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Direct Non-Iterative Power System State Solution and Estimation B. Fardanesh NYPA Advanced Energy Conference New York, 2013 0 145 130 754 2465 2210 0 0 0 25 60 348 676 1020 0 0 0 0 0 17 1 5 . 1 0 0 12 0 0 0 0 0 100 5 0 1 10 5 . 0 5 60 5 50 529 5 . 64 0 0 0 5 . 0 0 3 5 5 . 1 5 . 1 1 15 25 26 8 3 50 0 10 35 300 500 31 60 101 61 115 2600 231 5 0 11700 95 50 382 1170 40 95 2120 55 850 11893 5 . 1125 15 0 0 5 . 9 25 351 586 5 . 23 48 117 385 430 3042 162 3 0 1 0 5 0 0 1 0 5 . 0 26 0 5 0 3 10 0 0 4 0 100 1 10 0 26 29 0 0 0 0 117 0 1 5 0 0 0 5 . 9 0 0 85 0 0 0 1 75 . 9 0 0 0 5 0 118 0 0 10 90 0 5 17 75 . 0 3 0 0 0 1 10 0 26 97 5 . 13 0 0 1700 15 0 20 175 5 . 1 15 321 12 120 1667 5 . 163 9 25 0 5 . 0 30 0 0 6 10 17 156 260 0 64 0 1 1989 25 . 14 0 85 0 5 . 7 0 337 60 0 2849 5 . 241 14 13 12 11 10 9 8 7 6 5 4 3 2 1 t t t t t t t t t t t t t t 0 145 130 754 2465 2210 0 0 0 25 60 348 676 1020 0 0 0 0 0 17 1 5 . 1 0 0 12 0 0 0 0 0 100 5 0 1 10 5 . 0 5 60 5 50 529 5 . 64 0 0 0 5 . 0 0 3 5 5 . 1 5 . 1 1 15 25 26 8 3 50 0 10 35 300 500 31 60 101 61 115 2600 231 5 0 11700 95 50 382 1170 40 95 2120 55 850 11893 5 . 1125 15 0 0 5 . 9 25 351 586 5 . 23 48 117 385 430 3042 162 3 0 1 0 5 0 0 1 0 5 . 0 26 0 5 0 3 10 0 0 4 0 100 1 10 0 26 29 0 0 0 0 117 0 1 5 0 0 0 5 . 9 0 0 85 0 0 0 1 75 . 9 0 0 0 5 0 118 0 0 10 90 0 5 17 75 . 0 3 0 0 0 1 10 0 26 97 5 . 13 0 0 1700 15 0 20 175 5 . 1 15 321 12 120 1667 5 . 163 9 25 0 5 . 0 30 0 0 6 10 17 156 260 0 64 0 1 1989 25 . 14 0 85 0 5 . 7 0 337 60 0 2849 5 . 241 14 13 12 11 10 9 8 7 6 5 4 3 2 1 t t t t t t t t t t t t t t 0 145 130 754 2465 2210 0 0 0 25 60 348 676 1020 0 0 0 0 0 17 1 5 . 1 0 0 12 0 0 0 0 0 100 5 0 1 10 5 . 0 5 60 5 50 529 5 . 64 0 0 0 5 . 0 0 3 5 5 . 1 5 . 1 1 15 25 26 8 3 50 0 10 35 300 500 31 60 101 61 115 2600 231 5 0 11700 95 50 382 1170 40 95 2120 55 850 11893 5 . 1125 15 0 0 5 . 9 25 351 586 5 . 23 48 117 385 430 3042 162 3 0 1 0 5 0 0 1 0 5 . 0 26 0 5 0 3 10 0 0 4 0 100 1 10 0 26 29 0 0 0 0 117 0 1 5 0 0 0 5 . 9 0 0 85 0 0 0 1 75 . 9 0 0 0 5 0 118 0 0 10 90 0 5 17 75 . 0 3 0 0 0 1 10 0 26 97 5 . 13 0 0 1700 15 0 20 175 5 . 1 15 321 12 120 1667 5 . 163 9 25 0 5 . 0 30 0 0 6 10 17 156 260 0 64 0 1 1989 25 . 14 0 85 0 5 . 7 0 337 60 0 2849 5 . 241 14 13 12 11 10 9 8 7 6 5 4 3 2 1 t t t t t t t t t t t t t t 0 145 130 754 2465 2210 0 0 0 25 60 348 676 1020 0 0 0 0 0 17 1 5 . 1 0 0 12 0 0 0 0 0 100 5 0 1 10 5 . 0 5 60 5 50 529 5 . 64 0 0 0 5 . 0 0 3 5 5 . 1 5 . 1 1 15 25 26 8 3 50 0 10 35 300 500 31 60 101 61 115 2600 231 5 0 11700 95 50 382 1170 40 95 2120 55 850 11893 5 . 1125 15 0 0 5 . 9 25 351 586 5 . 23 48 117 385 430 3042 162 3 0 1 0 5 0 0 1 0 5 . 0 26 0 5 0 3 10 0 0 4 0 100 1 10 0 26 29 0 0 0 0 117 0 1 5 0 0 0 5 . 9 0 0 85 0 0 0 1 75 . 9 0 0 0 5 0 118 0 0 10 90 0 5 17 75 . 0 3 0 0 0 1 10 0 26 97 5 . 13 0 0 1700 15 0 20 175 5 . 1 15 321 12 120 1667 5 . 163 9 25 0 5 . 0 30 0 0 6 10 17 156 260 0 64 0 1 1989 25 . 14 0 85 0 5 . 7 0 337 60 0 2849 5 . 241 14 13 12 11 10 9 8 7 6 5 4 3 2 1 t t t t t t t t t t t t t t

Direct Non-Iterative Power System State Solution and Estimation B. Fardanesh NYPA Advanced Energy Conference New York, 2013

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Page 1: Direct Non-Iterative Power System State Solution and Estimation B. Fardanesh NYPA Advanced Energy Conference New York, 2013

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1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

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1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

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1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

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Direct Non-Iterative Power System State Solution and Estimation

B. Fardanesh

NYPA

Advanced Energy Conference

New York, 2013

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2210

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1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

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Page 2: Direct Non-Iterative Power System State Solution and Estimation B. Fardanesh NYPA Advanced Energy Conference New York, 2013

Basics of the Re-Linearization Method

X1

X2

f(x1,x2)

(X1*, X2*)

X1 X2

X12

X22

X1

X2

Ys and Zs

Page 3: Direct Non-Iterative Power System State Solution and Estimation B. Fardanesh NYPA Advanced Energy Conference New York, 2013

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1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

14

13

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0

145

130

754

2465

2210

0

0

0

25

60

348

676

1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

14

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0

145

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754

2465

2210

0

0

0

25

60

348

676

1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

14

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0

145

130

754

2465

2210

0

0

0

25

60

348

676

1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

14

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A Simple Example

• Redundant Polynomial Equations

• Dual Transformation and Direct One-Shot Solution

13125

11527

2635

1022

82

13222

21

32332

21

2232131

12232

22321

21

xxxxx

xxxxx

xxxxxx

xxxx

xxxxx

13

11

26

10

8

00121

5000

3501

0021

0000

50001

20107

00010

20000

01121

4

3

2

1

23

20

33

12

11

z

z

z

z

y

y

y

y

y

Page 4: Direct Non-Iterative Power System State Solution and Estimation B. Fardanesh NYPA Advanced Energy Conference New York, 2013

Basics of the Re-Linearization Method

If only one Z If Z1 and Z2 , we will have three ts

t

Y1(t)

Y2(t)

Y3(t)

t*

Y3(t1,t2 ,t3)=0

t1

t2(t1*, t2*, t3*)

t3

Y2(t1,t2 ,t3)=0

Y1(t1,t2 ,t3)=0

Page 5: Direct Non-Iterative Power System State Solution and Estimation B. Fardanesh NYPA Advanced Energy Conference New York, 2013

0

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754

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2210

0

0

0

25

60

348

676

1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

14

13

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Basics of the Re-Linearization Method

jminjnimmnij yyyyyy ....Form the hyperplanes:

24

23

22

214342324131214321 zzzzzzzzzzzzzzzzzzzz

In term of Zs and change variables to ts:

Page 6: Direct Non-Iterative Power System State Solution and Estimation B. Fardanesh NYPA Advanced Energy Conference New York, 2013

Vi2

Vi

Vj2

VjVi Vj

Vk2

Vk

Vj2

Vj

Vi2

Vi

Vi Vj

Vj Vk

Vi Vk

Vk Vl

Vi Vk

Vi Vj

Vj2

Vj

Vi2

Vi

Vk2

Vk

Vj Vl

Vl2

Vl

Relation to Network Topology

Page 7: Direct Non-Iterative Power System State Solution and Estimation B. Fardanesh NYPA Advanced Energy Conference New York, 2013

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25

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348

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1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

14

13

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0

145

130

754

2465

2210

0

0

0

25

60

348

676

1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

14

13

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5

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3

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1

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t

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t

t

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0

145

130

754

2465

2210

0

0

0

25

60

348

676

1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

14

13

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10

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3

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1

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t

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0

145

130

754

2465

2210

0

0

0

25

60

348

676

1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

14

13

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• Historically we have used iterative techniques to solve the state estimation problem

• A direct one-shot solution for the state of a power system is now possible

• Full AC solution-No Simplifications• No more iterations• No reliance on the “goodness” of the initial

guess• An envisioned faster more robust solution

New Paradigm

Page 8: Direct Non-Iterative Power System State Solution and Estimation B. Fardanesh NYPA Advanced Energy Conference New York, 2013

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2210

0

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25

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348

676

1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

14

13

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0

145

130

754

2465

2210

0

0

0

25

60

348

676

1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

14

13

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11

10

9

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5

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3

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1

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t

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t

t

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0

145

130

754

2465

2210

0

0

0

25

60

348

676

1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

14

13

12

11

10

9

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7

6

5

4

3

2

1

t

t

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t

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t

t

t

t

t

t

0

145

130

754

2465

2210

0

0

0

25

60

348

676

1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

14

13

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What is Required?

• Accurate measurements from the system at the control center

• Bus voltage phasor and line current phasor measurements

• Locally (at the substation) validated data– “Super-calibrator “ a plus

• Reliable and redundant communications network

Page 9: Direct Non-Iterative Power System State Solution and Estimation B. Fardanesh NYPA Advanced Energy Conference New York, 2013

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2210

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1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

14

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145

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2465

2210

0

0

0

25

60

348

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1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

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000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

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000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

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A Power System State Estimator/Solver

• Power Flow equations in Rectangular from• Naturally in the desired form:

• Measurement equations have similar form

NjQQbbaaYbaaaY

PPbabaYbbaaY

jj

jj

DGijjiijjiij

N

liij

DGijjiijijij

N

liij

,2.Im.Re

.Im.Re

iV =ai + jbi

Page 10: Direct Non-Iterative Power System State Solution and Estimation B. Fardanesh NYPA Advanced Energy Conference New York, 2013

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000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

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1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

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1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

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1020

000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

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Envisioned Benefits• Direct State Estimation• More robust– No more iterations• No reliance on the initial guess• Fast– Perhaps limited only by the

communication links’ latency• A much more “dynamic” assessment of the

system conditions and behavior• Potential for ultimate use in closed-loop and

automatic control of power systems

Page 11: Direct Non-Iterative Power System State Solution and Estimation B. Fardanesh NYPA Advanced Energy Conference New York, 2013

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000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

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000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

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000001715.10012000

00100501105.05605505295.64

0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

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000001715.10012000

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0005.00355.15.111525268

350010353005003160101611152600231

5011700955038211704095212055850118935.1125

15005.9253515865.23481173854303042162

3010500105.026050

31000401001100262900

001170150005.900850

00175.900050118001090

051775.03000110026975.13

001700150201755.1153211212016675.163

92505.0300061017156260064

01198925.1408505.7033760028495.241

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NYPA ECC Implementation• Snapshot from the Siemens EMS• Reduced NYS data—230kV and above• Solve for bus voltage phasors one bus away

from each PMU• Purely phasor based direct SE• Output can be utilized as “anchor points: for

the traditional SE• Will report on the performance soon