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K. Periyasamy / International Journal of Engineering Research and Applications (IJERA)
    ISSN: 2248-9622 www.ijera.com Vol. 2, Issue 5, September- October 2012, pp.771-777

Power Factor Correction Based On Fuzzy Logic Controller With
     Average Current-Mode For DC-DC Boost Converter

                                            K. Periyasamy*
ABSTRACT
         Power Factor Correction (PFC) provides         (SMPS’s), high power factor and low line current
well-known benefits to electric power systems.          harmonic distortion are expected to be mandatory
These benefits include power factor correction,         requirements for SMPS’s in coming years.
poor power factor penalty utility bill reductions,      Traditionally, the implementation of switching power
voltage support, release of system capacity, and        supply has been accomplished by using analog power
reduced system losses. The performance of fuzzy         factor correction (PFC). Critical to the performance
logic controller only depends on the selection of       of PFC pre-regulator is the choice of current mode
membership function and Inference of fuzzy rules,       and control methods. The three mode of control
fuzzy logic controllers have an advantage in            based on inductor current are the average current-
coping with the time varying non-linearity of           mode control [2],[7],[12]. the peak current-mode
switches. The Proportional & Integral controllers       control and the inductor current hysteretic control.
(PI) controller design requires an accurate             The main distinguishing feature of ACMC, as
mathematical model of the plant. Also it fails to       compared with peak current mode control, is that
perform satisfactorily performance under various        ACMC uses a high gain, wide bandwidth Current
parameters      such    as   voltage    variations,     Error Amplifier (CEA) to force the average of one
nonlinearity, load disturbance, etc. The paper          current within the converter, typically the inductor
presents an advanced PFC technique by using             current, to follow the demanded current reference
average current-mode control for DC-DC boost            with very small error, as a controlled current source.
converters. The PFC strategy uses PI controllers
to correct the input current shape and fuzzy                     The superior characteristics of an average
controller to control the output voltage. A model       current mode control such as a good tracking
for Power Factor Correction has been formed by          performance of an average current, no slope
using the MATLAB software. The produced                 compensation, and noise immunity have been
model has also been simulated by using fuzzy logic      discussed. In an average current mode control, the
tools. The simulation results show that the fuzzy       compensation network is presented in a current
controller for output voltage can achieve better        control loop to use the average current as a controlled
dynamic response than its PI counterpart under          quantity. Traditional frequency domain analog
lager load disturbance and plant uncertainties.         control methods are predominantly used in controller
                                                        design for PFC pre-regulator [3], such as PI
Keywords- Converter, Average current mode,              controller. However, there are a number of
Fuzzy  inference     systems,       Fuzzy      rules,   drawbacks that found in a analog controller, such as
Membership function.                                    temperature drifts and aging effect of the
                                                        components. The digital controller has many
1. INTRODUCTION                                         advantages [3],[6] over analog counterpart one,
          Worldwide, the markets of internal and        including programmability, adaptability, less
external switch mode ac/dc power supply (SMPS)          susceptibility to environmental variations, no
have been growing at a faster rate for several          temperature and aging effect, and more immunity to
applications such as communications, computers,         the input voltage distortion, etc…
instrumentation,      Industrial    controls,     and
military/aerospace area. Majority of present day                  Research on the theory and application of
SMPS employ analog control and are under going          fuzzy logic has been growing since its first
slow evolution. A conventional SMPS employs a           introduction in the mid-1960s. Among its many
diode rectifier for ac to dc conversion. This type of   applications, fuzzy logic has been shown to be a
utility interface generates harmonics and the input     powerful tool in dealing with uncertainties and
power factor (PF) and total harmonic distortion         nonlinearities in control systems. In the past decade,
(THD) are poor. Most usage converter for SMPS           fuzzy control has been used in many industrial
design is boost converter.                              applications, such as control of the PWM inverter for
          Due to the increased awareness of the many    an ac drive [7], performance control of a dc drive,
undesirable consequences of harmonic distortions in     and switch control in dc/dc converters [5],[10]. In
line currents drawn by switch-mode power supplies       response to the concerns, this article evaluates the
                                                        feasibility employing state of the art digital control of
                                                        power factor correction stage with fuzzy logic



                                                                                                771 | P a g e
K. Periyasamy / International Journal of Engineering Research and Applications (IJERA)
    ISSN: 2248-9622 www.ijera.com Vol. 2, Issue 5, September- October 2012, pp.771-777

algorithm. Result of simulation shows the current        multiply the fuzzy output voltage (input A) and
loop with PI controller proposed in paper obtains a      rectified sinusoidal voltage (input B). this
high steady performance and the fuzzy controller for     multiplication voltage is divide by fundamental
output voltage can achieve better dynamic response       harmonic voltage(input C). The output of the MDB
than its PI counterpart under lager load disturbance     is Vref. Vref is converted to Iref by adding resistor in
[11].                                                    parallel.
                                                            Current error control circuit is used to obtain I in.
2. METHODOLOGY                                           Inductor current has high harmonics. So Current
2.1 Circuit Description                                  wave shape in irregular form. average current- mode
         The power factor correction circuit [13], has   technique is used to minimize the harmonics and
been shown in Fig.1. The power circuit is a dc-dc        obtain regular current wave shape. Pulse Width
boost converter. The command circuit is the one          Modulation (PWM) gives gate signal to driver circuit
described in [9], in which the analog controller was     by comparing of reference signal and carrier signal.
replaced with a Fuzzy one. The output of the Fuzzy       Driver circuit gives the triggering pulse to the
controller is Vc. The Fig. 2 shows the command           MOSFET in the proper sequence. Driver circuit get
principles of wave shapes. In average current control    input from PWM. The MOSFET switch ON and OFF
method, an input voltage sensing required to obtain a    corresponding to triggering pulse. PI controller to
sinusoidal reference, an analog multiplier to combine    correct the input current shape and a fuzzy controller
this reference with the output information, and an       to control the output voltage. So the power factor is
error amplifier in current loop to extract the           improved near unity.
difference between the input current and the             2.2 . Single Phase Boost PFC Converter
reference to generate the control signal for
modulating the input current.                                   There are a lot of very sophisticated researches
                                                         of boost converter dynamics [1],[8],[13] The most of
          In average current control method [13], an     PFC is based on boost converter, because of its input
input voltage sensing required to obtain a sinusoidal    inductor which reduces the total harmonics distortion
reference, an analog multiplier to combine this          and avoids the transient impulse from power net, the
reference with the output information, and an error      voltage of semiconductor device below output
amplifier in current loop to extract the difference      voltage, the zero potential of Q’s source side which
between the input current and the reference to           makes it easy to drive Q and its simple structure.
generate the control signal for modulating the input     Therefore, satisfied teaching of advanced power
current. Average Current Mode Control (ACMC) as          electronics should be introduced by unity power
a general purpose, high-performance all-round            factor and high efficiency by dc-dc boost converter.
control method for AC-DC conversion, DC-DC
conversion, and DC-AC conversion (including grid-
feed     inverters).   ACMC      achieves    superior
performance. Average Current Mode Control                2.3. Simulation Model
(ACMC) is typically a two loop control method                  This section will focus on implementation of the
(inner loop, current; outer loop, voltage) for power     PFC in MATLAB. The PFC with Fuzzy controller
electronic converters. Single phase 230V, 50Hz AC        and the average current-mode control is described in
supply given to the circuit. The PFC Circuit bridge      Fig.3 In digital implementation of average current-
rectifier converts ac supply to dc supply. smoothing     mode control DSP, microprocessor or FPGA are used
capacitor or filter capacitor used to obtain smooth      to calculate the duty cycle in every switching period
rectified output wave form. The DC-DC Boost              based on the feedback current and the reference
convertor output is Vo.                                  current The switch Q is controlled by the calculated
                                                         duty cycles to achieve unity Power factor. From Fig.
Fig.1 Power factor correction circuit that uses the      3 can be distinguished the following essential blocks:
Average current-mode                                     the single-phase supply; the rectifier; the boost
Fig.2 Waveforms of the reference current and             converter; the Fuzzy controller; a block used for the
inductor current for                                     PI transfer function and the PWM & Drive block.
average current-mode
 Multiplication and Division Block (MDB)[13], is          Fig.3 Schematic of PFC using Mat Lab.
used to obtain the reference current Iref. The MDB
has three input voltage. First input is the fuzzy        2.4. Fuzzy Controller
output voltage Vc ( input A ). second one the
rectified sinusoidal waveform with the line frequency      Fig.4 shows Block diagram of typical fuzzy logic
Vs (input B) and third input is the fundamental          controller. Fuzzy controller is based on a Mamddani
harmonic of the voltage Vd ( input C). Input B is        Fuzzy system with contain two input variables that
taken from line current. This line current convert to    are defined by Eqn.1, Eqn.2 and only output variable
voltage by adding resistor in series. The MDB is         Eqn.3.



                                                                                                 772 | P a g e
K. Periyasamy / International Journal of Engineering Research and Applications (IJERA)
    ISSN: 2248-9622 www.ijera.com Vol. 2, Issue 5, September- October 2012, pp.771-777

e = Vref - Vo                                    (1)                Simulations are performed by MATLAB to
Δe = e(k) - e(k-1)                               (2)      verify the proposed PFC control algorithm. Under the
ΔU = k1 e + k2 Δe                                (3)      parameters of input voltage Vl=220V (rms), output
Where e and Δe are the input variables, k1 and k2 are     voltage Vout=400V, inductor value L=800μH,
nonlinearity coefficients. ek and ek-1 are the output     capacitor value 1700μF. Fig.12 shows sinusoidal
voltage error at kth and (k-1)th control period.          waveform of the input voltage and rectified positive
                                                          half cycle voltage wave form. Input voltage 220V is
  The fuzzy controller [13], control the output           given to the rectifier circuit. output of the rectifier
voltage(Vo). Fuzzy controller has two input that, error   circuit voltage is 218.5V. Fig.13 shows the Input
voltage(e) and change in error voltage (Δe). The error    current waveform of the boost converter. Average
voltage is obtain from difference between output          Current Mode Control (ACMC) is typically a two
feedback voltage(Vo) and reference voltage(Vref). The     loop control method (inner loop, current; outer loop,
change in voltage(Δe) is the difference between error     voltage) for power electronic converters. Average
voltage and previous error voltage. FIS Editor as         Current Mode Control is used to correct the input
shown in fig. 5.                                          current shape. Fig.14 shows Inductor current
Fig.4     Block diagram of typical fuzzy logic            waveform with some harmonics but Fig.15 shows
controller                                                output current waveform without harmonics. output
Fig.5 FIS Editor                                          of the boost converter is 300V and output voltage
          The input         error voltage(e) has seven waveform represented in Fig.16. an output voltage
membership function and changing error voltage(Δe) has wave form maintain around a specified average value
seven membership function. Fuzzy controller compare the with low ripple. PI controller output current and
two voltage membership function and produce one output fuzzy controller output voltage are represented in
voltage membership function. This is called fuzzy output Fig.17 & 18. Table.2 shows the parameter value of
voltage(Vc).                                              the converter.
          The first input variable e in the fuzzy system  Fig. 12 input voltage and rectified voltage
has seven membership functions and represented in         Fig. 13 Input current wave
Fig.6. The second input variable Δe in the fuzzy          Fig. 14 Inductor current wave
system has seven membership functions and                 Fig. 15 output current wave
represented in Fig.7. The output variable has seven       Fig. 16 output voltage wave
membership functions as shown in Fig.8. The rules         Fig. 17 PI output current
table according to which the decisions are made is        Fig. 18 fuzzy output voltage
represented in table1.                                    Table.2 Parameter values of the converter
Fig.6 Membership functions shapes for e                             In Conventional Method buck converter is
Fig.7 Membership functions shapes for Δe                  used for power factor correction. It has more losses,
Fig.8 Membership functions shapes for output              less power factor &less efficiency.        In Proposed
variable                                                  system, Boost converter is used for power factor
Table.1 The fuzzy rules                                   correction. It has several advantage, high power
          FAM table contain seven linguistic variable     factor, high efficiency, less losses. Analog controller
for error voltage and seven linguistic variable for       is used for correcting power factor. Analog controller
changing error voltage. Increasing of number of           has several disadvantages, A Number of parts
linguistic variable gives the accurate output. The 49     required in the system and their susceptibility to
fuzzy rules are made by using the two input variable      aging and environment variations, which lead to high
membership function. For example,                         cost of maintenance, Analog control once designed is
If error voltage NB and change in error voltage NB        inflexible and performance cannot be optimized for
then            output             voltage            NS  various utility distortions, there are a number of
If error voltage NB and change in error voltage NM        drawbacks that found in a analog controller,       such
then            output            voltage            NM   as temperature drifts and aging effect of the
If error voltage NB and change in error voltage NS        components.
then output voltage NB                           If error      Digital control is used for power factor
voltage NB and change in error voltage Z then             correction and it has several advantages such as
output voltage NB                                      If programmability, adaptability, less susceptibility to
error voltage NB and change in error voltage PS then      environmental variations, no temperature and aging
output voltage NB.                                        effect, and more immunity to the input voltage
Fig.9 to fig.11 show the rule editor, rule viewer and     distortion no losses, simple control strategy. Research
surface viewer of the fuzzy controller.                   on the theory and application of fuzzy logic has been
Fig.9 Rule Editor                                         growing now a day. Among its many applications,
Fig.10 Rule Viewer                                        fuzzy logic has been shown to be a powerful tool in
Fig.11 Surface Viewer                                     dealing with uncertainties and nonlinearities in
3. RESULTS & DISCUSSIONS                                  control systems. Result shows that current loop with
                                                          PI controller obtains a high steady performance and



                                                                                                 773 | P a g e
K. Periyasamy / International Journal of Engineering Research and Applications (IJERA)
             ISSN: 2248-9622 www.ijera.com Vol. 2, Issue 5, September- October 2012, pp.771-777

the fuzzy controller for output voltage can achieve
better dynamic response than its PI counterpart under
lager load disturbance. In this Proposed system
Achieve high power factor during steady-state
operation with constant load and Respond quickly to
load disturbances with minimum harmonics.
 1. FIGURES AND TABLES




                                                                                                                                                                                                                           Fig. 4 Block diagram of typical fuzzy logic
                                                                                                                                                                                                                           controller




Fig. 1 Power factor correction circuit that uses the
Average current mode




Fig. 2 Waveforms of the reference current and
                                                                                                                                                                                                                           Fig. 5 FISEditor
inductor current for average current-mode

Continuous
 powergui
                                                    i                                            i
                                                  + -                                          + -
       rectifier
                                       Lf          iL                                          i out                                                                                                      input current
                                                          L                     Diode

       D1
                                     D3

                i
              + -                                 +
                                                    v
                                                  -
              i in                                                                                                              +
                                                                                                                                  v                                                                     inductor current
                                                   v2                                                                                                       vout
                                                                                                                                -
                                                                                                       R
                                                                                                                                   v3                To Workspace
                                                                                           C

                                                                                                                                                             t
                                                              G


                                                                      D




               Vin                                                        S                                                    Clock
                                                                                                                                                  To Workspace1
                                                                  S




       D4                                                                                                                                                                                                output current
                                     D2




                                                                                                                           Modulation Index
                                                                                                                                                                 Out1
                                                                                                                               M
                                                                                                                                                             Sine Wave
                                                                                                                                                                                         signal




                                                                                                                                                                                                         output voltage
                                                                                                                                                                                         THD




                                                                                                                                                                                                  THD
                                                                              Relational                    Product 1
                          +
                          -




                     v1                                                        Operator                                                              PI 1
                          v




                                                                                                                                                                              Constant
                                                                                  >=
                                                                                                                                                      PI
                                                                                                                                                                                  50                           THD

                                                                                                           Out1
                                                                                                                                                                                                                  0.2888
                                                                                                           Carrier Pulse
                              input & rectified voltage                                                                                                                                                        Display

                                                                                                                                                                                                                           Fig. 6 Membership functions shapes for e
                                                                                                           [t vout ]
                                                                                                         From                             du/dt                                                     fuzzy output voltage
                                                                                                       Workspace                                                    Fuzzy Logic
                                                                                                                                        Derivative                   Controller

                                                                                                                                                           Gain

                                                                                                                                                              -K-




Fig. 3 Schematic of PFC using Mat Lab




                                                                                                                                                                                                                                                              774 | P a g e
K. Periyasamy / International Journal of Engineering Research and Applications (IJERA)
    ISSN: 2248-9622 www.ijera.com Vol. 2, Issue 5, September- October 2012, pp.771-777




Fig. 7 Membership functions shapes for Δe

                                                Fig. 11 Surface Viewer




Fig. 8 Membership functions shapes for output
variable




                                                Fig. 12 input voltage and rectified voltage




Fig. 9 Rule Editor                              Fig. 13 Input current wave




Fig. 10 Rule Viewer                             Fig.14 Inductor current wave



                                                                                     775 | P a g e
K. Periyasamy / International Journal of Engineering Research and Applications (IJERA)
    ISSN: 2248-9622 www.ijera.com Vol. 2, Issue 5, September- October 2012, pp.771-777




                                               Table 1. The fuzzy rules

Fig. 15 output current wave                      PARAMETER           SYMBOL        VALUE
                                                 Input voltage       Vin           220rms V
                                                 Rectified           Vrec          218.5 V
                                                 voltage
                                                 Input current       Iin           2 Amps
                                                 Inductor current    Li            2.2 Amps
                                                 Output current      Iout          1.4 Amps
                                                 Output voltage      Vout          300 V
                                                 Fuzzy    output     Vfuzzy        400 V
                                                 voltage
                                                 Resistor            R             200 Ω
                                                 Capacitor           C             1700µ F
                                                 Inductor            L             800µ H
                                                 PI    controller    Kp            0.00001
                                                 constant
Fig. 16 output voltage wave                      Diode               D             0.001 Ω
                                                 MOSFET              S             0.1 Ω
                                                 Sine wave           Ref signal    1 Amplitude
                                                 Triangular wave     Carrier       1 Amplitude
                                                                     wave
                                                 Modulation          M          1
                                                 index
                                               Table 2. Parameter values of the converter

                                               5. CONCLUSION
                                                         The single-phase boost PFC converter, using
                                               the classic control strategy for current loop, requires
                                               that a sinusoidal reference for the current is created
Fig. 17 PI output current                      by MDB. The fuzzy controllers are designed by using
                                               the output voltage error and the change of voltage
                                               error. The simulation results show that the high
                                               power factor can be achieved under wide output
                                               power conditions. Fuzzy logic control has a
                                               advantage of coping with larger parameter variation
                                               of the system and it overshoot limitation and
                                               sensitivity to parameter variation.

                                               REFERENCES
                                               Journal Papers:
                                                 [1] Amudi A.E1, Leyva.R, "Quasi-periodic
                                                       route to chaos in a pwm voltage-controlled
                                                       dc-dc boost converter," IEEE Tram Circuits
                                                       Syst. I, vo1.48, 110.8, pp.967-978, Aug.
Fig. 18 fuzzy output voltage                           2001.


                                                                                      776 | P a g e
K. Periyasamy / International Journal of Engineering Research and Applications (IJERA)
  ISSN: 2248-9622 www.ijera.com Vol. 2, Issue 5, September- October 2012, pp.771-777

[2]   Lamar        D.G,     Fernandez.A,      Arias.      [13] Yong Z, Weisheng X, Youling Y “The PFC
      M,Rodriguez.M,                     Sebastian.J,          with Average Current-Mode and Voltage
      Hernando.M.M, , “A Unity Power Factor                    Fuzzy Controller for theOutput Voltage,”
      Correction Preregulator With Fast Dynamic                Second International Symposium on
      Response       Based     on    a     Low-Cost            Intelligent    Information      Technology
      Microcontroller” Volume: 23, Issue: 2                    Application,. Computer society 978-0-7695-
       Journals & Magazines Power Electronics,                 3497-8/08 $25.00 © 2008 IEEE
      IEEE Transactions on March 2008.
[3]   Purton K. D. and Lisner R. P, “average            Authors Biography
      current mode control in power electronic
      converters – analog versus digital,” IEEE                      K.Periyasamy was born in tirunelveli,
      Trans. on Power Electron., vol. 8, no. 2, pp.                  tamilnadu, india in 1988. He received
      102-523 2006.                                                  the B.E. degree in Electrical and
[4]   Pandey A, Prof Singh B, Prof Kothari D.P,
                                                                     Electronics Engineering from SCAD
      “Comparative Evaluation of Single-phase
      Unity Power Factor ac-dc Boost Converter                       College      of         Engineering  and
      Topologies”, IE (I) Journal.EL, 2009.                          Technology,       affiliated   to   Anna
[5]   Reemmer B.R. Team 5, “DC to DC                    university, Chennai, India, in the year 2010.
      Conversion for Boost Converter Design,”           Presently he is a M.E (Control and Instrumentation
      March 30, 2007.                                   Engineering) student in National College of
[6]   Peng H, and Maksimovie D, “Digital                Engineering , affiliated to Anna university, Chennai,
      Current-Mode Controller for DC-DC
                                                        India. his area of interests include power converters,
      Converters” Colorado, Power Electronics
      Center, ECE Department, Univeristy of             AI Techniques to Solid State Drives, Optimization
      Colorado at Boulder, USA, 0-7803-897S-            Techniques.
      1/05/$20.000 2 005 IEEE.
[7]   Tang W, Lee F.C, and Ridley R.B, “Small
      signal modelling of average current-mode
      control,” IEEE Trans. on Power Electron.,
      vol. 8, no. 2, pp. 112-1 19, 2003.
[8]   Toribio E, El Aroudi A, Olivar G, Benadero
      L, '"Numerical and experimental study of
      the region of periodone operation of a pwm
      boost converter," IEEE Truns. Power
      Electron., vol. 15,no.6, pp.1163-1171,Nov.
      2000.
Theses:
[9]   Philip C Todd. UC3854 Controlled. Power
      Factor Correction Circuit Design[J].
      Unitrode IC Product & Applications
      Handbook 2005-2006,1995, pp. 303-322.
[10] Kim S and Dr. Enjeti P, “Digital Control of
      Switching Power Supply - Power Factor
      Correction Stage” Power Electronics and
      Power Quality Laboratory, Department of
      Electrical Engineering, Texas A&M
      University College Station, TX – 77843-
      3128, 2006.
Proceedings Papers:
[11] QIN Y,DU S.S,“Fuzzy logic and digital PI
      control of single phase power factor pre-
      regulator for an on-line UPS --------- A
      comparative study”. IEEE International
      Conference on Industrial Technology, 1996.
[12] Ridley R.B, “A new small-signal model for
      current-mode control,” Ph.D. Dissertation,
      Virginia Polytechnic Institute and State
      University, Nov. 27, 2007.




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Ea25771777

  • 1. K. Periyasamy / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 2, Issue 5, September- October 2012, pp.771-777 Power Factor Correction Based On Fuzzy Logic Controller With Average Current-Mode For DC-DC Boost Converter K. Periyasamy* ABSTRACT Power Factor Correction (PFC) provides (SMPS’s), high power factor and low line current well-known benefits to electric power systems. harmonic distortion are expected to be mandatory These benefits include power factor correction, requirements for SMPS’s in coming years. poor power factor penalty utility bill reductions, Traditionally, the implementation of switching power voltage support, release of system capacity, and supply has been accomplished by using analog power reduced system losses. The performance of fuzzy factor correction (PFC). Critical to the performance logic controller only depends on the selection of of PFC pre-regulator is the choice of current mode membership function and Inference of fuzzy rules, and control methods. The three mode of control fuzzy logic controllers have an advantage in based on inductor current are the average current- coping with the time varying non-linearity of mode control [2],[7],[12]. the peak current-mode switches. The Proportional & Integral controllers control and the inductor current hysteretic control. (PI) controller design requires an accurate The main distinguishing feature of ACMC, as mathematical model of the plant. Also it fails to compared with peak current mode control, is that perform satisfactorily performance under various ACMC uses a high gain, wide bandwidth Current parameters such as voltage variations, Error Amplifier (CEA) to force the average of one nonlinearity, load disturbance, etc. The paper current within the converter, typically the inductor presents an advanced PFC technique by using current, to follow the demanded current reference average current-mode control for DC-DC boost with very small error, as a controlled current source. converters. The PFC strategy uses PI controllers to correct the input current shape and fuzzy The superior characteristics of an average controller to control the output voltage. A model current mode control such as a good tracking for Power Factor Correction has been formed by performance of an average current, no slope using the MATLAB software. The produced compensation, and noise immunity have been model has also been simulated by using fuzzy logic discussed. In an average current mode control, the tools. The simulation results show that the fuzzy compensation network is presented in a current controller for output voltage can achieve better control loop to use the average current as a controlled dynamic response than its PI counterpart under quantity. Traditional frequency domain analog lager load disturbance and plant uncertainties. control methods are predominantly used in controller design for PFC pre-regulator [3], such as PI Keywords- Converter, Average current mode, controller. However, there are a number of Fuzzy inference systems, Fuzzy rules, drawbacks that found in a analog controller, such as Membership function. temperature drifts and aging effect of the components. The digital controller has many 1. INTRODUCTION advantages [3],[6] over analog counterpart one, Worldwide, the markets of internal and including programmability, adaptability, less external switch mode ac/dc power supply (SMPS) susceptibility to environmental variations, no have been growing at a faster rate for several temperature and aging effect, and more immunity to applications such as communications, computers, the input voltage distortion, etc… instrumentation, Industrial controls, and military/aerospace area. Majority of present day Research on the theory and application of SMPS employ analog control and are under going fuzzy logic has been growing since its first slow evolution. A conventional SMPS employs a introduction in the mid-1960s. Among its many diode rectifier for ac to dc conversion. This type of applications, fuzzy logic has been shown to be a utility interface generates harmonics and the input powerful tool in dealing with uncertainties and power factor (PF) and total harmonic distortion nonlinearities in control systems. In the past decade, (THD) are poor. Most usage converter for SMPS fuzzy control has been used in many industrial design is boost converter. applications, such as control of the PWM inverter for Due to the increased awareness of the many an ac drive [7], performance control of a dc drive, undesirable consequences of harmonic distortions in and switch control in dc/dc converters [5],[10]. In line currents drawn by switch-mode power supplies response to the concerns, this article evaluates the feasibility employing state of the art digital control of power factor correction stage with fuzzy logic 771 | P a g e
  • 2. K. Periyasamy / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 2, Issue 5, September- October 2012, pp.771-777 algorithm. Result of simulation shows the current multiply the fuzzy output voltage (input A) and loop with PI controller proposed in paper obtains a rectified sinusoidal voltage (input B). this high steady performance and the fuzzy controller for multiplication voltage is divide by fundamental output voltage can achieve better dynamic response harmonic voltage(input C). The output of the MDB than its PI counterpart under lager load disturbance is Vref. Vref is converted to Iref by adding resistor in [11]. parallel. Current error control circuit is used to obtain I in. 2. METHODOLOGY Inductor current has high harmonics. So Current 2.1 Circuit Description wave shape in irregular form. average current- mode The power factor correction circuit [13], has technique is used to minimize the harmonics and been shown in Fig.1. The power circuit is a dc-dc obtain regular current wave shape. Pulse Width boost converter. The command circuit is the one Modulation (PWM) gives gate signal to driver circuit described in [9], in which the analog controller was by comparing of reference signal and carrier signal. replaced with a Fuzzy one. The output of the Fuzzy Driver circuit gives the triggering pulse to the controller is Vc. The Fig. 2 shows the command MOSFET in the proper sequence. Driver circuit get principles of wave shapes. In average current control input from PWM. The MOSFET switch ON and OFF method, an input voltage sensing required to obtain a corresponding to triggering pulse. PI controller to sinusoidal reference, an analog multiplier to combine correct the input current shape and a fuzzy controller this reference with the output information, and an to control the output voltage. So the power factor is error amplifier in current loop to extract the improved near unity. difference between the input current and the 2.2 . Single Phase Boost PFC Converter reference to generate the control signal for modulating the input current. There are a lot of very sophisticated researches of boost converter dynamics [1],[8],[13] The most of In average current control method [13], an PFC is based on boost converter, because of its input input voltage sensing required to obtain a sinusoidal inductor which reduces the total harmonics distortion reference, an analog multiplier to combine this and avoids the transient impulse from power net, the reference with the output information, and an error voltage of semiconductor device below output amplifier in current loop to extract the difference voltage, the zero potential of Q’s source side which between the input current and the reference to makes it easy to drive Q and its simple structure. generate the control signal for modulating the input Therefore, satisfied teaching of advanced power current. Average Current Mode Control (ACMC) as electronics should be introduced by unity power a general purpose, high-performance all-round factor and high efficiency by dc-dc boost converter. control method for AC-DC conversion, DC-DC conversion, and DC-AC conversion (including grid- feed inverters). ACMC achieves superior performance. Average Current Mode Control 2.3. Simulation Model (ACMC) is typically a two loop control method This section will focus on implementation of the (inner loop, current; outer loop, voltage) for power PFC in MATLAB. The PFC with Fuzzy controller electronic converters. Single phase 230V, 50Hz AC and the average current-mode control is described in supply given to the circuit. The PFC Circuit bridge Fig.3 In digital implementation of average current- rectifier converts ac supply to dc supply. smoothing mode control DSP, microprocessor or FPGA are used capacitor or filter capacitor used to obtain smooth to calculate the duty cycle in every switching period rectified output wave form. The DC-DC Boost based on the feedback current and the reference convertor output is Vo. current The switch Q is controlled by the calculated duty cycles to achieve unity Power factor. From Fig. Fig.1 Power factor correction circuit that uses the 3 can be distinguished the following essential blocks: Average current-mode the single-phase supply; the rectifier; the boost Fig.2 Waveforms of the reference current and converter; the Fuzzy controller; a block used for the inductor current for PI transfer function and the PWM & Drive block. average current-mode Multiplication and Division Block (MDB)[13], is Fig.3 Schematic of PFC using Mat Lab. used to obtain the reference current Iref. The MDB has three input voltage. First input is the fuzzy 2.4. Fuzzy Controller output voltage Vc ( input A ). second one the rectified sinusoidal waveform with the line frequency Fig.4 shows Block diagram of typical fuzzy logic Vs (input B) and third input is the fundamental controller. Fuzzy controller is based on a Mamddani harmonic of the voltage Vd ( input C). Input B is Fuzzy system with contain two input variables that taken from line current. This line current convert to are defined by Eqn.1, Eqn.2 and only output variable voltage by adding resistor in series. The MDB is Eqn.3. 772 | P a g e
  • 3. K. Periyasamy / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 2, Issue 5, September- October 2012, pp.771-777 e = Vref - Vo (1) Simulations are performed by MATLAB to Δe = e(k) - e(k-1) (2) verify the proposed PFC control algorithm. Under the ΔU = k1 e + k2 Δe (3) parameters of input voltage Vl=220V (rms), output Where e and Δe are the input variables, k1 and k2 are voltage Vout=400V, inductor value L=800μH, nonlinearity coefficients. ek and ek-1 are the output capacitor value 1700μF. Fig.12 shows sinusoidal voltage error at kth and (k-1)th control period. waveform of the input voltage and rectified positive half cycle voltage wave form. Input voltage 220V is The fuzzy controller [13], control the output given to the rectifier circuit. output of the rectifier voltage(Vo). Fuzzy controller has two input that, error circuit voltage is 218.5V. Fig.13 shows the Input voltage(e) and change in error voltage (Δe). The error current waveform of the boost converter. Average voltage is obtain from difference between output Current Mode Control (ACMC) is typically a two feedback voltage(Vo) and reference voltage(Vref). The loop control method (inner loop, current; outer loop, change in voltage(Δe) is the difference between error voltage) for power electronic converters. Average voltage and previous error voltage. FIS Editor as Current Mode Control is used to correct the input shown in fig. 5. current shape. Fig.14 shows Inductor current Fig.4 Block diagram of typical fuzzy logic waveform with some harmonics but Fig.15 shows controller output current waveform without harmonics. output Fig.5 FIS Editor of the boost converter is 300V and output voltage The input error voltage(e) has seven waveform represented in Fig.16. an output voltage membership function and changing error voltage(Δe) has wave form maintain around a specified average value seven membership function. Fuzzy controller compare the with low ripple. PI controller output current and two voltage membership function and produce one output fuzzy controller output voltage are represented in voltage membership function. This is called fuzzy output Fig.17 & 18. Table.2 shows the parameter value of voltage(Vc). the converter. The first input variable e in the fuzzy system Fig. 12 input voltage and rectified voltage has seven membership functions and represented in Fig. 13 Input current wave Fig.6. The second input variable Δe in the fuzzy Fig. 14 Inductor current wave system has seven membership functions and Fig. 15 output current wave represented in Fig.7. The output variable has seven Fig. 16 output voltage wave membership functions as shown in Fig.8. The rules Fig. 17 PI output current table according to which the decisions are made is Fig. 18 fuzzy output voltage represented in table1. Table.2 Parameter values of the converter Fig.6 Membership functions shapes for e In Conventional Method buck converter is Fig.7 Membership functions shapes for Δe used for power factor correction. It has more losses, Fig.8 Membership functions shapes for output less power factor &less efficiency. In Proposed variable system, Boost converter is used for power factor Table.1 The fuzzy rules correction. It has several advantage, high power FAM table contain seven linguistic variable factor, high efficiency, less losses. Analog controller for error voltage and seven linguistic variable for is used for correcting power factor. Analog controller changing error voltage. Increasing of number of has several disadvantages, A Number of parts linguistic variable gives the accurate output. The 49 required in the system and their susceptibility to fuzzy rules are made by using the two input variable aging and environment variations, which lead to high membership function. For example, cost of maintenance, Analog control once designed is If error voltage NB and change in error voltage NB inflexible and performance cannot be optimized for then output voltage NS various utility distortions, there are a number of If error voltage NB and change in error voltage NM drawbacks that found in a analog controller, such then output voltage NM as temperature drifts and aging effect of the If error voltage NB and change in error voltage NS components. then output voltage NB If error Digital control is used for power factor voltage NB and change in error voltage Z then correction and it has several advantages such as output voltage NB If programmability, adaptability, less susceptibility to error voltage NB and change in error voltage PS then environmental variations, no temperature and aging output voltage NB. effect, and more immunity to the input voltage Fig.9 to fig.11 show the rule editor, rule viewer and distortion no losses, simple control strategy. Research surface viewer of the fuzzy controller. on the theory and application of fuzzy logic has been Fig.9 Rule Editor growing now a day. Among its many applications, Fig.10 Rule Viewer fuzzy logic has been shown to be a powerful tool in Fig.11 Surface Viewer dealing with uncertainties and nonlinearities in 3. RESULTS & DISCUSSIONS control systems. Result shows that current loop with PI controller obtains a high steady performance and 773 | P a g e
  • 4. K. Periyasamy / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 2, Issue 5, September- October 2012, pp.771-777 the fuzzy controller for output voltage can achieve better dynamic response than its PI counterpart under lager load disturbance. In this Proposed system Achieve high power factor during steady-state operation with constant load and Respond quickly to load disturbances with minimum harmonics. 1. FIGURES AND TABLES Fig. 4 Block diagram of typical fuzzy logic controller Fig. 1 Power factor correction circuit that uses the Average current mode Fig. 2 Waveforms of the reference current and Fig. 5 FISEditor inductor current for average current-mode Continuous powergui i i + - + - rectifier Lf iL i out input current L Diode D1 D3 i + - + v - i in + v inductor current v2 vout - R v3 To Workspace C t G D Vin S Clock To Workspace1 S D4 output current D2 Modulation Index Out1 M Sine Wave signal output voltage THD THD Relational Product 1 + - v1 Operator PI 1 v Constant >= PI 50 THD Out1 0.2888 Carrier Pulse input & rectified voltage Display Fig. 6 Membership functions shapes for e [t vout ] From du/dt fuzzy output voltage Workspace Fuzzy Logic Derivative Controller Gain -K- Fig. 3 Schematic of PFC using Mat Lab 774 | P a g e
  • 5. K. Periyasamy / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 2, Issue 5, September- October 2012, pp.771-777 Fig. 7 Membership functions shapes for Δe Fig. 11 Surface Viewer Fig. 8 Membership functions shapes for output variable Fig. 12 input voltage and rectified voltage Fig. 9 Rule Editor Fig. 13 Input current wave Fig. 10 Rule Viewer Fig.14 Inductor current wave 775 | P a g e
  • 6. K. Periyasamy / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 2, Issue 5, September- October 2012, pp.771-777 Table 1. The fuzzy rules Fig. 15 output current wave PARAMETER SYMBOL VALUE Input voltage Vin 220rms V Rectified Vrec 218.5 V voltage Input current Iin 2 Amps Inductor current Li 2.2 Amps Output current Iout 1.4 Amps Output voltage Vout 300 V Fuzzy output Vfuzzy 400 V voltage Resistor R 200 Ω Capacitor C 1700µ F Inductor L 800µ H PI controller Kp 0.00001 constant Fig. 16 output voltage wave Diode D 0.001 Ω MOSFET S 0.1 Ω Sine wave Ref signal 1 Amplitude Triangular wave Carrier 1 Amplitude wave Modulation M 1 index Table 2. Parameter values of the converter 5. CONCLUSION The single-phase boost PFC converter, using the classic control strategy for current loop, requires that a sinusoidal reference for the current is created Fig. 17 PI output current by MDB. The fuzzy controllers are designed by using the output voltage error and the change of voltage error. The simulation results show that the high power factor can be achieved under wide output power conditions. Fuzzy logic control has a advantage of coping with larger parameter variation of the system and it overshoot limitation and sensitivity to parameter variation. REFERENCES Journal Papers: [1] Amudi A.E1, Leyva.R, "Quasi-periodic route to chaos in a pwm voltage-controlled dc-dc boost converter," IEEE Tram Circuits Syst. I, vo1.48, 110.8, pp.967-978, Aug. Fig. 18 fuzzy output voltage 2001. 776 | P a g e
  • 7. K. Periyasamy / International Journal of Engineering Research and Applications (IJERA) ISSN: 2248-9622 www.ijera.com Vol. 2, Issue 5, September- October 2012, pp.771-777 [2] Lamar D.G, Fernandez.A, Arias. [13] Yong Z, Weisheng X, Youling Y “The PFC M,Rodriguez.M, Sebastian.J, with Average Current-Mode and Voltage Hernando.M.M, , “A Unity Power Factor Fuzzy Controller for theOutput Voltage,” Correction Preregulator With Fast Dynamic Second International Symposium on Response Based on a Low-Cost Intelligent Information Technology Microcontroller” Volume: 23, Issue: 2 Application,. Computer society 978-0-7695- Journals & Magazines Power Electronics, 3497-8/08 $25.00 © 2008 IEEE IEEE Transactions on March 2008. [3] Purton K. D. and Lisner R. P, “average Authors Biography current mode control in power electronic converters – analog versus digital,” IEEE K.Periyasamy was born in tirunelveli, Trans. on Power Electron., vol. 8, no. 2, pp. tamilnadu, india in 1988. He received 102-523 2006. the B.E. degree in Electrical and [4] Pandey A, Prof Singh B, Prof Kothari D.P, Electronics Engineering from SCAD “Comparative Evaluation of Single-phase Unity Power Factor ac-dc Boost Converter College of Engineering and Topologies”, IE (I) Journal.EL, 2009. Technology, affiliated to Anna [5] Reemmer B.R. Team 5, “DC to DC university, Chennai, India, in the year 2010. Conversion for Boost Converter Design,” Presently he is a M.E (Control and Instrumentation March 30, 2007. Engineering) student in National College of [6] Peng H, and Maksimovie D, “Digital Engineering , affiliated to Anna university, Chennai, Current-Mode Controller for DC-DC India. his area of interests include power converters, Converters” Colorado, Power Electronics Center, ECE Department, Univeristy of AI Techniques to Solid State Drives, Optimization Colorado at Boulder, USA, 0-7803-897S- Techniques. 1/05/$20.000 2 005 IEEE. [7] Tang W, Lee F.C, and Ridley R.B, “Small signal modelling of average current-mode control,” IEEE Trans. on Power Electron., vol. 8, no. 2, pp. 112-1 19, 2003. [8] Toribio E, El Aroudi A, Olivar G, Benadero L, '"Numerical and experimental study of the region of periodone operation of a pwm boost converter," IEEE Truns. Power Electron., vol. 15,no.6, pp.1163-1171,Nov. 2000. Theses: [9] Philip C Todd. UC3854 Controlled. Power Factor Correction Circuit Design[J]. Unitrode IC Product & Applications Handbook 2005-2006,1995, pp. 303-322. [10] Kim S and Dr. Enjeti P, “Digital Control of Switching Power Supply - Power Factor Correction Stage” Power Electronics and Power Quality Laboratory, Department of Electrical Engineering, Texas A&M University College Station, TX – 77843- 3128, 2006. Proceedings Papers: [11] QIN Y,DU S.S,“Fuzzy logic and digital PI control of single phase power factor pre- regulator for an on-line UPS --------- A comparative study”. IEEE International Conference on Industrial Technology, 1996. [12] Ridley R.B, “A new small-signal model for current-mode control,” Ph.D. Dissertation, Virginia Polytechnic Institute and State University, Nov. 27, 2007. 777 | P a g e