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Discrete Time Modeling And Control Of DC/DC Switching Converter For Solar Energy Systems Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

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Page 1: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

Discrete Time Modeling And Control Of DC/DC Switching Converter For

Solar Energy Systems

Advanced Mechanical DesignDecember 2008

Shaghayegh Kazemlou

Advisor: Dr. Shahab Mehraeen

Louisiana State University

Page 2: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

Part I: Grid-connected Renewable System

Part II: Converter Discrete-Time Model

Part III: Converter Discrete-time Control Design

Part IV: Simulation Results

Part V: Summary and Future Works

Outline

2

Page 3: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

Grid-connected Renewable System

Advanced Mechanical DesignDecember 2008

Part I

Page 4: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

Solar System Model

4

Solar power generation system Solar panels

DC-DC buck converter

Grid-tie inverter (GTI)

Objective stabilizing the inverter DC-link capacitor

Omitting solar power oscillations

Page 5: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

Grid-Tie Inverter

5

Solar power generation system

Synchronous Generator (SG)

outv controller

dynamics es

outoutout PP

dt

dvvC

Page 6: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

6

SG dynamical equations

fdd

ddq

d

d

dq

em

EVx

xxE

x

x

TE

PPM

)cos(1

1

0

fdERE

fd

d

dqd

d

q

qd

EKVT

E

Vx

xxE

x

x

TE

1

)sin(1

0

)(1

esout

PPC

fdrdr

drdrqr

dr

dr

rdqr EV

x

xxE

x

x

TE )cos(

)(1

0

)sin(

)(1

0V

x

xxE

x

x

TE

dr

drqrdr

dr

qr

rqdr

fdrErRrEr

fdr EKVT

E 1

Inverter dynamical equations

Inverter gain ( ) and ac voltage angle ( ) are the control inputsink

Grid-Tie Inverter Model/Observer

2)( 22outoout vv ( )

Page 7: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

Converter Discrete-Time Model

Advanced Mechanical DesignDecember 2008

Part II

Page 8: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

DC-DC Buck Converter

8

dc-dc buck converter control system

Objective: Maintaining the solar power constant by adjusting duty cycle d

Page 9: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

Converter Discrete-Time Model

9

Photovoltaic array output current is a nonlinear function of

][]][][[])1[( kTvkTidkTiC

TTkv inLin

inin

][]][][[])1[( kTikTvkTvdL

TTki LoutinL

Converter discrete-time equations

][kTiin ][kTvin

)1(][ ][ Tsin VnkTvopspin eInInkTi

Page 10: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

Converter Discrete-time Control DesignAdvanced Mechanical Design

December 2008

Part III

Page 11: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

State Feedback Controller

11

kukTxgkTxfTkx ])[(])[(])1[(1

TLin

T ivxxx ][][ 21 duk Input:

Tracking error : ][][][ 11 kTxkTxkTz d

stable 10 K

][kTzKuu d

])1[(])[(])[( 11 TkxkTxfkTxgu dd

][])1[( kTzKTkz

][]][][[])1[( kTvkTidkTiC

TTkv inLin

inin

Page 12: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

Neural Network function approximation

12

: activation function

Weight estimation error :

: positive design constant

]))1[(,(])1[(])[(])[( 111 TkxxWTkxkTxfkTxgu d

Tdd

WWW~ˆ

])1[(][ˆ])1[(ˆ 1 TkzckTWcTkW

NN weight update law :

1c

Page 13: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

Simulation Results

Advanced Mechanical DesignDecember 2008

Part IV

Page 14: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

Simulation Results

14

AVR+PSS mechanism for inverter

operational frequency of the converter : 10 kHz

three-phase resistive load with on each phase

Disturbance : load change from to at

solar module maximum power :

solar module maximum power point voltage :

System parameters

6R

WP mpps 1146,

Vv mppin 121,

6R 3.5R st 4.1

Page 15: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

Simulation Results

15

Solar Voltage Less than MPP Voltage: Vv setin 116,

1 1.2 1.4 1.6 1.8 2 2.2 2.41060

1080

1100

1120

1140

time [s]

Ps

[W]

With Controller

Without Controller

1 1.2 1.4 1.6 1.8 2 2.2 2.4105

110

115

120

time [s]

Vin

[V

]

With Controller

Without Controller

Converter input power Converter input voltage

Disturbance between t=1.4s to t=1.6s

Page 16: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

Simulation Results

16

Solar Voltage Less than MPP Voltage: Vv setin 116,

Converter output voltage Converter inductance current

1.2 1.4 1.6 1.8 2 2.2 2.495

100

105

time [s]

Vou

t [V

]

With Controller

Without Controller

1 1.2 1.4 1.6 1.8 2 2.2 2.410

10.5

11

11.5

12

time [s]

IL [

A]

With Controller

Without Controller

1 1.2 1.4 1.6 1.8 2 2.2 2.49.6

9.7

9.8

9.9

time [s]

Iin [

A]

With Controller

Without Controller

Converter input current

Page 17: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

Simulation Results

17

Solar Voltage higher than MPP Voltage: Vv setin 131,

Converter input power Converter input voltage

1 1.2 1.4 1.6 1.8 2 2.2 2.4

1000

1050

1100

time [s]

Ps

[W]

With Controller

Without Controller

1 1.2 1.4 1.6 1.8 2 2.2 2.4127

128

129

130

131

132

time [s]

Vin

[V

]

With Controller

Without Controller

1 1.2 1.4 1.6 1.8 2 2.2 2.4

92

94

96

98

100

time [s]

Vou

t [V

]

With Controller

Without Controller

Converter output voltage

Page 18: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

Simulation Results

18

Input Voltage Adjustment to Load Change:

Converter input power Converter input voltage

tforRstforR

stforRstforR

2.23.5;2.28.16

8.14.16.4;4.103.5

1 1.5 2 2.5 31050

1100

1150

time [s]

Pin

[W

]

With Controller

Without Controller

1 1.5 2 2.5 3105

110

115

120

time [s]

Vin

[V

]

With Controller

Without Controller

1 1.5 2 2.5 390

95

100

105

110

time [s]

Vou

t [V

]

With Controller

Without Controller Converter output voltage

Page 19: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

Summary

19

The inverter is controlled by a novel stabilizer similar to power system stabilizer (PSS).

The interaction of the solar array dc-dc converter with the GTI is addressed. A nonlinear discrete-time model of a photovoltaic-connected buck converter was

presented. Adaptive neural network (NN) controller is employed to enhance stability of dc-dc

converter connected to grid-tie inverter (GTI) in the presence of power system disturbances.

Simulation results of the controller imply that the converter input voltage and power as well as the inductor current are stabilized which verifies the accuracy of the converter discrete-time model and the effectiveness of the proposed discrete-time controller.

Page 20: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

Recommendations for Future Works

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Improve the efficiency and effectiveness of discrete-time adaptive neural network in the power system stability and control

The system model can be developed to a more general distributed generation system where other renewable generators or synchronous generators all are interconnected. In this case each system is influenced by other subsystem’s states and a more general control method is necessary.

The solar system connected dc-dc converter can be modeled in a dc distribution system with interconnected subsystems working in high penetration of renewable generation.

Page 21: Advanced Mechanical Design December 2008 Shaghayegh Kazemlou Advisor: Dr. Shahab Mehraeen Louisiana State University

Thank You for Your Attention

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