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62 CHAPTER 3 SHUNT ACTIVE FILTER USING AI TECHNIQUES 3.1 INTRODUCTION This chapter will deal in the details of Voltage Source Inverter (VSI) based Shunt Active Filter, its elementary compensation principle, design parameters and the mathematical modeling using Synchronous Reference Frame theory and the different types of controller proposed to maintain the DC link voltage. The schematic diagram of Shunt Active Filter is presented in Fig 3.1.It consists of three phase supply, three phase non-linear load, R-L filter, and shunt connected VSI Active Filter. Fig 3.1 Schematic Diagram of Shunt Active Filter The shunt connected VSI active power filter, with a self-controlled DC bus (capacitor on the DC side) has a topology similar to that of static compensator (STATCOM) used for reactive power compensation. The Shunt Active Filter injects a harmonic currents with the same amplitude as that of the load into the ac system but with opposite phase displacement. In this case the Shunt Active Filter operates as a current source injecting the harmonic component generated by the load but with a phase-shifted of 180 [8,11,17,18,29].
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CHAPTER 3

SHUNT ACTIVE FILTER USING AI TECHNIQUES

3.1 INTRODUCTION

This chapter will deal in the details of Voltage Source Inverter (VSI) based Shunt

Active Filter, its elementary compensation principle, design parameters and the

mathematical modeling using Synchronous Reference Frame theory and the different

types of controller proposed to maintain the DC link voltage. The schematic diagram

of Shunt Active Filter is presented in Fig 3.1.It consists of three phase supply, three

phase non-linear load, R-L filter, and shunt connected VSI Active Filter.

Fig 3.1 Schematic Diagram of Shunt Active Filter

The shunt connected VSI active power filter, with a self-controlled DC bus (capacitor

on the DC side) has a topology similar to that of static compensator (STATCOM) used

for reactive power compensation. The Shunt Active Filter injects a harmonic currents

with the same amplitude as that of the load into the ac system but with opposite phase

displacement. In this case the Shunt Active Filter operates as a current source injecting

the harmonic component generated by the load but with a phase-shifted of

180 [8,11,17,18,29].

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3.2 MATHEMATICAL MODELING OF SHUNT ACTIVE FILTER

The analytical behavior of Shunt Active Filter can be successfully performed by

modeling the three phase source with Active Filter connected in parallel to the

distribution load.

The Shunt Active Filter with Voltage Source Inverter shown in Fig 3.2, is modeled in

the stationary reference frame abc [72,59,13,14,19]

[

]

[

]

[

]

[

] (3.1)

Fig 3.2 Shunt Active Filter with Voltage Source Inverter

The active filter of can be modeled in the rotating dq reference frame from (1) with the

aim of reducing control complexity if compared with the control using the stationary

abc reference frame model.

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In order to convert quantities from abc to an arbitrary rotating dq0 reference frame, the

transformation matrix is necessary and is given below

[

⁄ √

⁄ √

⁄ ]

(3.2)

A Phase Locked Loop (PLL) scheme is used to determine the angle for the dq

reference frame orientation such that and √ ⁄ , assuming the supply

voltage

(3.3)

In steady-state conditions the fundamental component of dqo quantities is constant.

Thus harmonics on the inverter can be imposed by separating the constant current

component from the oscillating component. This oscillating component with reverse

phase is the reference of the controller.

The dynamical model of the system in dqo reference frame obtained is from equations

(3.1) and (3.2) [72, 4] results in,

[

]

[

]

(3.4)

Where and are the switching state functions of the system in dq reference

frame and is the supply angular frequency. Expanding the first and second rows of

equation (3.4)

(3.5)

(3.6)

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Let and are the right side terms of the equations (3.5) and (3.6), therefore

(3.7)

(3.8)

The terms and are the respective outputs of the two current PI controllers:

∫ (3.9)

∫ (3.10)

where - and

- are the current errors

Using equation (3.7) and (3.8) the switching state functions are

(3.11)

(3.12)

The terms

and

are known as compensation parts which may be

added or not to the output of PI controllers.

The third equation of the model (3.4) is given by

(3.13)

This equation can be rewritten as:

(3.14)

In order to control the DC voltage, a PI controller is used

∫ (3.15)

Where is the voltage error. The control effort is given by equation

(3.16)

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Assuming that the current loop is ideal, the following properties hold

(3.17)

Assuming the supply voltage is given by equation (3.3) the transformation of and

[38]to dq coordinates yields √ and . As a result

and

√ .The control effort can be approximated by

(3.18)

The instantaneous active power is .In order to maintain the DC-link voltage

the DC, d axis current in (3.18) must be added to because the current does not

contribute for the active power to maintain the DC link voltage.

3.3 SYNCHRONOUS REFERENCE FRAME CONTROL THEORY

The synchronous reference frame theory or d-q theory is based on time-domain

reference signal estimation techniques. It can perform the operation in steady-state or

transient state for voltage and current waveforms. Synchronous reference frame

method is utilized to extract the harmonic content of the load and thus allows to

control the active filters in real-time system [24].

It is basically the transformation of coordinates from a three-phase abc stationary

coordinate system to the dq0 rotating coordinate system. This transformation is made

of two steps:

(i) First step is the transformation from the three phase stationary coordinate system to

the two phase α − β stationary coordinate system;

(ii) Second step is the transformation from α − β stationary coordinate system to the d-

q rotating coordinate system.

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Fig 3.3 shows the transformation of three phase quantities ua , ub and uc in abc

stationary reference frame to a two axis system with α axis in line with axis a . In a-b-

c, stationary axes (the axis abc are fixed) are separated from each other by 120°

From the relationships in projections and unchanged magnitude of formed vectors, the

transformation matrix is obtained as

[

]

(3.19)

The last row is used to obtain the zero sequence component of a three phase quantity.

The second step is to convert two axis stationary to two axis rotating frame

transformation as shown in Figure 3.3, and the rotating axis d is with the speed of ω

with respect to axis α. Therefore the transformation matrix is obtained as

[

] (3.20)

Fig 3.3 Reference Frame Transformations

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Through this transformation, the ac component in α − β plane at speed of ω is

transformed to DC component. The two steps are combined together to form a

complete d-q transformation and the whole transformation matrix is obtained as

[

⁄ ]

(3.21)

3.4 D-Q TRANSFORMATION BASED HARMONIC DETECTION

Rotating reference frame d-q transformations are used for extracting fundamental and

harmonic currents. This theory transforms the corresponding fundamental current or

harmonics to become DC components and other untargeted frequency components

still to ac component in the frame. Therefore, these components can be filtered out by

low pass filtering (LPF). After an inverse d-q transformation in the respective frame,

the unfiltered DC components are transformed back to corresponding harmonic. A

targeted frequency component can then be separated from other frequency

components in harmonic load currents. This process can be explained by Fig 3-4

.

Fig 3.4 D-Q Transformation Procedure

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3.5 PLL SYNCHRONISATION

Phase-Locked Loop (PLL) is a technique that is used to obtain an accurate

synchronization to the grid [60, 47] The PLL circuit provides the rotation speed

(rad/sec) to the rotating reference frame [24]. The block diagram of Synchronous

Frame-PLL (SF-PLL) is illustrated in Fig 3.5. It explains that the instantaneous phase

angle θ is detected by synchronizing the PLL rotating reference frame to the utility

voltage vector. Utility voltage vector sets the direct or quadrature axis reference

voltage vd or vq to zero by PI controller resulting in the reference being locked to the

utility voltage vector phase angle, the voltage frequency f and amplitude vm. The

amplitude, phase and frequency values provided by SRF-PLL are not individual-phase

but average information. Under ideal condition i.e distorted or unbalance utility

conditions, SF-PLL with a high bandwidth can yield a fast and precise detection of the

phase and amplitude of the utility voltage vector. In case the utility voltage is distorted

with high-order harmonics, the SF-PLL can still operate with reduced bandwidth but

at the cost of the PLL response speed reduction in order to reject and cancel out the

effect of these harmonics on the output [73, 54]. SRF-PLL may not be applied to

single phase systems in a straightforward manner. However, it provides a useful

structure for single-phase PLLs as long as the 90-degree-shifted orthogonal

component of the single phase input signal is created [109].

Fig 3.5 Block Diagram of Synchronous Frame-PLL

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3.6 ROLE OF DC CAPACITOR

The DC side capacitor plays the following important role:

(i) it maintains a DC voltage with small ripple in steady state, and

(ii) It serves as an energy storage element to supply real power difference

between load and source during the transient period.

[

] [

] [

]

Thus, the DC capacitor voltage can be maintained at a reference value. However,

when the load condition changes the DC capacitor can be used to compensate the real

power balance between the source and the load. In order to keep satisfactory operation

of the active filter, the peak value of the reference current is adjusted proportionally

according to the change in the real power drawn from the source. Thus charging and

discharging of the capacitor compensates the real power consumed by the load. If the

DC capacitor voltage is recovered and attains the reference voltage, the real power

supplied by the source is supposed to be equal to that consumed by the load again.

Thus, in this fashion the peak value or the reference source current can be obtained by

regulating the average voltage of the DC capacitor. The real/reactive power injection

may result in the ripple voltage of the DC capacitor. A low pass filter is generally used

to filter these ripples, which introduce a finite delay.

3.7 CONTROL STARTEGY OF SHUNT ACTIVE FILTER

Synchronous Reference Frame Theory was introduced in [132] is used to generate the

pulses for the semiconductor switches which support the maximum filter current

introduced to the main side. The three phase currents (ia,,ib,ic) , load currents (iLa, iLb,

iLc), the PCC voltages (vsa, vsb, vsc) and DC bus voltage (vDC) of active filter are sensed

as feedback signals. Load currents are transformed into synchronously rotating

reference frame d axis and q axis by using cos and sin where is derived from

three phase PLL circuit. Synchronous Reference Frame control of Shunt Active Filter

is shown in Fig 3.6.

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The d-axis and q-axis currents consist of fundamental and harmonic components as

iii daddLd (3.22)

iii qaqdLq (3.23)

Fig 3.6 Synchronous Reference Frame Control Strategy of Active Filters [144]

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3.7.1 PI Controller

The PI controller consists of proportional term and integral term. Proportional value

determines the reaction to the current error; the Integral determines the reaction based

on the sum of recent errors. The reference currents for the control of active filter are

generated according to the equation (30). The output of PI controller at the DC bus

voltage of active filter is considered as the current (iloss) for meeting its losses.

vkvvkii ndeidndendepdnlossnloss )()1()()1()()(

(3.23)

where, vv ndede )1( is the error between the reference(vDC*) and sensed (vDC) DC

voltage at the nth sampling instant. Kpd and Kid are the proportional and the integral

gains of the DC bus voltage PI controller.

The reference source current is therefore expressed as,

iii lossddd

* (3.24)

Similarly PI controller is used to regulate reactive power

vkvvkii nteiqntentepqnqrsnqr )()1()()1()()(

(3.25)

The reference supply quadrature axis current is as

iii qrqdq

* (3.26)

where, vvv nsnte )(

*

)( denotes the error between reference (vs*) and actual(vs(n))

terminal voltage amplitudes at the n sampling instant. Kpq and Kiq are the proportional

and the integral gains of the PI controller [144].

3.7.2 Switching Signal

The switching signals for the PWM converter are obtained by comparing the actual

source currents (isa, isb, and isc) with the reference current templates (isa*, isb*, and isc*)

in the hysteresis current controller. Switching signals so obtained, after proper

amplification and isolation, are given to switching devices of the PWM converter [89].

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3.8 INTELLIGENT CONTROLLER SCHEME

Recent research works investigate and improve active power compensation by

developing new advanced control methods. Intelligent control is a class

of control techniques that use various AI computing approaches like fuzzy logic,

neural network, evolutionary computation genetic algorithm etc. Artificial Intelligence

techniques are the recent trends used for the enhancement of power quality .The

fuzzy-logic based controllers are also used for the control circuit design of active

filters. Fuzzy logic serves to represent uncertain and imprecise knowledge of the

system, whereas fuzzy control allows taking a decision even if we can’t estimate

inputs/ outputs only from uncertain predicates [133,145,150]. Artificial-intelligence

(AI) techniques, particularly the NNs, are having a significant impact on power-

electronics applications. Neural-network-based controllers provide fast dynamic

response while maintaining the stability of the converter system over a wide operating

range and are considered as a new tool to design control circuits for power quality

devices [181].To maintain the DC link voltage of Shunt Active Filter constant the DC

side capacitor voltage is compared with a reference value. The obtained error e

(=VDCref-VDC) and the change of error signal ce(n)=e(n)-e(n-1) at the nth sampling

instant act as inputs to implement the fuzzy control algorithm and neural network The

output of these intelligent controller takes care of the active power demand of load and

the losses in the system.

3.8.1 Design of Fuzzy Logic Controller

The key issue of harmonic reduction and reactive power compensation by fuzzy

control can be implemented by computing the active power using fuzzy logic

controller. Fig 3.7 shows the block diagram of implemented fuzzy logic control

scheme of Shunt Active Filter.

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Fig 3.7 Block Diagram of Implemented Fuzzy Logic Control Scheme of Shunt Active

Filter

The fuzzy control rule design involves defining rules that relate the input variables to

the output model properties. As FLC is independent of the system model, the design is

mainly based on the intuitive feeling for, and experience of, the process. To design the

FLC, it is common to use the output error (e) and the rate of error (e’) as controller

inputs One input is difference between the DC capacitor voltage and reference voltage

termed as error ‘e’ and second input is the rate of change of error ‘ce’. The triangular

shaped membership functions are considered for the input variables error ‘e’ (v*DC-

vDC), change in error ‘ce’ (de/dt) and output. Fig 3.8 shows the shapes of input/output

variables and the assignment of fuzzy control rules. Three membership functions

namely SN (small negative),S (small), SP (small positive), ZE (zero), are selected for

input variables and PS (positive small), NS (negative small) and Z (zero) are chosen

for output variables. Firstly all three variables are normalized with in the membership

function range. In the second stage, the fuzzy variables are processed by an interface

which executes 9 control rules. As both inputs have three subsets, a fuzzy rule base

formulated for the present application is shown in Fig 3. In third stage as

defuzzification and denormalization, the fuzzy variables are converted back to crisp

variables. Hence output is representing the active power losses.

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The fuzzy controller is characterized as follows:

• Three fuzzy sets for each input and output.

• Triangular membership functions for simplicity.

• Fuzzification using continuous universe of discourse.

• Implication using Mamdani's 'min' operator.

• Defuzzification using the ‘centroid’ method.

Fig 3.8 Input/ Output Variables and Fuzzy Control Rules

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3.8.2 Design of ANN Controller

Conventionally PI controllers are used to maintain the DC capacitor voltage constant.

The presented research work implements ANN by replacing the PI controller.

Artificial Neural Network has the ability to learn from experience in order to improve

their performance and to adapt themselves to changes in the environment. Structure of

ANN is the neuron which consists basically of a summer and an activation function as

shown in Fig 3.9.

The Feed Forward Back propagation (FFBP) algorithm is one of the most widely used

techniques in Artificial Neural Network (ANN). The term “feed forward” indicates

that the network has links that extend in only one direction. Feed Forward allows

signal to travel one way only; from input to output. There is no feedback (loops) i.e.

the output of any layer does not affect that same layer. Feed forward ANNs tends to be

straight networks that associate inputs with outputs as shown in Fig 3.10

Fig 3.9 Basic Structure of ANN

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Fig 3.10 A Typical Feedforward Neural Network

Except during training, there are no backward links in a feedforward network; all links

proceed from input nodes toward output nodes.

To train a neural network to perform some task, weights of each unit are adjusted in

such a way that the error between the desired output and the actual output is reduced.

This process requires that the neural network compute the error derivative of the

weights (EW).The back propagation algorithm is the most widely used method for

determining the EW.

3.8.2.1 The Back Propagation Algorithm

In the back propagation algorithm, each iteration of training involves the following

steps [66].

1) Training data is fed through the network in a forward direction, producing results

at the output layer. This is done by computing the weighting sum coming into the unit

and then applying the sigmoid function.

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The 'x' vector is the activation of the previous layer.

( →

→) (3.27)

=

(3.28)

The 'w' vector denotes the weights linking the neuron unit to the previous neuron

layer.

2)Squared error of the network is calculated at the output nodes based on known

target information, and the necessary changes to the weights that lead into the output

layer are determined based upon this error calculation,

( →)

(3.29)

't' denotes a target value in the target vector, and 'o' denotes the activation of a unit in

the output layer.

3) To calculate the error term of each output unit, indicated below as 'delta'.

∑ (3.30)

The error term is related to the partial derivative of each weight with respect to the

network error.

4) Calculate the error term of each of the hidden units.

∑ (3.31)

The hidden unit error term depends on the error terms calculated for the output units.

5) Compute the weight deltas. ' ' here is the learning rate. A low learning rate can

ensure more stable convergence. A high learning rate can speed up convergence in

some cases.

(3.32)

'x' denotes the unit that's connected to the unit downstream by the weight 'w'

6) The final step is to add the weight deltas to each of the weights. This method

involves recomputing the network error before the next weight layer error terms are

computed.

(3.33)

Once finished, proceed back to step 1.

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These networks are characterized by their topology, the way in which they

communicate with their environment, the manner in which they are trained, and their

ability to process in formation. ANNs are being used to solve AI problems without

necessarily creating a model of a real dynamic system. To reduce the current

harmonics in the supply voltage a multilayer feedforward- type ANN-based controller

is designed. This network is designed with three layers, the input layer with 1, the

hidden layer with 30, and the output layer with 1 neuron, respectively. The neural

network is trained by specifying the input data (difference between the VDC reference

voltage and VDC voltage) and target data (representing active power loss) ,’tansig’

transfer functions between layers, 'trainlm’ and 1000 the number of epochs.

3.8.3 Particle Swarm Optimization Technique

PSO algorithm will search for the optimal parameters for PI parameters for

maintaining the DC link voltage (Kpv,Kiv) The objective function W is defined as

(3.34)

where error is defined the difference between reference DC voltage and capacitor

voltage.

The problem formulations adopts the Integral of time square error (ITSE criteria) of

DC link voltage as the objective function, to determine the PI control parameters for

getting a minimum THD of the source current. The PSO searching method will try to

search the best controller parameters until the minimum W is achieved. It means that

the controller parameters from the searching process provide the best performance of

the vo response.

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ALGORITHM

For each particle

Initialize particle

END

Do

For each particle

Calculate fitness value

If the fitness value is better than the best personal fitness value in history, set current

value as a new best personal fitness value

End

Choose the particle with the best fitness value of all the particles, and if that fitness

value is better than current global best, set as a global best fitness value

For each particle

Calculate particle velocity according velocity change equation

Update particle position according position change equation

End

While maximum iterations or minimum error criteria is not attained

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3.9 HYSTERESIS CONTROLLER

The active filter is comprised of three-phase IGBT based VSI bridge to allow

independent current control. The upper device and the lower device in one phase leg

of VSI are switched in complementary manner. Hysteresis controllers are commonly

used and easy to implement, because it is able to achieve a very fast dynamic response

[116]. Hysteresis control schemes are based on a nonlinear feedback loop with two-

level hysteresis comparators. One disadvantage is that it is difficult to limit the

minimum and maximum switching frequencies in order to have a good tracking of the

reference current.

Fig.3.11 Hysteresis Controller

Hysteresis current control is utilized independently for each phase and directly

generates the switching signals for three-phase voltage source inverter. An error signal

e(t) is the difference between the desired current iref (t) and the actual current iactual (t) . If

the error current exceeds the upper limit of the hysteresis band, the upper switch of the

inverter arm is turned OFF and the lower switch is turned ON. These current errors are

given to hysteresis current controller as shown in Fig 3.11

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{

} (3.35)

Here the hysteresis band limit hb=0.2. The interface inductor between inverter and

Point of common coupling suppresses the harmonics caused by the switching

operation of the inverter.

3.10 SYSTEM CONFIGURATION

An Active Filter is composed of three-phase source, a linear and nonlinear load, a

voltage source inverter with DC energy source, and a controller. All these components

are modeled separately, integrated and then solved to simulate the system. Three-

phase source is supplied by a sinusoidal balanced three-phase 415 V amplitude having

50 Hz frequency, with a source inductance of 2mH and a source resistance of 0.2Ω.

The system data and the parameters selected for simulation studies are given in Table

3.1.Three phase nonlinear load is considered for simulating different operating on

source and load side. Three phase three wire Shunt Active Filter developed in

MATLAB using Power System Blockset toolbox is shown in Fig. 3.12.

Fig 3.12 MATLAB Based Simulation Model of Three Phase Three Wire Shunt Active

Filter

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3.10.1 Design Parameters of Shunt Active Filter

A three-leg voltage source converter (VSC) is used as a active filter and it has six

insulated-gate bipolar transistors (IGBTs), three interface inductors, and one dc

capacitor. The line to line voltage (VL-L) of the VSC is considered as 415V. The ac

inductor and the dc capacitor selection are as below.

(i) DC Capacitor Voltage

The minimum dc bus voltage should be greater than twice of the peak of the phase

voltage of the system [3.21]. The dc bus voltage is calculated as

= √ (√ ) (3.36)

where, m is the modulation index and is considered as 1. Thus Vdc is obtained as

677.60 for VLL of 415Vand it is selected as 750V.

(ii) DC Bus Capacitor

The value of dc capacitor (Cdc) depends on the instantaneous energy available to the

active filter during transients [17]. The principle of energy conservation is applied as,

[

] (3.37)

where, Vdc is the reference dc voltage and Vdc1 is the minimum voltage level of dc bus,

a is the over loading factor, V is the phase voltage, I is the phase current and t is time

by which the dc bus voltage is to be recovered.

Considering, a 2.5% (19 V) reduction in dc bus voltage during transients,

Vdc= 750 V, Vdc1= 731 V, V= 239.60V, I= respective phase current for nonlinear load

1 and nonlinear load 2 considered in Chapter 3, t= 350 μ s, a= 1.2, the calculated value

of Cdc is approximated to 2200μ F.

(iii) AC Inductor

The selection of the ac inductance (Lf) depends on the current ripple, switching

frequency fs, dc bus voltage (Vdc) and the Lf is given as,

(√ ) (3.38)

where m is the modulation index and a is the over-load factor. Considering =

5%, fs= 10 kHz, m =1, Vdc = 750V, a=1.2, the Lf value is calculated and round off

value of Lf of 10mH and 5mH is selected for nonlinear load 1 and nonlinear load 2.

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Table 3.1 Parameters of the System Considered for Shunt Active Filter

Source voltage and frequency 415 V (L-L) and 50Hz

Source Resistance and Inductance 0.2 ohms and 2 mH

Three phase non linear

Load 1

Balanced Load :–

5 ohms and 30e-3 H

Three phase full rectifier drawing

12 A of current

Unbalanced Load:-

Phase a -15 ohms

Phase b -5 ohms and 30e-3 H

Phasec-5 ohms and 30e-3 H

Three phase full rectifier drawing

12 A of current

Three phase nonlinear load 2 Phase a -25 ohms

Phase b -10 ohms and 80e-3 H

Phasec-10 ohms and 80e-3 H

Three phase full rectifier drawing

12 A of current

DC Link voltage 2200e-6 F

Active Filter Inductance for

linear load 1

10mH

Active Filter Inductance for linear

load 2

5mH

Reference voltage 750 V

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3.11 SIMULATION RESULTS

In this section, dynamic performance of the three-phase three-wire Shunt Active Filter

is evaluated through MATLAB considering the system under balanced and

unbalanced non-linear load with different operating conditions. Since due to nonlinear

load current harmonics are introduced in the source current therefore, Shunt Active

Filter is assessed for harmonic cancellation in source current, reactive power

compensation and load balancing .The Steady state performance is analyzed by the

FFT analysis of source current where Shunt Active Filter is appraised by directing the

active power loss in DC capacitor through PI controller, Fuzzy controller, Artificial

Neural Network control and PSO technique.

3.11.1 Transient Performance of Balanced and Unbalanced Nonlinear Load

without Active Filter

The three phase nonlinear load connected to three phase supply draws harmonics and

reactive power component from the AC Mains. This leads to distorted source current.

Fig 3.13 shows switching performance of three phase three wire with balanced

nonlinear current without filtering. Initially linear load is connected to the three phase

supply. At time 0.3s balanced nonlinear load is connected to the system as shown in

Fig 3.13. Hence source current is same as the load current without compensation.

Fig 3.14 shows the performance of three phase three wire Shunt Active Filter with

unbalanced load. Initially unbalanced linear load is connected to the three phase

supply drawing nonlinear current from the source. Hence the source current is also

unbalanced and nonlinear due to the addition of nonlinear unbalanced load.

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Fig 3.13 The Performance of Three Phase Three Wire System with Balanced

Nonlinear Load

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Fig 3.14The Performance of Three Phase Three Wire System with Unbalanced

Nonlinear Load

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3.11.2 Transient Performance of Balanced and Unbalanced Nonlinear Load with

Shunt Active Filter under Different Operating Conditions.

Synchronous Reference Frame Theory is used to generate compensating current which

adds up in the load current to get sinusoidal source current. The reference source

currents are derived from the sensed PCC voltages (vsa, vsb, vsc.), load currents (iLa, iLb,

iLc) and the DC bus voltage of active filter (vDC). A hysteresis current controller is

used over the reference (iLa*, iLb*, iLc*) and sensed (iLa, iLb, iLc) load currents to

generate the gating signals for the IGBTs of the VSC. The DC capacitor voltage is

responsible for active power loss. Hence the difference between the DC bus voltage

and the reference DC voltage is given to the PI controller to maintain the DC bus

voltage constant equal to 750V.

In Synchronous Reference Frame Theory abc stationary co-ordinates are converted to

dq rotating reference frame. PLL synchronization of source voltage is must to

determine the synchronizing angle. Fig 3.15 shows the PLL synchronized waveform

of source voltage. The direct axis and quadrature axis load current so obtained by

making use of the synchronizing angle is shown in Fig 3.16

Fig 3.15 PLL Synchronized Waveform of Source Voltage.

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Fig 3.16 Direct Axis and Quadrature Axis Load Current

The performance of three-phase shunt active filter is demonstrated for the transient

and steady state and results are validated by MATLAB simulation for total harmonic

deduction, reactive power compensation along with power factor correction. The

model is analyzed under varying loads in different operating conditions.

3.11.2.1 Transient Performance of Shunt Active Filter under Balanced Source

Balanced Load Condition

The transient performance of the Shunt Active Filter under balanced source balanced

load condition is shown in Fig.3.17.Initially balanced linear load is connected to the

three phase sinusoidal source. Active Filter is activated at time t=0.1s.Due to linear

balanced load source current is also sinusoidal and balanced. A non-linear load is

connected at 0.3 sec. Nonlinearity of current can be seen in the load current whereas

the source current is observed as sinusoidal due to the filtering action provided by the

Active Filter. This verifies the proper compensation. The source voltage, source

current, load current, compensating current are depicted in Fig. 3.17.

The VSI inverter is composed of IGBT/Diodes switch. Thus the charging of DC

capacitor, connected at the DC side of VSI initiates charging as soon as the three

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phase supply is connected to the system. When the Active Filter is switched ON at

time t=0.1s by providing the gate pulses to IGBT’s of the VSI DC capacitor activates

to reach the reference value of 750V as shown in Fig 3.18. At time t=0.3s nonlinear

load is connected at the distribution side and it is observed that the DC bus voltage of

Active Filter is able to maintain close to the reference value under all disturbances.

Fig 3.17.The Transient Performance of Shunt Active Filter under Balanced Source

Balanced Load Condition

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Fig. 3.18 The Charging of DC Capacitor of Shunt Active Filter under Balanced Source

Balanced Load Condition

3.11.2.2 Transient Performance of Shunt Active Filter under Unbalanced Source

Balanced Load Condition

The transient performance of the Shunt Active Filter under unbalanced source

balanced load condition showing the source voltage, source current, load current,

compensating current is depicted in Fig 3.19. Three phase source is made unbalanced

by making one phase of source voltage having 200V peak to peak with phase

difference of -30 degrees. Initially linear load is connected to unbalanced supply

voltage. The load current and source current can be observed as unbalanced but linear.

At time 0.1s filtering action begins as soon as Active Filter is switched ON and source

current can be observed as balanced waveform whereas load current is still

unbalanced. At time 0.3 sec a balanced non-linear load is connected at the distribution

side. Due to unbalance three phase supply voltage the load current is disturbed to be

non-sinusoidal and unbalanced. Active filter works to make the source current

sinusoidal and tries to balance the source current after time t=0.3s. Thus load

balancing is also achieved along with harmonic compensation.

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The DC capacitor voltage is initiates charging by the three phase supply. It is

maintained at 750V at time t=0.1s when Active Filter is activated. It can be observed

from Fig 3.20 that DC capacitor is able to attain the reference voltage of 750V under

the switching condition of nonlinear load at time t=0.3s.

Fig.3.19 The Transient Performance of Shunt Active Filter under Unbalanced Source

Balanced Load Condition

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Fig.3.20 The Charging of DC Capacitor of Shunt Active Filter under Unbalanced

Source Balanced Load Condition

3.11.2.3 Transient Performance of Shunt Active Filter under Balanced Source

Unbalanced Load Condition

The transient performance of the Shunt Active Filter under balanced source

unbalanced load condition is shown in Fig.3.21.Initially unbalanced linear load is

connected to the three phase sinusoidal source drawing the unbalanced current from

the three phase supply. Active Filter is activated at time t=0.1s ensuing source current

to be balanced and sinusoidal. A non-linear load is connected at 0.3 sec. Nonlinearity

and unbalancing can be seen in the load current whereas the source current is observed

as sinusoidal and balanced due to the filtering action provided by the Active Filter.

This verifies the proper compensation and load balancing characteristics of Active

Filter. The source voltage, source current, load current, compensating current are

depicted in Fig 3.21.

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Fig.3.21 The Transient Performance of Shunt Active Filter under Balanced Source

Unbalanced Load Condition

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Fig. 3.22 The Charging of DC Bus Voltage of Shunt Active Filter under Balanced

Source Unbalanced Load Condition

The charging of DC capacitor starts charging as soon as the three phase supply is

connected to the system. When the Active Filter is switched ON at time t=0.1s by

providing the gate pulses to IGBT’s of the VSI, DC capacitor activates to reach the

reference value of 750V as shown in Fig 3.22. At time t=0.3s nonlinear unbalanced

load is connected at the distribution side and it is observed that the DC bus voltage of

Active Filter is able to maintain close to the reference value under all disturbances.

3.11.2.4 Transient Performance of Shunt Active Filter with Unbalanced Source

Unbalanced Load Condition

The transient performance of the Shunt Active Filter under unbalanced source

unbalanced load condition showing the source voltage, source current, load current,

compensating current is depicted in Fig.3.23. Three phase unbalanced source is

connected to unbalanced linear load. Three phase source is unbalanced by making one

phase of the source at 200 V peak -to-peak with the phase difference of -30 degrees.

At time t=0.1s, Active Filter is switched ON ensuing the source current to be

balanced. At time 0.3s a non-linear load is connected at the distribution side affecting

the load current to be non-sinusoidal. Active filter works to make the source current

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purely sinusoidal and balanced. This confirms that Load balancing and harmonic

compensation is also achieved after time 0.3s.

The charging of DC capacitor starts charging as soon as the three phase supply is

connected to the system. When the Active Filter is switched ON at time t=0.1s by

providing the gate pulses to IGBT’s of the VSI, DC capacitor activates to reach the

reference value of 750V as shown in Fig 3.24. At time t=0.3s nonlinear unbalanced

load is connected at the distribution side and it is observed that the DC bus voltage of

Active Filter is able to maintain close to the reference value under all disturbances.

Fig. 3.23The Transient Performance of Shunt Active Filter under Unbalanced Source

Unbalanced Load Condition

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Fig.3.24 The Charging of DC Capacitor of Active Filter under Unbalanced Source

Unbalanced Load Condition using PI Controller

3.11.2.5 Performance of Shunt Active Filter with Balanced Source Balanced

Nonlinear Load Condition for Unity Power Factor Operation.

The performance of the Shunt Active Filter during linear and nonlinear lagging power

factor balanced load condition is depicted in Fig 3.25.Three phase source is initially is

connected to linear load with lagging power factor of 0.8 From time 0.4s to 0.6s,

Active Filter is switched ON to improve the power factor of linear load to unity. To

demonstrate the performance of active filter with a nonlinear load, load 2 is connected

at 0.7 with power factor of 0.9.Again Active Filter is made to work a time 0.8s and

reactive power is compensated for power factor correction and unity power factor is

achieved.

3.11.2.6 Performance of Shunt Active Filter using PI Controller with Balanced

Source Unbalanced Nonlinear Load Condition for Unity Power Factor Operation.

The performance of the Shunt Active Filter during linear and nonlinear lagging power

factor unbalanced load condition is depicted in Fig.3.26.Three phase source is initially

is connected to linear load with lagging power factor of 0.9 From time 0.4s to 0.6s,

Active Filter is switched ON to improve the power factor of linear load to unity. To

demonstrate the performance of active filter with a nonlinear load, load 2 is connected

at 0.7s with power factor of 0.9.Again Active Filter is made to work at time 0.8s and

reactive power is compensated for power factor correction and unity power factor is

achieved.

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Fig 3.25 Unity Power Factor Operation of Shunt Active Filter under Balanced Source

Balanced Load Condition

.

Fig.3.26 Unity Power Factor Operation of Shunt Active Filter under Balanced Source

Unbalanced Load Condition

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3.11.3 Steady State Performance of Unbalanced Nonlinear Load with Shunt

Active Filter

A Shunt Active Filter with SRF control strategy is used to reduce the Total Harmonic

Distortion and reactive power compensation along with load balancing. The steady

state performance of Shunt Active Filter is demonstrated by controlling the active

power loss represented by the DC link current of Active Filter. The comparison is

presented to reduce the THD of the source current by analyzing the FFT of source

current by conventional PI controller and other AI control techniques. The difference

between the DC capacitor voltage and capacitor reference voltage is given to various

controllers viz PI controller, Fuzzy controller, Artificial Neural Network controller

and PSO technique. The reactive power loss controlled by the conventional PI

controller is kept fixed to reduce the harmonic content of source current.

3.11.3.1 Steady State Performance of Unbalanced Nonlinear Load 1 without Shunt

Active Filter

The steady state performance of nonlinear load 1 connected to the three phase source

is shown in Fig 3.27.The rectifier load connected to the three phase source draws

nonlinear current from the source. Hence source current and load current are

unbalanced and distorted without filtering. Since active filter is not connected to the

system, there is no compensating current provided by the Active Filter. The FFT

analysis of load current shown in Fig 3.28 .It shows that THD of a phase a, phase b,

phase c is10.17 %.10.14% and14.51% respectively.

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Fig. 3.27The Steady State Performance of Unbalanced Nonlinear Load 1without Shunt

Active Filter

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Fig 3.28(a) FFT of Unbalanced Nonlinear Load 1 Current for Phase a

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Fig 3.28(b) FFT of Unbalanced Nonlinear Load 1 Current for Phase b

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Fig 3.28(c) FFT of Unbalanced Nonlinear Load 1 Current for Phase c

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3.11.3.2 Steady State Performance of Shunt Active Filter for Balanced Source

Unbalanced Load using PI Controller

An unbalanced load 1 with nonlinear characteristics is considered for the simulation.

The active power loss by the DC capacitor is controlled by PI controller. After

filtering the load current can be observed as unbalanced and non-sinusoidal whereas

source current is balanced and sinusoidal. The harmonic content of the source current

are considerably reduced and load balancing is achieved. The DC capacitor voltage is

shown in Fig 3.29.The steady state performance of Shunt Active Filter using PI

Controller for harmonic cancellation and reactive power compensation on the source

side is as shown in Fig 3.30. The difference between the uncompensated reactive

power and compensated reactive power depicts that reactive power compensation is

also accomplished as shown in Fig 3.31.The FFT analysis for three phases of source

current for 5 cycles shows that the THD of source current has been considerably

reduced to 2.93% for phase a, 3.34 % for phase b and 3.06% for phase c as shown in

Fig 3.32.

Fig 3.29 DC Capacitor Voltage of Shunt Active Filter for Nonlinear Load 1 using PI

Controller

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Fig. 3.30The Steady State Performance of Shunt Active Filter for Nonlinear Load 1

using PI Controller

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Fig 3.31 Reactive Power Compensation with Shunt Active Filter for Nonlinear Load 1

using PI Controller

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Fig 3.32(a) FFT of Source Current Phase a with Shunt Active Filter for Nonlinear

Load 1 using PI controller

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Fig 3.32 (b) FFT of Source Current Phase b with Shunt Active Filter for Nonlinear

Load 1 using PI controller

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Fig 3.32(c) FFT of Source Current Phase c with Shunt Active Filter for Nonlinear Load 1

using PI Controller

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3.11.3.3 Steady State Performance of Shunt Active Filter for Unbalanced Load using

Fuzzy Controller

An unbalanced nonlinear load 1 is connected to three phase source to study the steady

state performance of Shunt Active Filter using Fuzzy Controller for harmonic

cancellation. The implementation of the control strategy involves that the active power

loss is controlled by Fuzzy controller while the reactive power compensation is kept

fixed by PI controller. It can be observed from Fig 3.33 that the DC capacitor voltage

using Fuzzy controller gets constant and near to reference voltage. The source voltage,

source current, load current and Active Filter compensating current, depicted from Fig

3.34 shows that the harmonic filtering and load balancing is accomplished. Reactive

power compensation of load and source is shown in Fig 3.35.The FFT analysis for three

phases of source current for 5 cycles shows that the THD of source current has been

considerably reduced to 2.81% for phase a, 3.67 % for phase b and 3.20% for phase c as

shown in Fig 3.36.

Fig 3.33 DC Capacitor Voltage of Shunt Active Filter for Nonlinear Load 1 using Fuzzy

Controller

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Fig. 3.34 The Steady State Performance of Shunt Active Filter for Nonlinear Load 1

using Fuzzy Controller

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Fig 3.35 Reactive Power Compensation with Shunt Active Filter for Nonlinear Load 1

using Fuzzy Controller

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Fig 3.36(a) FFT of Source Current Phase a with Shunt Active Filter for Nonlinear Load 1

using Fuzzy controller

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Fig 3.36(b) FFT of Source Current Phase b with Shunt Active Filter for Nonlinear Load 1

using Fuzzy Controller

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Fig 3.36(c) FFT of Source Current Phase c with Shunt Active Filter for Nonlinear Load 1

using Fuzzy Controller

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3.11.3.4 Steady State Performance of Shunt Active Filter for Unbalanced Load using

Artificial Neural Network Controller

To study the steady state performance of Shunt Active Filter using Neural Network

Controller for harmonic cancellation and reactive power compensation, an unbalanced

nonlinear load 1 with nonlinear characteristics is considered for the simulation. The

active power loss by the DC capacitor is controlled by ANN controller. The DC capacitor

voltage shown in Fig 3.37 shows that DC voltage is maintained at 750 by the Shunt

Active Filter. The load current can be observed as unbalanced and non-sinusoidal

whereas source current is balanced and sinusoidal in the steady state performance of

Shunt Active Filter using ANN controller in Fig 3.38. The harmonic content of the source

current are considerably reduced, load balancing is achieved. The difference between the

load reactive power and source reactive power shown in Fig 3.39 depicts that reactive

power compensation is also accomplished. The FFT analysis for three phases of source

current for 5 cycles shows that the THD of source current has been considerably reduced

to 2.32% for phase a, 3.18 % for phase b and 2.78% for phase c as shown in Fig 3.40.

Fig 3.37 DC Capacitor Voltage of Shunt Active Filter for Nonlinear Load 1 using ANN

Controller

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Fig. 3.38 The Steady State Performance of Shunt Active Filter for Nonlinear Load 1

using ANN Controller

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Fig 3.39 Reactive Power Compensation with Shunt Active Filter for Nonlinear Load 1

using ANN Controller

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Fig 3.40(a) FFT of Source Current Phase a with Shunt Active Filter for Nonlinear Load 1

using ANN controller

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Fig 3.40(b) FFT of Source Current Phase b with Shunt Active Filter for Nonlinear

Load 1 using ANN Controller

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Fig 3.40(c) FFT of Source Current Phase c with Shunt Active Filter for Nonlinear

Load 1 using ANN Controller

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3.11.3.5 Steady State Performance of Shunt Active Filter for Unbalanced Load

using Particle Swarm Optimization Technique

To study the steady state performance of Shunt Active Filter using PSO technique

for harmonic cancellation and reactive power compensation, an unbalanced

nonlinear load 1 with nonlinear characteristics is considered for the simulation. The

active power loss by the DC capacitor is controlled by PSO technique. The gain

parameters of PI controller are optimized using PSO technique. Minimum of Time

integral of square of the error signal is considered as the objective function. The DC

capacitor voltage shown in Fig 3.41 shows that DC voltage is maintained at 750 by

the Shunt Active Filter. The load current can be observed as unbalanced and non-

sinusoidal whereas source current is balanced and sinusoidal in the steady state

performance of Shunt Active Filter using PSO technique in Fig 3.42. The harmonic

content of the source current are considerably reduced, load balancing is achieved.

Fig 3.43 shows the performance index versus no. of iteration graph to minimize the

objective function. The difference between the load reactive power and source

reactive power shown in Fig 3.44 depicts that reactive power compensation is also

accomplished. The FFT analysis for three phases of source current for 5 cycles

shows that the THD of source current has been considerably reduced to 2.66% for

phase a, 3.26 % for phase b and 2.83% for phase c as shown in Fig 3.45.

Fig 3.41 DC Capacitor voltage of Shunt Active Filter for Nonlinear Load 1 using

PSO Technique

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Fig. 3.42 The Steady State Performance of Shunt Active Filter for Nonlinear Load 1

using PSO Technique

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Fig 3.43 Performance Index J versus No. of Iteration Graph for Nonlinear Load 1

using PSO Technique

Fig 3.44 Reactive Power Compensation with Shunt Active Filter for Nonlinear

Load 1 using PSO Technique

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Fig 3.45(a) FFT of Source Current Phase a with Shunt Active Filter for Nonlinear

Load 1 using PSO Technique

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Fig 3.45(b) FFT of Source Current Phase b with Shunt Active Filter for Nonlinear

Load 1 using PSO Technique

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Fig 3.45(c) FFT of Source Current Phase c with Shunt Active Filter for Nonlinear

Load 1 using PSO Technique

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3.11.4. Steady State Performance of Low Voltage Industrial Application Load

This section presents the realization of three phase Shunt Active Filter with highly

inductive load. Automotive and Industrial Environment include examples of large

inductive load such as motors, solenoids, contactor coils, compressors, speakers,

relays, transformers, power supplies, power generators, etc. Reactive power required

by inductive loads increases apparent power, measured in Volt Amps (VA), which

causes the power factor to decrease. Low power factor causes power losses in the

electric distribution system, which causes voltage drops. Hence reactive power needs

to be compensated. A reduction in kVARs reduces apparent power and increases

power factor. Thus, in this section steady state performance of the Shunt Active

Filter is evaluated through MATLAB for harmonic cancellation along with reactive

power compensation considering Load 2, a unbalanced non-linear load with large

inductance.

The steady state performance of nonlinear Load 2 connected to the three phase

source is shown in Fig 3.46.The rectifier load connected to the three phase source

draws nonlinear current from the source. Hence source current and load current are

unbalanced and distorted without filtering. Since active filter is not connected to the

system, there is no compensating current provided by the Active Filter. The FFT

analysis of load current shown in Fig 3.47 shows that THD of a phase a, phase b,

phase c is14.74 %, 16.27% and19.66% respectively.

To demonstrate the steady state performance of Shunt Active Filter with SRF control

strategy to reduce the Total Harmonic Distortion, reactive power compensation and

load balancing the active power loss of Active Filter is controlled. The active power

loss represented by the DC link current is controlled by conventional PI controller

and other AI control techniques. The difference between the DC bus voltage and

capacitor reference voltage is given to various controllers viz PI controller, Fuzzy

controller, Artificial Neural Network controller and PSO technique. The reactive

power loss controlled by the conventional PI controller is kept fixed to reduce the

harmonic content of source current. The comparison is presented to reduce the THD

of the source current by analyzing the FFT of source current.

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Fig. 3.46 The Steady State Performance of Unbalanced Nonlinear Load 2 without

Shunt Active Filter

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Fig 3.47(a) FFT of Unbalanced Nonlinear Load 2 Current for Phase a

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Fig 3.47(b) FFT of Unbalanced Nonlinear Load 2 Current for Phase b

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Fig 3.47(c) FFT of Unbalanced Nonlinear Load 2 Current for Phase c

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3.11.4.1 Steady State Performance of Shunt Active Filter for Balanced Source

Unbalanced Load using PI Controller

An unbalanced nonlinear Load 2 with nonlinear characteristics is considered for the

simulation. The active power loss by the DC capacitor is controlled by PI controller.

After filtering the load current can be observed as unbalanced and non-sinusoidal

whereas source current is balanced and sinusoidal. The harmonic content of the

source current are considerably reduced and load balancing is achieved. The DC

capacitor voltage is shown in Fig 3.48. The steady state performance of Shunt Active

Filter using PI Controller for harmonic cancellation and reactive power

compensation on the source side is as shown in Fig 3.49. The difference between the

uncompensated reactive power and compensated reactive power depicts that reactive

power compensation is also accomplished as shown in Fig 3.50. Fig 3.51 shows the

FFT analysis of source current considering Load 2 with PI controller It is observed

that THD of phase a, phase b and phase c is 3.71 %,4.12 %,3.67 %.

Fig 3.48 DC Capacitor Voltage of Shunt Active Filter for Nonlinear Load 2 using PI

Controller

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Fig.3.49 The Steady State Performance of The Shunt Active Filter for Nonlinear

Load 2 using PI Controller

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Fig 3.50 Reactive Power Compensation with Shunt Active Filter for Nonlinear

Load 2 using PI Controller

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Fig 3.51 (a) FFT of Source Current Phase a with Shunt Active Filter for Nonlinear

Load 2 using PI Controller

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Fig 3.51 (b) FFT of Source Current Phase b with Shunt Active Filter for Nonlinear

Load 2 using PI controller

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Fig 3.51 (c) FFT of Source Current Phase c with Shunt Active Filter for Nonlinear

Load 2 using PI controller

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3.11.4.2 Steady State Performance of Shunt Active Filter for Unbalanced Load

using Fuzzy Controller

An unbalanced nonlinear Load 2 is connected to three phase source to study the

steady state performance of Shunt Active Filter using Fuzzy Controller for harmonic

cancellation. The implementation of the control strategy involves that the active

power loss is controlled by Fuzzy controller while the reactive power compensation

is kept fixed by PI controller. It can be observed from Fig 3.52 that the DC capacitor

voltage using Fuzzy controller gets constant and near to reference voltage. The

source voltage, source current, load current and Active Filter compensating current,

depicted from Fig 3.53 shows that the harmonic filtering and load balancing is

accomplished. Reactive power compensation of load and source is shown in Fig

3.54. Fig 3.55 shows the FFT analysis of source current considering load 2 with

Fuzzy controller It is observed that THD of phase a, phase b and phase c is 3.46 %,

3.93 %, 3.70 %.

Fig 3.52 DC Capacitor Voltage of Shunt Active Filter for Nonlinear Load 2 using

Fuzzy Controller

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Fig.3.53 The Steady State Performance of Shunt Active Filter for Nonlinear Load 2

using Fuzzy Controller

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Fig 3.54 Reactive Power Compensation with Shunt Active Filter for Nonlinear

Load 2 using Fuzzy Controller

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Fig 3.55(a) FFT of Source Current Phase a with Shunt Active Filter for Nonlinear

Load 2 using Fuzzy Controller

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Fig 3.55(b) FFT of Source Current Phase b with Shunt Active Filter for Nonlinear

Load 2 using Fuzzy Controller

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Fig 3.55(c) FFT of Source Current Phase c with Shunt Active Filter for Nonlinear

Load 2 using Fuzzy Controller

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3.11.4.3 Steady State Performance of Shunt Active Filter for Unbalanced Load

using Artificial Neural Network Controller

To study the steady state performance of Shunt Active Filter using Neural Network

Controller for harmonic cancellation and reactive power compensation, an

unbalanced nonlinear Load 2 with nonlinear characteristics is considered for the

simulation. The active power loss by the DC capacitor is controlled by ANN

controller. The DC capacitor voltage shown in Fig 3.56 shows that DC voltage is

maintained at 750 by the Shunt Active Filter. The load current can be observed as

unbalanced and non-sinusoidal whereas source current is balanced and sinusoidal in

the steady state performance of Shunt Active Filter using ANN controller in Fig

3.57. The harmonic content of the source current are considerably reduced, load

balancing is achieved. The difference between the load reactive power and source

reactive power shown in Fig 3.58 depicts that reactive power compensation is also

accomplished. Fig 3.59 shows the FFT analysis of source current considering load 2

with Neural Network It is observed that THD of phase a ,phase b and phase c is 3.16

%,3.16 %,3.29% respectively.

Fig 3.56 DC Capacitor Voltage of Shunt Active Filter for Nonlinear Load 2 using

ANN Controller

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Fig.3.57 The Steady State Performance of Shunt Active Filter for Nonlinear Load 2

using ANN Controller

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Fig 3.58 Reactive Power Compensation with Shunt Active Filter for Nonlinear

Load 2 using ANN Controller

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Fig 3.59(a) FFT of Source Current Phase a with Shunt Active Filter for Nonlinear

Load 2 using ANN Controller

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Fig 3.59(b) FFT of Source Current Phase b with Shunt Active Filter for Nonlinear

Load 2 using ANN Controller

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Fig 3.59(c) FFT of Source Current Phase c with Shunt Active Filter for Nonlinear

Load 2 using ANN Controller

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3.11.4.4 Steady State Performance of Shunt Active Filter for Unbalanced Load

using Particle Swarm Optimization Technique

To study the steady state performance of Shunt Active Filter using PSO technique

for harmonic cancellation and reactive power compensation, an unbalanced

nonlinear Load 2 with nonlinear characteristics is considered for the simulation. The

active power loss by the DC capacitor is controlled by PSO technique. The gain

parameters of PI controller are optimized using PSO technique. Minimum of Time

integral of square of the error signal is considered as the objective function. The DC

capacitor voltage shown in Fig 3.60 shows that DC voltage is maintained at 750 by

the Shunt Active Filter. The load current can be observed as unbalanced and non-

sinusoidal whereas source current is balanced and sinusoidal in the steady state

performance of Shunt Active Filter using PSO technique in Fig 3.61. The harmonic

content of the source current are considerably reduced, load balancing is achieved.

The difference between the load reactive power and source reactive power shown in

Fig 3.62 depicts that reactive power compensation is also accomplished. Fig 3.63

shows the performance index versus no. of iteration graph to minimize the objective

function. Fig 3.64 shows the FFT analysis of source current considering load 2 using

PSO technique It is observed that THD of phase a ,phase b and phase c is 3.08 %,

3.38 %, 3.18 % respectively.

Fig 3.60 DC Capacitor Voltage of Shunt Active Filter for Nonlinear Load 2 using

PSO Technique

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Fig.3.61The Steady State Performance of the Shunt Active Filter for Nonlinear Load

2 using PSO Technique

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Fig 3.62Performance Index J versus No. of Iteration Graph for Nonlinear Load 2

using PSO Technique

Fig 3.63 Reactive Power Compensation with Shunt Active Filter for Nonlinear

Load 2 using PSO Technique

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Fig 3.64(a) FFT of Source Current Phase a with Shunt Active Filter for Nonlinear

Load 2 using PSO Technique

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Fig 3.64(b) FFT of Source Current Phase b with Shunt Active Filter for Nonlinear

Load 2 using PSO Technique

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Fig 3.64(c) FFT of Source Current Phase c with Shunt Active Filter for Nonlinear

Load 2 using PSO Technique

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3.12 CONCLUSION

The chapter presents a Shunt Active Filter for suppressing power system harmonics,

reactive power compensation and load balancing using different controllers. The

operating principles of the Shunt AF are presented in this chapter, including the

modeling of the system state equations, description of different types of controller

(PI, FUZZY, ANN, PSO technique) used and the hysteresis control. The DC bus

voltage has been maintained constant equal to the reference voltage by all PI, fuzzy

and neural controllers. Comparative analysis of THD using PI controller, Fuzzy

controller and neural network controller and PSO technique showed that ANN

controller and Particle Swarm Optimization technique has been proved to be better in

terms of harmonic reduction. The gain parameters of PI controllers optimized by

PSO techniques minimize the ITSE criteria as the objective function. A comparative

analysis of Root Mean Square (RMS) values and THD of the source current for

nonlinear Load 1 and nonlinear Load 2 is given in Table 3.2 and Table 3.3. The

source current THD is reduced below IEEE standard (5%) with all controllers. After

compensation both source voltage and current are in phase with each other implies

that the harmonics are eliminated and reactive power is compensated to make power

factor close to unity. As the source current is becoming sinusoidal after

compensation power quality has been improved.

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Table 3.2 Comparison of RMS Value and THD of Source Current for Nonlinear

Load 1 with Shunt Active Filter using Different Controllers

Type of

Controller

Phase a Phase b Phase c

RMS

value

THD(%) RMS

value

THD(%) RMS

value

THD(%)

PI

Controller

33.43 2.93 32.08 3.34 32.33 3.06

Fuzzy

Controller

33.44 2.81 31.61 3.67 32.06 3.20

PSO

technique

33.3 2.66 32.23 3.26 32.37 2.83

Neural

Controller

33.52 2.32 31.81 3.18 32.38 2.78

Table 3.3 Comparison of RMS Value and THD of Source Current for Nonlinear

Load 2 with Shunt Active Filter using Different Controllers

Type of

Controller

Phase a Phase b Phase c

RMS

value

THD(%) RMS

value

THD(%) RMS

value

THD(%)

PI

Controller

24.14 3.71 23.6 4.12 24.21 3.67

Fuzzy

Controller

24.22 3.46 23.48 3.93 24.44 3.70

Neural

Controller

24.26 3.16 23.49 3.16 24.23 3.29

PSO

technique

24.35 3.08 23.18 3.38 24.31 3.18


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