Logic Controller A fuzzy logic controller based feedback system for a matrix converter is shown in Fig. 3.2. In this model also the error term can be calculated by considering the measured value of I and the reference-current-space-vector Iref. Fig. 3.2. Fuzzy model for matrix converter 3.3 Adaptive Fuzzy Controller Based on the working abilities and control features of matrix converter, an Adaptive Fuzzy control technique is developed and represented in Figure 3.3.
  • 3. A.Sreenivasulu .et.al. Int. Journal of Engineering Research and Application www.ijera.com ISSN : 2248-9622, Vol. 7, Issue 4, ( Part -5) April 2017, pp.67-71 www.ijera.com DOI: 10.9790/9622-0704056771 69 | P a g e Fig 3.3. Principal of adaptive fuzzy controller A traditional PI controller is used in combination with a fuzzy logic control system. From the obtained error signal and its time derivative, the fuzzy system adapts continuously the suitable parameters of the PI controller to extract the better operational features [9]. For the fuzzy controller system the error and its derivative are considered as the input quantities. The corrected instantaneous error e(t) can be determined from the resultant of measured current value and its reference value . 3.4 ANFIS controller ANFIS controller is basically a hybrid computing model comprising a suitable kind of artificial neural network which is based on T-S fuzzy inference method. This model introduced in the early decade of 1990s is able to provide good solutions for most of the non-linear systems. In this model the inference engine represent to a suitable set of fuzzy if-then rule which have adaptive learning capability in optimizing the nonlinear system models [11]. Fig. 3.4. ANFIS model for matrix converter IV. SIMULATION AND RESULTS Adaptive fuzzy controller is a hybrid controller which incorporates the features of both PI and fuzzy logic controllers [9]&[10]. The simulink model of adaptive fuzzy controller is shown below. Fig. 4.1. Simulink model for adaptive fuzzy control based matrix converter Fig. 4.2. Simulink model of ANFIS controller based matrix converter Fig. 4.3. Profile of Linear Load Current for Adaptive Fuzzy based matrix converter
  • 4. A.Sreenivasulu .et.al. Int. Journal of Engineering Research and Application www.ijera.com ISSN : 2248-9622, Vol. 7, Issue 4, ( Part -5) April 2017, pp.67-71 www.ijera.com DOI: 10.9790/9622-0704056771 70 | P a g e Fig. 4.4. Harmonic Spectrum of Linear Load current for Adaptive Fuzzy based matrix converter Fig. 4.5. Profile of Linear Load Current for ANFIS based matrix converter Fig. 4.6. Harmonic Spectrum of Linear Load current for ANFIS basedmatrix converter Table 1: Comparison table for linear load currents in terms of THD V. CONCLUSION In order to observe the effective operation and modulation schemes of the matrix converter, various control methods like PI, Fuzzy, Adaptive Fuzzy and ANFIS are duly implemented using MATLAB/SIMULINK tool. The simulation results display the linear load current profile when these control methods are used during distorted and undistorted grid cases along with its THD values shown in Table 1. From the obtained results conclusions can be drawn towards ANFIS controller for its better performance as it significantly improves the nature of linear load currents when compared to all other methods. REFERENCES [1] Arevalo.S.L,“Matrix Converter for Frequency Changing Power Supply Applications,” Ph.D Thesis from University of Nottingham, January 2008. [2] M. Venturini, “A new sine wave in, sine wave out converter technique eliminates reactive elements,” Proceedings of POWERCON 7, pp. 310 – 315, 1980. [3] J. Rodriguez, E. Silva, F. Blaabjerg, P. Wheeler, J. Clare, J. Pontt, “Matrix Converter Controlled with the Direct Transfer Function Approach: Analysis, Modelling and Simulation”, Taylor&Francis-International Journal of Electronics, vol. 92, no. 2, pp. 63– 85,February 2005. [4] M. Venturini and A. Alesina, “The generalised transformer: new bidirectional sinusoidal waveform frequency converter with continuously adjustable input power factor”, in Conf. Rec. IEEE PESC’80, pp. 242-252. [5] S. M. Barakati , Modeling and Controller Design of a Wind Energy Conversion System Including a Matrix Converter , thesis of Doctor of Philosophy in Electrical and Computer Engineering Waterloo, Ontario, Canada, 2008. [6] Luca Zarri. Control of Matrix Converters. Ph. D. in Electrical Engineering XIX year power electronics, machines and drives
  • 5. A.Sreenivasulu .et.al. Int. Journal of Engineering Research and Application www.ijera.com ISSN : 2248-9622, Vol. 7, Issue 4, ( Part -5) April 2017, pp.67-71 www.ijera.com DOI: 10.9790/9622-0704056771 71 | P a g e (ING-IND/32), University of Bologna. 2007. [7] H. Karaca, R. Akkaya, Control of Venturini Method Based Matrix Converter in Input Voltage Variations, Proceedings of the International MultiConference of Engineersand Computer Scientists,Hong Kong 2009 Vol II IMECS 2009, March 18 - 20, 2009. [8] Hulusi Karaca, Student Member, IEEE, Ramazan Akkaya, Hüseyin Do an. A Novel Compensation Method Based on Fuzzy Logic Control for Matrix Converter under Distorted Input Voltage Conditions.Proceedings of the 2008 International Conference onElectrical Machines, 2008. [9] A. Boukadoum, T. Bahi, S. Oudina, Y. Souf A, and S. Lekhchine, “Fuzzy controladaptive of a matrix converter for harmonic compensation caused by nonlinear loads,” Energy Procedia 18, pp 715 -723, 2012. [10] B.Hamane, M. L. Doumbia, A. Cheriti and K. Belmokhtar, Comparative Analysis of PI and Fuzzy Logic Controllers for Matrix Converter, IEEE Ninth International Conference on Ecological Vehicles and Renewable Energies (EVER), 2014. [11] Chitra Venugopal, ANFIS Based Field Oriented Control for Matrix Converter fedInduction Motor, 2010IEEE international conference on power and energy, kualalampur,Malaysia, December 2010. [12] IEEE Standard 519-1992, IEEE recommended practices and requirements for harmonic control in electrical power systems," IEEE Std 519-1992, 12 April.1993.