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ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 02, June 2011



        PI with Fuzzy Logic Controller based APLC for
          compensating harmonic and reactive power
                                       Karuppanan P and Kamala Kanta Mahapatra
                                    National Institute of Technology-Rourkela, India-769008
                                    Email: karuppanan1982@gmail.com, kmaha2@refiffmail.com

Abstract— This article explores design and analysis of                   APFs are superior to passive filters in terms of filtering
proportional integrator (PI) along with Fuzzy Logic controller           characteristics and improve the system stability by removing
(FLC) based Shunt active power line conditioners (APLC) for              resonance related problems [4]. In particular, recent remarkable
compensating reactive power and harmonic currents drawn                  progress in the capacity and switching speed of power
by the load. The aim is to study different control strategies for        semiconductor devices such as insulated-gate bipolar
real time compensating current harmonics at different power
                                                                         transistors (IGBTs) has spurred interest in active filters for
conditions. The compensation process is based on calculation
of unit sine vector and reduces the dc capacitor ripple voltage
                                                                         power conditioning [5-6]. This research paper describes of a
of the PWM-VSI by using PI with fuzzy logic controller. The              novel controller that uses PI along with Fuzzy logic controller
switching is done according to gating signals obtained from              for APLC. This computed sensing source voltage is activated
hysteresis band current controller and capacitor voltage is              unit sine vector calculation to generate reference currents.
continuously maintained constant. The shunt APLC is                      The PWM-VSI inverter ripple voltage (dc side capacitor) is
investigated through Matlab/Simulink simulation under                    reduced using Proportional Integrated controller as well as
different steady state and transient conditions using PI, FLC            Fuzzy logic controller. A hysteresis current controller
and PI with FLC. The results demonstrate that combination                generates switching signals for the APLC to follow the
of PI with FLC is a better solution that reduces the settling
                                                                         reference currents and actual sensing current within specified
time of the DC capacitor, suppresses harmonics and reactive
power in the load current(s).
                                                                         band-limits. The shunt APLC is investigated under different
                                                                         steady state and transient conditions and found to be
Index Terms— Shunt Active Power Line Conditioners (APLC),                effective for power factor correction and reduces ripple
PI controller, Fuzzy Logic Controller (FLC), Harmonics,                  voltage with the proposed PI with Fuzzy logic controller.
Hysteresis Current Controller (HCC)
                                                                                                  II.DESIGN OF SHUNT APLC
                        I. INTRODUCTION
                                                                                 The basic compensation principle of shunt APLC or
      The ac power supply feeds different kind of linear and             active filter is controlled to draw/supply compensating current
non-linear loads. The non-linear type of loads produces                  from/to the utility. So that it cancels a current harmonic on
harmonics [1]. The reactive power and harmonics cause poor               the AC side and makes the source current in phase with the
power factor and distort the supply voltage at the common                source voltage. A shunt active filter is connected to the supply
coupling point. This distortion is mainly induced by the line            through filter inductances and operates as a closed loop
impedance or the distribution transformer leakage                        controlled current source shown in fig 1. The output voltage
inductance. Passive L-C filters were used to compensate the              of the inverter is controlled with respect to the voltage at the
lagging power factor of the reactive load, but due to the                point of common coupling (PCC). The design of APLC
drawbacks as resonance, size, weight, etc., the alternative              containing the following parameters;
solution came up, an APLC that provides an effective solution
                                                                         A. Source current:
for harmonic elimination and reactive power compensation
[2]. The controller is the heart of the active power filter and a            The instantaneous current supplied by the source, before
lot of research is being conducted in recent years.                      compensation and it can be written as
Conventional PI voltage and current controllers have been
used to control the harmonic current and dc voltage of the               is (t )  iL (t )  ic (t )                          (1)
shunt APLC. Recently, fuzzy logic controllers (FLC) are used             Source voltage is given by
in power electronic system and drive applications [3]. This               vs (t )  Vm sin t                                 (2)
paper combines these two techniques for efficient line
                                                                         If a nonlinear load is applied, then the load current will have
conditioners. APLCs are inverter circuits, comprising active
                                                                         a fundamental component and harmonic components, which
devices such as semiconductor switches can be controlled
                                                                         can be represented as
as harmonic current or voltage generators. Different
topologies and control techniques have been proposed for                              
their implementation.                                                    i L (t )    I
                                                                                      n 1
                                                                                             n sin(nt    n )                (3)




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© 2011 ACEEE
DOI: 01.IJCSI.02.02.109
ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 02, June 2011




                                Fig 1 PI with Fuzzy Logic Controller based shunt Active Power Line Conditioners system

The instantaneous load power can be written as                                 B. Design of DC side capacitor:
                                                                                      The DC side capacitor is maintain a DC voltage with
pL (t )  is (t ) * vs (t )
                                                                               small ripple in steady state and energy storage element to
        Vm sin 2 t * cos 1  Vm I1 sin t * cos t * sin 1                 supply real power difference between load and source during
                                                                               the transient period. The real/reactive power injection may
                                                      
             Vm sin t * 
                                  I n sin(nt   n ) 
                                                        
                                                                               result in the ripple voltage of DC capacitor. The selection of
                                                                               CDC can be governed by reducing the voltage ripple. The
                              n2                      
        p f (t )  pr (t )  ph (t )                             ( 4)         specification of peak to peak voltage ripple and the rated
                                                                               filter current define the capacitor [2]
                                                                                                       I c1, rated
From the equation the load current should contain real or                                 C DC                                      (10)
fundamental power, reactive power and harmonic power. The                                           3Vdr , p  p (max)
real power drawn by the load is                                                C. Design of filter LC and reference voltage:
                        2
p f (t )  Vm I1 sin t * cos 1  vs (t ) * is (t )              (5)              The design of the filter inductance (LC) and reference
                                                                               voltage (VDC,ref) components is based on the following
From this equation the source current supplied by the source,
                                                                               assumption; (1) The AC source voltage is sinusoidal (2) To
after compensation is
                                                                               design LC the AC side line current distortion is assumed to be
             p f (t )                                                          5%. (3) Fixed capability of reactive power compensation of
is ( t )                I1 cos 1 sin  t  I sm sin  t        (6)          the active filter. (4) The PWM converter is assumed to operate
             v s (t )
                                                                               in the linear modulation index (i.e. 0  ma  1) .
where,
             I sm  I1 cos1                                      (7)                          III. PROPOSED CONTROL SCHEME
The total peak current supplied by the source is
                                                                                  The proposed control system consists of reference
I sp  I sm  I sl                                                (8 )         current control strategy and PWM control method of
If the active filter provides the total reactive and harmonic                  hysteresis current modulator.
power, then is(t) will be in phase with the utility voltage and
                                                                               A. Reference current control strategy:
purely sinusoidal. At this time, the active filter must provide
the following compensation current as                                             The peak value of the reference current I sp can be
             ic (t )  iL (t )  is (t )                            (9)        estimated by controlling the DC side capacitor voltage. The
                                                                               DC side capacitor voltage effectively controlled by

                                                                          30
© 2011 ACEEE
DOI: 01.IJCSI.02.02.109
ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 02, June 2011


the combination of PI with FLC. The desired reference source               where, K P is the proportional constant [=0.3] that determines
currents, after compensation, can be given
                                                                           the dynamic response of the DC-bus voltage control and
         isa *  I sp sin t                                 (11)           K I is the integration constant [=15] that determines it’s s
                                   0
         isb *  I sp sin(t  120 )                         (12)          settling time. The PI controller output having certain ripple
                                                                           voltage, so as well as need another process to reduce the
        isc *  I sp sin(t  120 0 )                        (13)          ripple; the FLC controller connected together with PI
                                                                           controller for rectify the ripple voltage problems.
I sp  I sm  I sl the amplitude of the desired source current
and the phase angle is can be obtained from the source
voltages. The capacitor voltage is compared with reference
value and the error is processed in the PI with fuzzy controller
shown in fig 2. The output of the fuzzy controller has been
considered as the amplitude of the desired source current.
The reference currents are estimated by multiplying this peak
value with the unit sine vectors in phase with the source
voltages.
Unit sine vector:                                                                        Fig 3 fuzzy logic Control block diagram
   The source voltages are converted to the unit current(s)                   Fuzzy logic controller block diagram shown in fig 3, is
while corresponding phase angles are maintained. The unit                  derived the transition between membership and non
current is defined as                                                      membership can be gradual. The PI controller output error is
ia  sin t , ib  sin(t  1200 ) and ic  sin(t  1200 )                used as inputs for fuzzy processing. The output of the fuzzy
The amplitude of the sine current is unit or 1 volt and                    controller after a limit is considered as the magnitude of peak
frequency is in phase with the source voltages. This unit                  reference current I sp .
current multiplies with peak value of fuzzy logic output for               Fuzzification:
generate the reference current.                                            In a control system, error between reference and output can
PI with Fuzzy controller:                                                  be labeled as zero (ZE), positive small (PS), negative small
                                                                           (NS), positive medium (PM), negative medium (NM), positive
                                                                           big (PB), negative big (NB). The process of converting a
                                                                           numerical variable (real number) convert to a linguistic
                                                                           variable is called fuzzification.
                                                                           Rule Elevator:
                                                                           The basic fuzzy set operations needed for evaluation of fuzzy
                                                                           rules are AND() , OR  and NOT ()
                                                                           AND -Intersection:           A B  min[ A ( X ),  B ( x)]
                                                                           OR -Union:                  A B  max[ A ( X ),  B ( x)]
                                                                           NOT -Complement:  A  1   A ( x )
                                                                           Defuzzification:
                                                                           The rules of FLC generate required output in a linguistic
                                                                           variable (Fuzzy Number), according to real world requirements,
                                                                           linguistic variables have to be transformed to crisp output
        Fig 2 PI with fuzzy logic Controlerl block diagram                 (Real number).
     Figure 3 shows the block diagram of the proposed PI with
fuzzy logic control scheme of an APLC. The DC side capacitor               Database:
voltage is sensed and filtered using Butterworth low pass                  The Database stores the definition of the membership
filter (LPF) at 50 HZ. This LPF output voltage compared with               function required by fuzzifier and defuzzifier

a reference value. The error e  Vdc,ref  Vdc at the                      Rule Base:
                                                                           The Rule base stores the linguistic control rules required by
nthsampling instant is used as input for PI controller. PI                 rule evaluator, the rules used in this paper in table 1.
controller used to control the PWM-VSI of dc side capacitor
voltage. Its transfer function can be represented as
             H (s)  K P  K I / s                             (14)

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© 2011 ACEEE
DOI: 01.IJCSI.02.02.109
ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 02, June 2011

                      TABLE 1 RULE   BASE TABLE




B) Hysteresis Band Current Control:
    Hysteresis current control is the easiest control method
to implement [5]. A hysteresis current controller is implemented
with a closed loop control system. An error signal, e(t), is
used to control the switches in an inverter. This error is the
difference between the desired current, iref(t), and the current
being injected by the inverter, iactual(t). When the error reaches
an upper limit, the transistors are switched to force the current
down. When the error reaches a lower limit the current is
forced to increase. The range of the error signal, emax – emin,
directly controls the amount of ripple in the output current
                                                                            Fig.4 PI with Fuzzy logic controller based simulation results for
from the PWM-voltage source inverter.
                                                                          three-phase active-power-filter under the steady state condition (a)
                                                                           Source current after APF, (b) Load currents, (c)Reference currents
             IV. SIMULATION RESULT AND ANALYSIS                             by the Fuzzy logic algorithm, (d) Compensation current by APF
                                                                               and (e) source voltage per current for unity power factor
    The SIMULINK toolbox in the MATLAB software in
                                                                             First for simulation time T=0 to T=0.4s with load of rectifier
order to model and test the system under steady state and
                                                                          with R L load of 20 ohms and 200 mH respectively and after
transient conditions using PI, fuzzy logic and combination of
                                                                          the R L load of 10 ohms and 100 mH change for transient
PI with fuzzy logic controllers. The system parameters values
                                                                          condition. The transient simulation waveforms are verified
are; source voltage (Vs) is 230 Vrms, System frequency (f) is
                                                                          similar to steady state waveforms shown in fig 5.
50 Hz, Source impedance of RS, LS is 1 Ω; 0.2 mH respectively,
Filter impedance of Rc, Lc is 1 Ω; 2.5 mH, Load impedance of
RL, LL of diode rectifier RL load in Steady state: 20 Ω; 200 mH
and Transient: 10 Ω; 100 mH respectively, DC link capacitance
(CDC) is 1600µF, Reference Voltage (VDC) is 400V and Power
devices build by IGBT/Diode.
PI with Fuzzy controller
    PI with Fuzzy logic controller based APLC system
comprises of a three-phase source, a nonlinear load (six pulse
diode rectifier RL load) and a PWM voltage source inverter
with a dc capacitor. The simulation time T=0 to T=0.4s with
                                                                           Fig.5 PI with Fuzzy logic controller based simulation results for
load of diode rectifier R L load parameter values of 20 ohms              three-phase active-power-filter under the transient condition (a)
and 200 mH respectively. The source current after                         Source current after APF, (b) Load currents and (c) Compensation
compensation is presented in fig. 4 (a) that indicates the                                         current by APF
current becomes sinusoidal. The load current is shown in                      The DC side capacitor voltage effectively controlled by
(b). The actual reference currents for phase (a) are shown in             the PI or FLC and/or combination of PI with FLC shown in fig
fig. 4(c). This wave is obtained from our proposed controller.            6.
The APLC supplies the compensating current that is shown
in Fig. 4(d). The current after compensation is as shown in (a)
which would have taken a shape as shown in (b) without
APLC. It is clearly visible that this waveform is sinusoidal
with some high frequency ripples. We have additionally
achieved power factor correction as shown in Fig. 4(e), phase
(a) voltage and current are in phase.


                                                                           Fig.6 simulation results for three-phase active-power-filter under
                                                                          the steady state condition of DC side capacitor voltage controlled
                                                                          by (a) PI controller (b) FLC controller (c) PI with FLC controller
                                                                     32
© 2011 ACEEE
DOI: 01.IJCSI.02.02.109
ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 02, June 2011


The summarized PWM- voltage source inverter of DC side                                      The total harmonic distortion (THD) measured of a
capacitance voltage (Vdc) settling time measurement in                                   periodic distorted signal. The analysis of the shunt APLC
transient and steady state conditions using different                                    brings the THD of the source current is less than 5% into
controller as shown in table 2                                                           compliance with IEEE-519 standards, shown in table 4.
 TABLE 2 VDC   SETTLING TIME USING   PI, FLC   AND   PI   WITH   FLC   CONTROLLER        TABLE 4 THD   MEASUREMENT USING   PI, FLC   AND   PI   WITH   FLC   CONTROLLER




     The active power and reactive power are calculated by
averaging the voltage-current product with a running average
window over one cycle of the fundamental frequency, shown
in fig 7
                                                                                                                 V. CONCLUSIONS
                                                                                             Proportional-Integral with fuzzy logic controller based
                                                                                         Shunt APLC performs quite well and it reduces harmonics
                                                                                         and reactive power components. Simulation results
                                                                                         demonstrate that source current after compensation is
                                                                                         sinusoidal and in phase with source voltage. The
                                                                                         compensation process is designed based on calculation of
                                                                                         unit sine vector and it also reduces the ripple voltage of the
                                                                                         dc capacitor of the PWM-voltage source inverter. The PI,
                                                                                         FLC and PI with FLC-controllers are investigated under both
 Fig.7 simulation results for three-phase active-power-filter under
 the steady state condition of real and reactive power analysis for
                                                                                         steady state and transient conditions and it is observed that
    power quality improvements by different controller (a) PI                            PI with FLC-controllers provides superior performance in
      controller (b) FLC controller (c) PI with FLC controller                           terms of compensation and settling time compared to other
    The PI with fuzzy logic controller based APLC system                                 methods. The APLC is in compliance with the IEEE-519
effectively suppress the reactive power and improve the                                  standards harmonics.
power factor. The summarized Real (P) and Reactive (Q) power
calculation under steady state and transient condition given                                                   ACKNOWLEDGMENT
in table 3.                                                                                  The authors would like to acknowledge to Ministry of
  TABLE 3 ACTIVE AND REACTIVE POWER MEASUREMENT            USING   PI, FLC   AND         Communication and Information Technology (MCIT), Govt.
                      PI WITH FLC CONTROLLER                                             of India for the financial support.

                                                                                                                   REFERENCES
                                                                                         [1] S. Saad, L. Zellouma “Fuzzy logic controller for three-level
                                                                                             shunt active filter compensating harmonics and reactive power”
                                                                                             Electric Power Systems Research, Elsevier, page no 1337–
                                                                                             1341 May-2009
                                                                                         [2] S.K. Jain, P. Agrawal and H.O. Gupta “Fuzzy logic controlled
                                                                                             shunt active power filter for power quality improvement”-
                                                                                             IEE proc.electr.power.appl,Vol 149, No.5, Sept-2002
   The Fourier analysis of the source current signal can be
                                                                                         [3] Karuppanan P and KamalaKanta Mahapatra “Fuzzy Logic
calculating the magnitude and the fundamental or order of                                    Controlled Active Power Line Conditioners for Power quality
harmonic component of the signals, shown in fig 8.                                           Improvements” International Conference on Advances in
                                                                                             Energy Conversion Technologies (ICAECT 2010), Jan- 2010
                                                                                             pg no.177-181
                                                                                         [4] V. S. C. Raviraj and P. C. Sen “Comparative Study of
                                                                                             Proportional–Integral, Sliding Mode, and Fuzzy Logic
                                                                                             Controllers for Power Converters” IEEE Tran Industry Vol
                                                                                             33, No. 2, March/Appl-1997.
                                                                                         [5] Brod D.M, Novotny D.M “Current control of VSI-PWM
                                                                                             Inverter”-IEEE Trans on Industry Appl, Vol.21, pp.562-570-
                                                                                             July/Aug. 1985
                                                                                         [6] K. K. Mahapatra, Arindam Ghosh and S.R.Doradla “Simplified
  Fig.8 Fuzzy logic with PI-controller based order of harmonics                              model for control design of STATCOM using Three-Level
  measured with respect to the magnitude under the steady state
                                                                                             Inverter”- IEEE Conference vol. 2, pp. 536-539- 1998
condition (a) Source current without APF, (b) source currents with
                               AP F
                                                                                    33
© 2011 ACEEE
DOI: 01.IJCSI.02.02.109

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PI with Fuzzy Logic Controller based APLC for compensating harmonic and reactive power

  • 1. ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 02, June 2011 PI with Fuzzy Logic Controller based APLC for compensating harmonic and reactive power Karuppanan P and Kamala Kanta Mahapatra National Institute of Technology-Rourkela, India-769008 Email: karuppanan1982@gmail.com, kmaha2@refiffmail.com Abstract— This article explores design and analysis of APFs are superior to passive filters in terms of filtering proportional integrator (PI) along with Fuzzy Logic controller characteristics and improve the system stability by removing (FLC) based Shunt active power line conditioners (APLC) for resonance related problems [4]. In particular, recent remarkable compensating reactive power and harmonic currents drawn progress in the capacity and switching speed of power by the load. The aim is to study different control strategies for semiconductor devices such as insulated-gate bipolar real time compensating current harmonics at different power transistors (IGBTs) has spurred interest in active filters for conditions. The compensation process is based on calculation of unit sine vector and reduces the dc capacitor ripple voltage power conditioning [5-6]. This research paper describes of a of the PWM-VSI by using PI with fuzzy logic controller. The novel controller that uses PI along with Fuzzy logic controller switching is done according to gating signals obtained from for APLC. This computed sensing source voltage is activated hysteresis band current controller and capacitor voltage is unit sine vector calculation to generate reference currents. continuously maintained constant. The shunt APLC is The PWM-VSI inverter ripple voltage (dc side capacitor) is investigated through Matlab/Simulink simulation under reduced using Proportional Integrated controller as well as different steady state and transient conditions using PI, FLC Fuzzy logic controller. A hysteresis current controller and PI with FLC. The results demonstrate that combination generates switching signals for the APLC to follow the of PI with FLC is a better solution that reduces the settling reference currents and actual sensing current within specified time of the DC capacitor, suppresses harmonics and reactive power in the load current(s). band-limits. The shunt APLC is investigated under different steady state and transient conditions and found to be Index Terms— Shunt Active Power Line Conditioners (APLC), effective for power factor correction and reduces ripple PI controller, Fuzzy Logic Controller (FLC), Harmonics, voltage with the proposed PI with Fuzzy logic controller. Hysteresis Current Controller (HCC) II.DESIGN OF SHUNT APLC I. INTRODUCTION The basic compensation principle of shunt APLC or The ac power supply feeds different kind of linear and active filter is controlled to draw/supply compensating current non-linear loads. The non-linear type of loads produces from/to the utility. So that it cancels a current harmonic on harmonics [1]. The reactive power and harmonics cause poor the AC side and makes the source current in phase with the power factor and distort the supply voltage at the common source voltage. A shunt active filter is connected to the supply coupling point. This distortion is mainly induced by the line through filter inductances and operates as a closed loop impedance or the distribution transformer leakage controlled current source shown in fig 1. The output voltage inductance. Passive L-C filters were used to compensate the of the inverter is controlled with respect to the voltage at the lagging power factor of the reactive load, but due to the point of common coupling (PCC). The design of APLC drawbacks as resonance, size, weight, etc., the alternative containing the following parameters; solution came up, an APLC that provides an effective solution A. Source current: for harmonic elimination and reactive power compensation [2]. The controller is the heart of the active power filter and a The instantaneous current supplied by the source, before lot of research is being conducted in recent years. compensation and it can be written as Conventional PI voltage and current controllers have been used to control the harmonic current and dc voltage of the is (t )  iL (t )  ic (t ) (1) shunt APLC. Recently, fuzzy logic controllers (FLC) are used Source voltage is given by in power electronic system and drive applications [3]. This vs (t )  Vm sin t (2) paper combines these two techniques for efficient line If a nonlinear load is applied, then the load current will have conditioners. APLCs are inverter circuits, comprising active a fundamental component and harmonic components, which devices such as semiconductor switches can be controlled can be represented as as harmonic current or voltage generators. Different topologies and control techniques have been proposed for  their implementation. i L (t )  I n 1 n sin(nt  n ) (3) 29 © 2011 ACEEE DOI: 01.IJCSI.02.02.109
  • 2. ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 02, June 2011 Fig 1 PI with Fuzzy Logic Controller based shunt Active Power Line Conditioners system The instantaneous load power can be written as B. Design of DC side capacitor: The DC side capacitor is maintain a DC voltage with pL (t )  is (t ) * vs (t ) small ripple in steady state and energy storage element to  Vm sin 2 t * cos 1  Vm I1 sin t * cos t * sin 1 supply real power difference between load and source during the transient period. The real/reactive power injection may     Vm sin t *    I n sin(nt   n )   result in the ripple voltage of DC capacitor. The selection of CDC can be governed by reducing the voltage ripple. The  n2   p f (t )  pr (t )  ph (t ) ( 4) specification of peak to peak voltage ripple and the rated filter current define the capacitor [2]   I c1, rated From the equation the load current should contain real or C DC  (10) fundamental power, reactive power and harmonic power. The 3Vdr , p  p (max) real power drawn by the load is C. Design of filter LC and reference voltage: 2 p f (t )  Vm I1 sin t * cos 1  vs (t ) * is (t ) (5) The design of the filter inductance (LC) and reference voltage (VDC,ref) components is based on the following From this equation the source current supplied by the source, assumption; (1) The AC source voltage is sinusoidal (2) To after compensation is design LC the AC side line current distortion is assumed to be p f (t ) 5%. (3) Fixed capability of reactive power compensation of is ( t )   I1 cos 1 sin  t  I sm sin  t (6) the active filter. (4) The PWM converter is assumed to operate v s (t ) in the linear modulation index (i.e. 0  ma  1) . where, I sm  I1 cos1 (7) III. PROPOSED CONTROL SCHEME The total peak current supplied by the source is The proposed control system consists of reference I sp  I sm  I sl (8 ) current control strategy and PWM control method of If the active filter provides the total reactive and harmonic hysteresis current modulator. power, then is(t) will be in phase with the utility voltage and A. Reference current control strategy: purely sinusoidal. At this time, the active filter must provide the following compensation current as The peak value of the reference current I sp can be ic (t )  iL (t )  is (t ) (9) estimated by controlling the DC side capacitor voltage. The DC side capacitor voltage effectively controlled by 30 © 2011 ACEEE DOI: 01.IJCSI.02.02.109
  • 3. ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 02, June 2011 the combination of PI with FLC. The desired reference source where, K P is the proportional constant [=0.3] that determines currents, after compensation, can be given the dynamic response of the DC-bus voltage control and isa *  I sp sin t (11) K I is the integration constant [=15] that determines it’s s 0 isb *  I sp sin(t  120 ) (12) settling time. The PI controller output having certain ripple voltage, so as well as need another process to reduce the isc *  I sp sin(t  120 0 ) (13) ripple; the FLC controller connected together with PI controller for rectify the ripple voltage problems. I sp  I sm  I sl the amplitude of the desired source current and the phase angle is can be obtained from the source voltages. The capacitor voltage is compared with reference value and the error is processed in the PI with fuzzy controller shown in fig 2. The output of the fuzzy controller has been considered as the amplitude of the desired source current. The reference currents are estimated by multiplying this peak value with the unit sine vectors in phase with the source voltages. Unit sine vector: Fig 3 fuzzy logic Control block diagram The source voltages are converted to the unit current(s) Fuzzy logic controller block diagram shown in fig 3, is while corresponding phase angles are maintained. The unit derived the transition between membership and non current is defined as membership can be gradual. The PI controller output error is ia  sin t , ib  sin(t  1200 ) and ic  sin(t  1200 ) used as inputs for fuzzy processing. The output of the fuzzy The amplitude of the sine current is unit or 1 volt and controller after a limit is considered as the magnitude of peak frequency is in phase with the source voltages. This unit reference current I sp . current multiplies with peak value of fuzzy logic output for Fuzzification: generate the reference current. In a control system, error between reference and output can PI with Fuzzy controller: be labeled as zero (ZE), positive small (PS), negative small (NS), positive medium (PM), negative medium (NM), positive big (PB), negative big (NB). The process of converting a numerical variable (real number) convert to a linguistic variable is called fuzzification. Rule Elevator: The basic fuzzy set operations needed for evaluation of fuzzy rules are AND() , OR  and NOT () AND -Intersection:  A B  min[ A ( X ),  B ( x)] OR -Union:  A B  max[ A ( X ),  B ( x)] NOT -Complement:  A  1   A ( x ) Defuzzification: The rules of FLC generate required output in a linguistic variable (Fuzzy Number), according to real world requirements, linguistic variables have to be transformed to crisp output Fig 2 PI with fuzzy logic Controlerl block diagram (Real number). Figure 3 shows the block diagram of the proposed PI with fuzzy logic control scheme of an APLC. The DC side capacitor Database: voltage is sensed and filtered using Butterworth low pass The Database stores the definition of the membership filter (LPF) at 50 HZ. This LPF output voltage compared with function required by fuzzifier and defuzzifier a reference value. The error e  Vdc,ref  Vdc at the Rule Base: The Rule base stores the linguistic control rules required by nthsampling instant is used as input for PI controller. PI rule evaluator, the rules used in this paper in table 1. controller used to control the PWM-VSI of dc side capacitor voltage. Its transfer function can be represented as H (s)  K P  K I / s (14) 31 © 2011 ACEEE DOI: 01.IJCSI.02.02.109
  • 4. ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 02, June 2011 TABLE 1 RULE BASE TABLE B) Hysteresis Band Current Control: Hysteresis current control is the easiest control method to implement [5]. A hysteresis current controller is implemented with a closed loop control system. An error signal, e(t), is used to control the switches in an inverter. This error is the difference between the desired current, iref(t), and the current being injected by the inverter, iactual(t). When the error reaches an upper limit, the transistors are switched to force the current down. When the error reaches a lower limit the current is forced to increase. The range of the error signal, emax – emin, directly controls the amount of ripple in the output current Fig.4 PI with Fuzzy logic controller based simulation results for from the PWM-voltage source inverter. three-phase active-power-filter under the steady state condition (a) Source current after APF, (b) Load currents, (c)Reference currents IV. SIMULATION RESULT AND ANALYSIS by the Fuzzy logic algorithm, (d) Compensation current by APF and (e) source voltage per current for unity power factor The SIMULINK toolbox in the MATLAB software in First for simulation time T=0 to T=0.4s with load of rectifier order to model and test the system under steady state and with R L load of 20 ohms and 200 mH respectively and after transient conditions using PI, fuzzy logic and combination of the R L load of 10 ohms and 100 mH change for transient PI with fuzzy logic controllers. The system parameters values condition. The transient simulation waveforms are verified are; source voltage (Vs) is 230 Vrms, System frequency (f) is similar to steady state waveforms shown in fig 5. 50 Hz, Source impedance of RS, LS is 1 Ω; 0.2 mH respectively, Filter impedance of Rc, Lc is 1 Ω; 2.5 mH, Load impedance of RL, LL of diode rectifier RL load in Steady state: 20 Ω; 200 mH and Transient: 10 Ω; 100 mH respectively, DC link capacitance (CDC) is 1600µF, Reference Voltage (VDC) is 400V and Power devices build by IGBT/Diode. PI with Fuzzy controller PI with Fuzzy logic controller based APLC system comprises of a three-phase source, a nonlinear load (six pulse diode rectifier RL load) and a PWM voltage source inverter with a dc capacitor. The simulation time T=0 to T=0.4s with Fig.5 PI with Fuzzy logic controller based simulation results for load of diode rectifier R L load parameter values of 20 ohms three-phase active-power-filter under the transient condition (a) and 200 mH respectively. The source current after Source current after APF, (b) Load currents and (c) Compensation compensation is presented in fig. 4 (a) that indicates the current by APF current becomes sinusoidal. The load current is shown in The DC side capacitor voltage effectively controlled by (b). The actual reference currents for phase (a) are shown in the PI or FLC and/or combination of PI with FLC shown in fig fig. 4(c). This wave is obtained from our proposed controller. 6. The APLC supplies the compensating current that is shown in Fig. 4(d). The current after compensation is as shown in (a) which would have taken a shape as shown in (b) without APLC. It is clearly visible that this waveform is sinusoidal with some high frequency ripples. We have additionally achieved power factor correction as shown in Fig. 4(e), phase (a) voltage and current are in phase. Fig.6 simulation results for three-phase active-power-filter under the steady state condition of DC side capacitor voltage controlled by (a) PI controller (b) FLC controller (c) PI with FLC controller 32 © 2011 ACEEE DOI: 01.IJCSI.02.02.109
  • 5. ACEEE Int. J. on Control System and Instrumentation, Vol. 02, No. 02, June 2011 The summarized PWM- voltage source inverter of DC side The total harmonic distortion (THD) measured of a capacitance voltage (Vdc) settling time measurement in periodic distorted signal. The analysis of the shunt APLC transient and steady state conditions using different brings the THD of the source current is less than 5% into controller as shown in table 2 compliance with IEEE-519 standards, shown in table 4. TABLE 2 VDC SETTLING TIME USING PI, FLC AND PI WITH FLC CONTROLLER TABLE 4 THD MEASUREMENT USING PI, FLC AND PI WITH FLC CONTROLLER The active power and reactive power are calculated by averaging the voltage-current product with a running average window over one cycle of the fundamental frequency, shown in fig 7 V. CONCLUSIONS Proportional-Integral with fuzzy logic controller based Shunt APLC performs quite well and it reduces harmonics and reactive power components. Simulation results demonstrate that source current after compensation is sinusoidal and in phase with source voltage. The compensation process is designed based on calculation of unit sine vector and it also reduces the ripple voltage of the dc capacitor of the PWM-voltage source inverter. The PI, FLC and PI with FLC-controllers are investigated under both Fig.7 simulation results for three-phase active-power-filter under the steady state condition of real and reactive power analysis for steady state and transient conditions and it is observed that power quality improvements by different controller (a) PI PI with FLC-controllers provides superior performance in controller (b) FLC controller (c) PI with FLC controller terms of compensation and settling time compared to other The PI with fuzzy logic controller based APLC system methods. The APLC is in compliance with the IEEE-519 effectively suppress the reactive power and improve the standards harmonics. power factor. The summarized Real (P) and Reactive (Q) power calculation under steady state and transient condition given ACKNOWLEDGMENT in table 3. The authors would like to acknowledge to Ministry of TABLE 3 ACTIVE AND REACTIVE POWER MEASUREMENT USING PI, FLC AND Communication and Information Technology (MCIT), Govt. PI WITH FLC CONTROLLER of India for the financial support. REFERENCES [1] S. Saad, L. Zellouma “Fuzzy logic controller for three-level shunt active filter compensating harmonics and reactive power” Electric Power Systems Research, Elsevier, page no 1337– 1341 May-2009 [2] S.K. Jain, P. Agrawal and H.O. Gupta “Fuzzy logic controlled shunt active power filter for power quality improvement”- IEE proc.electr.power.appl,Vol 149, No.5, Sept-2002 The Fourier analysis of the source current signal can be [3] Karuppanan P and KamalaKanta Mahapatra “Fuzzy Logic calculating the magnitude and the fundamental or order of Controlled Active Power Line Conditioners for Power quality harmonic component of the signals, shown in fig 8. Improvements” International Conference on Advances in Energy Conversion Technologies (ICAECT 2010), Jan- 2010 pg no.177-181 [4] V. S. C. Raviraj and P. C. Sen “Comparative Study of Proportional–Integral, Sliding Mode, and Fuzzy Logic Controllers for Power Converters” IEEE Tran Industry Vol 33, No. 2, March/Appl-1997. [5] Brod D.M, Novotny D.M “Current control of VSI-PWM Inverter”-IEEE Trans on Industry Appl, Vol.21, pp.562-570- July/Aug. 1985 [6] K. K. Mahapatra, Arindam Ghosh and S.R.Doradla “Simplified Fig.8 Fuzzy logic with PI-controller based order of harmonics model for control design of STATCOM using Three-Level measured with respect to the magnitude under the steady state Inverter”- IEEE Conference vol. 2, pp. 536-539- 1998 condition (a) Source current without APF, (b) source currents with AP F 33 © 2011 ACEEE DOI: 01.IJCSI.02.02.109