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Initialisation and Load Flow with EMTP RV for Multiterminal DC grids P. RAULT (PhD Student) Supervisors: F. Colas (L2EP) X. Guillaud (L2EP) S. Nguefeu (RTE)

Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

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Page 1: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

Initialisation and Load Flow with EMTP RV for Multiterminal DC grids P. RAULT (PhD Student) Supervisors: F. Colas (L2EP) X. Guillaud (L2EP) S. Nguefeu (RTE)

Page 2: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

2 Pierre RAULT / EMTP-rv user group / June 20th 2011

Outline

1) Context

2) Find DC steady state solution

3) Initialize the DC network

4) Converter initialization

5) Initialize the overall system

6) Conclusion & Improvement

Page 3: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

3 Pierre RAULT / EMTP-rv user group / June 20th 2011

Context

EWEAโ€™s 20 year offshore network development plan

Source: EWEA 2009

Currently operating offshore cable Under construction or planned offshore cable Under study by TSO Under study by TSO/EWEA recommendation Proposed by EWEA in the 2020 timeframe Proposed by EWEA in the 2030 timeframe Proposed offshore node Concession and development zones

Page 4: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

4 Pierre RAULT / EMTP-rv user group / June 20th 2011

The TWENTIES wind energy project Secure large-scale integration of wind power into the European electricity grid โ€ข Demonstration project โ€ข Lunched by EU โ€ข 62 Mโ‚ฌ (32Mโ‚ฌ Directly provided by EU) โ€ข 26 Electrical companies & Research institutions โ€ข 10 Member states are represented โ€ข Coordinated by Red Elรฉctrica de Espaรฑa

RTE task: Improving safety and security for offshore wind generation โ€ข Control & protection to roll out HVDC grid

Further information โ€ข http://www.twenties-project.eu

Page 5: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

5 Pierre RAULT / EMTP-rv user group / June 20th 2011

Context: My work

Multiterminal HVDC network

How can we control this mesh HVDC grid?

Page 6: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

6 Pierre RAULT / EMTP-rv user group / June 20th 2011

Outline

1) Context

2) Find DC steady state solution

3) Initialize the DC network

4) Converter initialization

5) Initialize the overall system

6) Conclusion & Improvements

Page 7: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

7 Pierre RAULT / EMTP-rv user group / June 20th 2011

Example of 4 terminals

๐ผ๐ท๐ถ2 ๐ผ๐ท๐ถ1

๐ผ๐ท๐ถ4

๐‘‰๐ท๐ถ1 ๐‘‰๐ท๐ถ2

๐‘‰๐ท๐ถ4

๐‘…12

๐‘…2

4

๐ผ๐ท๐ถ3

๐‘‰๐ท๐ถ3

๐‘…2

3

๐‘…34

๐‘… =

๐‘…11 ๐‘…12 ๐‘…13 ๐‘…14

๐‘…21 ๐‘…22 ๐‘…23 ๐‘…24

๐‘…31 ๐‘…32 ๐‘…33 ๐‘…34

๐‘…41 ๐‘…42 ๐‘…43 ๐‘…44

Resistor matrix

Page 8: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

8 Pierre RAULT / EMTP-rv user group / June 20th 2011

Steady state equations

Voltage controlled

Current controlled

๐ผ12 = (๐‘‰๐ท๐ถ1โˆ’๐‘‰๐ท๐ถ2

)/ ๐‘…12

๐ผ13 = (๐‘‰๐ท๐ถ1โˆ’๐‘‰DC3

)/ ๐‘…13

๐ผ14 = (๐‘‰DC1โˆ’๐‘‰๐ท๐ถ4

)/ ๐‘…14

๐ผ23 = (๐‘‰DC2โˆ’๐‘‰DC3

)/ ๐‘…23

๐ผ24 = (๐‘‰๐ท๐ถ2โˆ’๐‘‰DC4

)/ ๐‘…24

๐ผ34 = (๐‘‰DC3โˆ’๐‘‰๐ท๐ถ4

)/ ๐‘…34

๐ผ๐ท๐ถ1= ๐ผ12 + ๐ผ13 + ๐ผ14 + ๐‘‰DC1

/๐‘…11

๐‘‰DC2= ๐ผ12 โˆ’ ๐ผ23 โˆ’ ๐ผ24 + ๐ผDC2

. ๐‘…22

๐‘‰DC3= ๐ผ13 + ๐ผ23 โˆ’ ๐ผ34 + ๐ผ๐ท๐ถ3

. ๐‘…33

๐‘‰DC4= ๐ผ14 + ๐ผ24 + ๐ผ34 + ๐ผDC4

. ๐‘…44

&

Page 9: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

9 Pierre RAULT / EMTP-rv user group / June 20th 2011

Find steady state solution = solve matrix equation

Voltage controlled

Current controlled

๐ผ๐ท๐ถ1

๐‘‰๐ท๐ถ2

๐‘‰๐ท๐ถ3

๐‘‰๐ท๐ถ4

๐ผ12

๐ผ13

๐ผ14

๐ผ23

๐ผ24

๐ผ34

=

0 0 0 0 1 1 1 0 0 00 0 0 0 ๐‘…22 0 0 โˆ’๐‘…22 โˆ’๐‘…22 00 0 0 0 0 ๐‘…33 0 ๐‘…33 0 โˆ’๐‘…33

0 0 0 0 0 0 ๐‘…44 0 ๐‘…44 ๐‘…44

0 โˆ’1/๐‘…12 0 0 0 0 0 0 0 00 0 โˆ’1/๐‘…13 0 0 0 0 0 0 00 0 0 โˆ’1/๐‘…14 0 0 0 0 0 00 1/๐‘…23 โˆ’1/๐‘…23 0 0 0 0 0 0 00 1/๐‘…24 0 โˆ’1/๐‘…24 0 0 0 0 0 00 0 1/๐‘…34 โˆ’1/๐‘…34 0 0 0 0 0 0

๐ผ๐ท๐ถ1

๐‘‰๐ท๐ถ2

๐‘‰๐ท๐ถ3

๐‘‰๐ท๐ถ4

๐ผ12

๐ผ13

๐ผ14

๐ผ23

๐ผ24

๐ผ34

+

1/๐‘…11 0 0 00 ๐‘…22 0 00 0 ๐‘…33 00 0 0 ๐‘…44

1/๐‘…12 0 0 01/๐‘…13 0 0 01/๐‘…14 0 0 0

0 0 0 00 0 0 00 0 0 0

๐‘‰๐ท๐ถ1

๐ผ๐ท๐ถ2

๐ผ๐ท๐ถ3

๐ผ๐ท๐ถ4

Input vector

Page 10: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

10 Pierre RAULT / EMTP-rv user group / June 20th 2011

Outline

1) Context

2) Find DC steady state solution

3) Initialize the DC network

4) Converter initialization

5) Initializing the overall system

6) Conclusion & Improvements

Page 11: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

11 Pierre RAULT / EMTP-rv user group / June 20th 2011

Strategy to start DC simulation from steady state

1

โ€ข Input vector

โ€ข Resistor matrix

2

โ€ข Build the steady state matrix

โ€ข Run DC steady state solution

2 โ€ข Transmit SS solution to DC initializing bloc

3

โ€ข Find Steady-state solution and start from steady-state

4 โ€ข Display results

Page 12: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

12 Pierre RAULT / EMTP-rv user group / June 20th 2011

Build a Marix / LF DC

1) Develop method in JavaScript for matrix

operation

2) Program a java script application for DC load flow

1) Usable with any input data

1 & 2

Page 13: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

13 Pierre RAULT / EMTP-rv user group / June 20th 2011

Changing global data 2 3

1) Create new structure named โ€œStationโ€ AC voltage Active power Reactive power DC voltage

2) Get global data object var cct = currentCircuit();

var attr=cct.getAttribute('GlobalDataTag');

oGlobalData=getGlobalValue(attr);

3) Save globale data oGlobalData.station=station;//save new global data object

oGlobalData.confirm_device_updates=true;

cct.setAttribute('GlobalDataTag',attr);

4) update global data in all the circuit parseScriptFile('update_variables_in_black_boxes.dwjโ€™)

Page 14: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

14 Pierre RAULT / EMTP-rv user group / June 20th 2011

Using a table of global data in ยซ Black box device ยป

Data for station nยฐ1

Initialization For each converter

2 3

Page 15: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

15 Pierre RAULT / EMTP-rv user group / June 20th 2011

Initialization establishing DC voltage (ยซ ฮ  ยป)

Page 16: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

16 Pierre RAULT / EMTP-rv user group / June 20th 2011

1) Currents are well initialized 2) There is no transient

Current Voltage

1249,7 ๐ด (๐ฟ๐น = 1250)

โˆ’625,32 ๐ด (๐ฟ๐น = โˆ’625)

โˆ’937,8 ๐ด (๐ฟ๐น = โˆ’937,5)

313,46 ๐ด (๐ฟ๐น = 313.77)

Initialization establishing DC voltage (ยซ ฮ  ยป)

Page 17: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

17 Pierre RAULT / EMTP-rv user group / June 20th 2011

1278 ๐ด (๐ฟ๐น = 1250)

โˆ’596 ๐ด (๐ฟ๐น = โˆ’625)

โˆ’908 ๐ด (๐ฟ๐น = โˆ’937,5)

342.6 ๐ด (๐ฟ๐น = 313.77)

Initialization establishing DC voltage (ยซ FDQ ยป)

1) There is no transient 2) Small current error (<1,24%)

Current Voltage

Page 18: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

18 Pierre RAULT / EMTP-rv user group / June 20th 2011

Outline

1) Context

2) Find DC steady state solution

3) Initialize the DC network

4) Converter initialization

5) Initialize the overall system

6) Conclusion & Improvements

Page 19: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

19 Pierre RAULT / EMTP-rv user group / June 20th 2011

How start a time-domain solution using converter AC/DC?

1

โ€ข Put AC load flow bus

โ€ข Fill it with DC results

2 โ€ข Start the EMTP-rvโ€™s AC load flow

3

โ€ข Start Steady-state solution from Load-Flow solution

4

โ€ข Step between steady-state solution and time simulation

Page 20: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

20 Pierre RAULT / EMTP-rv user group / June 20th 2011

AC Load Flow for initializing the AC part of each converter

Converter disconnected

PQ ๐‘ƒ๐‘š, ๐‘„๐‘š

SB ๐‘‰๐‘”, ๐›ฟ๐‘”

No participation to the load flow calculation

Using short circuit

impedance

Data from DC steady state calculations

?

Page 21: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

21 Pierre RAULT / EMTP-rv user group / June 20th 2011

Starting simulation (Power part)

+

Initialization DC voltage

Converter unplugged

PQ ๐‘ƒ๐‘š, ๐‘„๐‘š

SB ๐‘‰๐‘”, ๐›ฟ๐‘”

Generator & impedance initialized

by the SB node Generator initialized

by the PQ node

Voltage capacitor no initialized

Page 22: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

22 Pierre RAULT / EMTP-rv user group / June 20th 2011

Initialization of the control part

Current Controller

V

Voltage Controller

+ -

๐‘–๐‘  ๐‘Ÿ๐‘’๐‘“

๐‘ข๐‘  ๐‘Ÿ๐‘’๐‘“ Power

Controller +

- ๐‘ƒ๐‘” ๐‘Ÿ๐‘’๐‘“

๐‘–๐‘  ๐‘Ÿ๐‘’๐‘“

๐‘ก๐‘Ÿ5% = 100๐‘š๐‘  ๐‘ก๐‘Ÿ5% = 100๐‘š๐‘ 

๐‘ก๐‘Ÿ5% = 10๐‘š๐‘ 

Control choice

1 2

PWM

Controllers have to be initialized

Page 23: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

23 Pierre RAULT / EMTP-rv user group / June 20th 2011

How initialize a controller from EMTP steady state solution?

Park

๐‘–๐‘ ๐‘Ž(0) ๐‘–๐‘ ๐‘(0) ๐‘–๐‘ ๐‘(0)

๐›ฟ๐‘”(0)

๐‘–๐‘ ๐‘‘(0) ๐‘–๐‘ ๐‘ž(0)

Park

๐‘ฃ๐‘š๐‘Ž(0) ๐‘ฃ๐‘š๐‘(0) ๐‘ฃ๐‘š๐‘(0)

๐›ฟ๐‘”(0)

๐‘ฃ๐‘š๐‘‘(0) ๐‘ฃ๐‘š๐‘ž(0)

PI + -

+ +

init

๐ฟ๐œ”

๐‘–๐‘ ๐‘‘ ๐‘Ÿ๐‘’๐‘“ = ๐‘–๐‘ ๐‘‘(0)

๐‘–๐‘ ๐‘‘(0)

๐‘–๐‘ ๐‘ž(0)

๐‘ฃ๐‘š๐‘‘(0) 0 +

+

๐‘ฃ๐‘”๐‘‘(0)

๐‘–๐‘›๐‘–๐‘ก = ๐‘ฃ๐‘š๐‘‘ 0 โˆ’ ๐‘ฃ๐‘”๐‘‘ 0 โˆ’ ๐ฟ๐œ”๐‘–๐‘ ๐‘ž(0)

Example : Cuurent controller

Measures & transformations

Page 24: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

24 Pierre RAULT / EMTP-rv user group / June 20th 2011

Initializing example: Current controller

PI + -

+ +

init

๐ฟ๐œ”

๐‘–๐‘ ๐‘‘ ๐‘Ÿ๐‘’๐‘“

๐‘–๐‘ ๐‘‘

๐‘–๐‘ ๐‘ž

๐‘ฃ๐‘š๐‘‘ +

+

๐‘ฃ๐‘”๐‘‘

๐‘–๐‘›๐‘–๐‘ก = ๐‘ฃ๐‘š๐‘‘ 0 โˆ’ ๐‘ฃ๐‘”๐‘‘ 0 โˆ’ ๐ฟ๐œ”๐‘–๐‘ ๐‘ž(0)

Current controller

Initialization block diagram

init

๐‘ฃ๐‘š๐‘‘ Hold t0

Hold t0 ๐‘ฃ๐‘”๐‘‘

๐‘–๐‘ ๐‘ž Hold t0

- +

๐ฟ๐œ”

- +

Page 25: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

25 Pierre RAULT / EMTP-rv user group / June 20th 2011

Transition initialization/simulation

Converter unplugged

t=0 (steady state solution)

+

t>0

โ€ข Ideal switches are used between 2 configurations

โ€ข Change before the first calculation step

Converter plugged

Page 26: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

26 Pierre RAULT / EMTP-rv user group / June 20th 2011

Outline

1) Context

2) Find DC steady state solution

3) Initialize the DC network

4) Converter initializing

5) Initialize the overall system

6) Conclusion & Improvements

Page 27: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

27 Pierre RAULT / EMTP-rv user group / June 20th 2011

Time-domain simulation with MTDC and AC grids

1

โ€ข Start DC steady state solution

โ€ข Put results in global data

2

โ€ข Fill PQ node with corresponding global data

โ€ข Start AC load flow

3 โ€ข Start Steady-state solution from Load-Flow

solution

Procedure to follow

Page 28: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

28 Pierre RAULT / EMTP-rv user group / June 20th 2011

Outline

1) Context

2) Find DC steady state solution

3) Initialize the DC network

4) Converter initializing

5) Initializing the overall system

6) Conclusion & Improvements

Page 29: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

29 Pierre RAULT / EMTP-rv user group / June 20th 2011

Conclusion

1) Calculation of a DC steady state in JavaScript (Matrix operations)

2) Creation of global data in a JavaScript file

3) Use of these data to initialize a AC load flow

4) Initialization of controllers from AC load flow results

5) Startup of time-domain simulation AC/DC from steady state

Page 30: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

30 Pierre RAULT / EMTP-rv user group / June 20th 2011

Improvement & further work

1) Initialize measure filters

2) Initialize a detailed converter

3) Use a file to initialize simulation data

4) Use EMTP-rv features to initialize DC

Page 31: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

Thank you for your attention!

Page 32: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

32 Pierre RAULT / EMTP-rv user group / June 20th 2011

APPENDIXES

Page 33: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

33 Pierre RAULT / EMTP-rv user group / June 20th 2011

Structure ยซ Station ยป

Page 34: Initialisation et Load Flow sous EMTPย ยท 8 Pierre RAULT / EMTP-rv user group / June 20th 2011 Steady state equations Voltage controlled Current controlled ๐ผ12=(๐‘‰ 1 โˆ’๐‘‰ 2)

34 Pierre RAULT / EMTP-rv user group / June 20th 2011

Put LF results in table of structure

Each station is represented by a structure of index i