Simulation of Integrated Dynamic Voltage Restorer ... · turns off in a power system, with duration...

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IJSRD - International Journal for Scientific Research & Development| Vol. 4, Issue 04, 2016 | ISSN (online): 2321-0613 All rights reserved by www.ijsrd.com 1207 Simulation of Integrated Dynamic Voltage Restorer-Supercapacitor Analysis, for Power Quality Enhancement Using Feedforward Neural Network Control System Mrs. Kalyani Sahu 1 Prof. Devendra Sahu 2 1 P.G. Scholar 2 Assistant Professor 1,2 Department of Electrical & Electronics Engineering 1,2 DIMAT College, CSVTU University, C.G. India AbstractNow a days, the energy storage technologies usable and maintenance maintenance charge is decreasing quickly. The integration of this technology into the distribution power generation power quality is being enhanced since these devices gives quick response and high constance. Dynamic voltage restoration is a process and instrument necessity to maintain, or restore and also compensate functional electric load during voltage sag and swell, harmonics in voltage supply. DVR is the most reliable custom power device that can protect sensitive load and it can be entirely resolve the power quality problem in distribution power generation. Super capacitor is a specially designate capacitor which have low-energy density and high- power density, quick charge/discharge rates that area unit all ideal characteristic for meeting high voltage low energy events like grid intermittencies sag/swells. It combined the properties of capacitors and batteries into one device. SCAPs are electronic devices which are able of holding excessive amount of electrical intrust quantity. It is also called as Ultra Capacitor (UCAP). This paper describe the integration of SCAP-DVR system is used to compensate the temporary voltage sags and swells, which last form 3s to 1min. the design and control methods of both inverter and converter have been maintain and substantiate MATLAB simulation model. Also in this model, neural network control system and PWM pulse generation is used. Key words: DC-DC converter, neural control, dynamic voltage restorer (DVR), Supercapacitor, Voltage sag/swell I. INTRODUCTION Power quality means the quality of the normal voltage supplied to your facility. It is based on the extent of diversity of the voltage and current waveform from the ideal clean sinusoidal waveforms of fundamental frequency. To improve the power quality, it is necessary to know what kind of disturbances occurred and quality initially assign to the quality of the service delivered as ‘measured’ by the consumers efficiency to use the energy delivered in the desire manner. A power quality supervise system that is capable to automatically perceive, characterize and classify disturbance on electrical lines is thus requiredThe aim of power system is to give electrical energy or power to consumer. Non linear loads, utility switching and fault clearing produce disturbance that result the quality of this delivered power. In the instant scenario, electric power is viewed as an integral work with given characteristics, which can be measured, forecast, certified and improved. The word power quality indicate different things to different people. . Fig. 1: Block diagram of integrated DVR-SCAP Dynamic voltage restorer (DVR) is a power electronic converter-based device that has been designed to save critical loads from all supply-side disturbances and fault other than outages. A DVR is usually build round a dcac power converter that is connected in series with a distribution line through three single phase transformers. The dc side of the converter is connected to a dc energy-storage device, filter and buck-boost mode of converter. The energy state of the device is regulated by taking power from the feeder. By the use of different devices DVR compensate the voltage sag- swell and reduce the harmonics content. The major contribution of this composition is in integration SCAP for a broader frequent of application similar active/reactive power support, renewable intermittence smoothing, voltage sag/swell compensation and power quality conditioning to the distribution grid. Renewable intermittence smoothing is associate degree application which needs to bidirectional transfer of power from the grid to the SCAPs and vice-versa by charging and discharging the SCAP. This application needs high active power support within the 10s-3min constancy which may be obtained by integrating SCAPs through a shunt active power support in the 3s-1min period scale which can be provided integrating SCAP into the grid through series dynamic voltage restorer (DVR). All the on top of functionalities can also be provided by integrating the SCAP into restraint conditioner analysis situs. In this paper we also discuss about neural network (NN) control system which control the PWM signal in the integrated SCAP-DVR system. In existing system PI control strategy is used. So replaced by the NN control in proposed system we get the better response as compare to PI control system.

Transcript of Simulation of Integrated Dynamic Voltage Restorer ... · turns off in a power system, with duration...

Page 1: Simulation of Integrated Dynamic Voltage Restorer ... · turns off in a power system, with duration of more then one cycle and typically less than a few seconds. Fig. 5: Voltage Swell

IJSRD - International Journal for Scientific Research & Development| Vol. 4, Issue 04, 2016 | ISSN (online): 2321-0613

All rights reserved by www.ijsrd.com 1207

Simulation of Integrated Dynamic Voltage Restorer-Supercapacitor

Analysis, for Power Quality Enhancement Using Feedforward Neural

Network Control System Mrs. Kalyani Sahu1 Prof. Devendra Sahu2

1P.G. Scholar 2Assistant Professor 1,2Department of Electrical & Electronics Engineering

1,2DIMAT College, CSVTU University, C.G. IndiaAbstract— Now a days, the energy storage technologies

usable and maintenance maintenance charge is decreasing

quickly. The integration of this technology into the

distribution power generation power quality is being

enhanced since these devices gives quick response and high

constance. Dynamic voltage restoration is a process and

instrument necessity to maintain, or restore and also

compensate functional electric load during voltage sag and

swell, harmonics in voltage supply. DVR is the most reliable

custom power device that can protect sensitive load and it can

be entirely resolve the power quality problem in distribution

power generation. Super capacitor is a specially designate

capacitor which have low-energy density and high- power

density, quick charge/discharge rates that area unit all ideal

characteristic for meeting high voltage low energy events like

grid intermittencies sag/swells. It combined the properties of

capacitors and batteries into one device. SCAPs are electronic

devices which are able of holding excessive amount of

electrical intrust quantity. It is also called as Ultra Capacitor

(UCAP). This paper describe the integration of SCAP-DVR

system is used to compensate the temporary voltage sags and

swells, which last form 3s to 1min. the design and control

methods of both inverter and converter have been maintain

and substantiate MATLAB simulation model. Also in this

model, neural network control system and PWM pulse

generation is used.

Key words: DC-DC converter, neural control, dynamic

voltage restorer (DVR), Supercapacitor, Voltage sag/swell

I. INTRODUCTION

Power quality means the quality of the normal voltage

supplied to your facility. It is based on the extent of diversity

of the voltage and current waveform from the ideal clean

sinusoidal waveforms of fundamental frequency. To improve

the power quality, it is necessary to know what kind of

disturbances occurred and quality initially assign to the

quality of the service delivered as ‘measured’ by the

consumers efficiency to use the energy delivered in the desire

manner. A power quality supervise system that is capable to

automatically perceive, characterize and classify disturbance

on electrical lines is thus requiredThe aim of power system is

to give electrical energy or power to consumer. Non linear

loads, utility switching and fault clearing produce disturbance

that result the quality of this delivered power. In the instant

scenario, electric power is viewed as an integral work with

given characteristics, which can be measured, forecast,

certified and improved. The word power quality indicate

different things to different people.

.

Fig. 1: Block diagram of integrated DVR-SCAP

Dynamic voltage restorer (DVR) is a power

electronic converter-based device that has been designed to

save critical loads from all supply-side disturbances and fault

other than outages. A DVR is usually build round a dc–ac

power converter that is connected in series with a distribution

line through three single phase transformers. The dc side of

the converter is connected to a dc energy-storage device, filter

and buck-boost mode of converter. The energy state of the

device is regulated by taking power from the feeder. By the

use of different devices DVR compensate the voltage sag-

swell and reduce the harmonics content. The major

contribution of this composition is in integration SCAP for a

broader frequent of application similar active/reactive power

support, renewable intermittence smoothing, voltage

sag/swell compensation and power quality conditioning to

the distribution grid. Renewable intermittence smoothing is

associate degree application which needs to bidirectional

transfer of power from the grid to the SCAPs and vice-versa

by charging and discharging the SCAP. This application

needs high active power support within the 10s-3min

constancy which may be obtained by integrating SCAPs

through a shunt active power support in the 3s-1min period

scale which can be provided integrating SCAP into the grid

through series dynamic voltage restorer (DVR). All the on

top of functionalities can also be provided by integrating the

SCAP into restraint conditioner analysis situs.

In this paper we also discuss about neural network

(NN) control system which control the PWM signal in the

integrated SCAP-DVR system. In existing system PI control

strategy is used. So replaced by the NN control in proposed

system we get the better response as compare to PI control

system.

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Simulation of Integrated Dynamic Voltage Restorer-Supercapacitor Analysis, for Power Quality Enhancement Using Feedforward Neural Network Control System

(IJSRD/Vol. 4/Issue 04/2016/294)

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II. SYSTEM DESCRIPTION

A UCAP cannot be instantly connected to the dc-link of the

inverter like a battery, as the voltage profile of the UCAP

modify as it discharges energy. Therefore, there is a need to

integrate the UCAP system through a bidirectional dc–dc

converter, which maintains a stiff dc-link voltage, as the

UCAP voltage decreases while discharging and increases

while charging. The model of the bidirectional dc–dc

converter and its controller are shown in Fig. 2,

A bidirectional dc–dc converter is need as an

interface between the UCAP and the dc-link since the UCAP

voltage deviate with the amount of energy discharged while

the dc-link voltage has to be stiff.

Fig. 2: Model of three-phase series inverter (DVR) and its

controller with integrated higher order controller.

Average current mode control, which is widely

explored in, is used to regulate the output voltage of the

bidirectional dc–dc converter in both buck and boost modes

while charging and discharging the UCAP. where the dc-link

and actual output voltage Vout is compared with the

reference voltage Vref and the error is passed through the

voltage compensator, which generates the average reference

current Iucref .When the inverter is discharging power into

the grid during voltage sag event, the dc-link voltage Vout

tends to go below the reference Vref and the error is positive;

Iucref is positive and the dc–dc converter operates in boost

mode. When the inverter is absorbing power from the grid

during voltage swell event or charging the UCAP, Vout tends

to increase above the reference Vref and the error is negative;

Iucref is negative and the dc–dc converter operates in buck

mode. Therefore, the sign of the error between Vout and Vref

determines the sign of Iucref and thereby the direction of

operation of the bidirectional dc–dc converter. The reference

current Iucref is then compared to the actual UCAP current

(which is also the inductor current) Iuc and the error is then

passed through the current compensator.

A. Dynamic Voltage Restorer (Dvr):

DVR is the most intense and effective custom power device.

The reason behind this is its lower expense, smaller size and

its immovable response towards the disturbances.

Fig. 3: Basic Circuit Diagram of DVR

The main function of DVR is to offer the desired

voltage measure in series with the help of an injection

transformer whenever voltage sag is detected. DVR is a

device which is used to sustain, restore an operational electric

load when sag, swell and other disturbance is occurs in

voltage supply. This process uses critical device such as an

automatic transfer switch and IGBT module in order to work.

B. Proposed Neural Network (NN):

A neural network is a system with input and output and is

composed of many simple and uniform procedure elements.

Neural networks are recommended for aware control as a part

of well-known construction with adaptive critic. Recently,

much investigate has been done on application of NN for

control of nonlinear dynamic procedure. At instant, most of

the duty on system control using NNs are based on multilayer

feedforward NNs with more efficient variation of this

algorithm. The neural network based controller offers very

fast implementation of proposed PWM. In this project a

multilayer neural network is used The proposed project

occupy a feedforward neural network, which receives the

command voltage and generate PWM waves for single phase

bidirectional dc/dc converter with the help of logic circuits.

So the data to be used in NNs with back propagation learning

or more effective variation of that algorithm.

III. PROBLEM IDENTIFICATION

Power quality is the capability to use the energy give forth in

the desire manner and to give sufficiently high grade

electrical services to the customer. Synchronization of the

voltage frequency section allow electrical system to execute

their intended manner while not important loss of

performance or life. The word is used to explain electric

power that drives an electrical load and the load’s capability

to perform properly. Without the right power, an electrical

device may malfunction. Fail untimely or not operate, which

effects the distribution system. There are the some power

quality problem defines-

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Simulation of Integrated Dynamic Voltage Restorer-Supercapacitor Analysis, for Power Quality Enhancement Using Feedforward Neural Network Control System

(IJSRD/Vol. 4/Issue 04/2016/294)

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A. Voltage Sag:

A decay of the normal voltage level with ranging from 10-

90% at any instant of Time and for duration of 0.5 cycle to 1

min.

Fig. 4: Voltage Sag

B. Voltage Swell:

Voltage swell is defined as temporary increase of the voltage,

external normal tolerances. Or it happens when a heavy load

turns off in a power system, with duration of more then one

cycle and typically less than a few seconds.

Fig. 5: Voltage Swell

C. Harmonics:

A harmonic frequency is a multiple of the fundamental

frequency and this frequency of the ac electric power

distribution system is 50 Hz. A harmonic frequency is any

sinusoidal frequency, Harmonic frequencies can be even or

odd multiples of the sinusoidal fundamental frequency.

IV. MODELING AND SIMULATION RESULTS

Fig. 6: Simulation model of SCAPs supported DVR system

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Simulation of Integrated Dynamic Voltage Restorer-Supercapacitor Analysis, for Power Quality Enhancement Using Feedforward Neural Network Control System

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(a)

(b)

(c)

(d)

In fig.7 (a) shows source voltage and source current.

In this consideration 50% 3 phase voltage sag/swell occurring

at the utility grid, which is initiated 0.2s and it is kept until

0.4s with total voltage sag/swell duration of 0.2s. fig 7 (b), (c)

shows the load output voltage & current and inverted output

voltage and current with sag/swell and harmonics

compensation. Fig (d) shows the simulation graph of source

voltage and load voltage. In this graph results also shows the

exact output waves of the converter. All this result are

analyzed by using existing PI control system.

(a)

(b)

(c)

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Simulation of Integrated Dynamic Voltage Restorer-Supercapacitor Analysis, for Power Quality Enhancement Using Feedforward Neural Network Control System

(IJSRD/Vol. 4/Issue 04/2016/294)

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(d)

In fig.8 (a) shows source voltage and source current.

In this consideration 50% 3 phase voltage sag/swell occurring

at the utility grid, which is initiated 0.2s and it is kept until

0.4s with total voltage sag/swell duration of 0.2s. fig 8 (b), (c)

shows the load output voltage & current and inverted output

voltage and current with sag/swell and harmonics

compensation. Fig (d) shows the simulation graph of source

voltage and load voltage. In this graph results also shows the

exact output waves of the converter. The simulation results

confirm to verify the feasibility of the proposed converter. All

this result are found by using proposed neural network

control system.

By comparing the results of both control system in

fig.4 (b) and fig.5 (b), the load output voltage and current

more variation is occurring in grid, which is initiated 0.2s to

0.4s. In an NN controller the output voltage consistency is

maintained at around 300V, but in PI controller that

consistency is not maintained. And in NN control low

variation in load voltage (Vrms) as compare to PI, shown in

fig.5 (d). Conclusion is that proposed system by using NN

controller is provide greater power quality response as

compare to existing model (PI).

A. Fft Analysis:

Fig. 9: Total Harmonic Distortion of SCAP-DVR using PI

controller

Fig.9 shows the Total Harmonic Distortion (THD)

of the SCAP-DVR using PI controller. Where the Total

Harmonic Distortion of SCAP-DVR using PI controller is

11.58% at fundamental frequency (60Hz).

Fig. 10: Total Harmonic Distortion of SCAP-DVR using

Neural Network

Fig.10 shows the Total Harmonic Distortion (THD)

of the SCAP-DVR using Neural Network. Where the THD of

integrated SCAP-DVR using Neural Network is 1.54% at

fundamental frequency (60Hz). A comparative study is made

between two controller for mitigating voltage sag. The

comparative study is based on the THD of the load voltage.

From this study it is clear that the neural control is more

efficient in mitigating the voltage sag/swell as compare to PI

control.

V. CONCLUSION

The operation of a integrated SCAP-DVR system for

improving power quality, by using neural network control

system is analyzed in this paper. A higher level integrated

neural network control system is proposed which takes

decisions based on the system parameter, gives input to the

inverter and bidirectional dc-dc converter controllers to carry

out their control actions. The control strategy of the SCAP-

DVR is based on adc-dqo method for improving voltage

profile. The proposed system by using NN controller is

provide greater power quality response as compare to existing

model (PI). The THD in existing PI model is 11.48% but in

proposed NN control system THD is 1.54%, so we get reduce

harmonics in proposed model. In addition, it improves the

system efficiency to approx 98% as well as reduce voltage

sag/swell problem in critical load. The simulation of the

integrated SCAP-DVR system, power quality in distribution

grid will be enhance, also compensate sag/swell, harmonics

and result satisfy the validity of proposed NN control

strategy.

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Simulation of Integrated Dynamic Voltage Restorer-Supercapacitor Analysis, for Power Quality Enhancement Using Feedforward Neural Network Control System

(IJSRD/Vol. 4/Issue 04/2016/294)

All rights reserved by www.ijsrd.com 1212

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