Top Banner

of 190

DT2008-0211

Mar 02, 2016

Download

Documents

antegeia2222

ΤΕΧΝΙΚΑ
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
  • .

    : .

    : .

    , 2008

  • .

    : .

    : .

    2008.

    , 2008

    ............................ .

    ............................ .

    ............................ .

    144

  • 0

    ................................... .

    ...

    Copyright . , 2008. . All rights reserved. , , , . , , , . .

    .

  • 1

    ,

    ,

    .

    MATLAB(Simulink) PSCAD/EMTDC.

    ,

    ,

    .

    150kV,

    .

    (R),

    .

    .

    MATLAB.

    . ,

    ,

    .

    , PSCAD/EMTDC

    .

    .

    , , , , ,

    , , , ,

    Simulink, PSCAD

  • 2

    ABSTRACT

    The purpose of this diploma thesis, which was written by Christos Apostolakis and

    Anastasia Mitropoulou, is the study of the application of surge arresters in high voltage

    installations. The progress of the research was helped by the use of appropriate computer

    programs, like MATLAB(Simulink) and PSCAD/EMTDC. Before the final simulations, is

    presented the theoretical base, on which the thesis is based, and a brief review of the

    relevant studies that have been conducted about these issues.

    The first simulation concerns transmission lines of 150kV, where is estimated the

    probability of the surge arresters destruction. The factors which influence the results are the

    grounding resistance (Rg), the energy tolerance of the surge arresters and their location step.

    These probabilities will be used later as data for the training of a neural network.

    The second simulation concerns the protection of a substation by surge arresters and

    was done also in MATLAB. An easy program to handle with was designed to receive data

    from the user. In this way probabilities of surge arresters failures can be estimated by

    converting different parameters.

    Finally, with the use of PSCAD program, a wind farm was simulated. Especially,

    was studied the phenomena of back flow surge of surge arresters and how this phenomena

    influence the wind generators of the wind farm that were not stroken by the lightning and

    the rest of its electrical parts.

    KEY WORDS

    lightning, transmission lines, surge arrester, substation, wind farm, wind generators, back

    flow surge of surge arresters, neural network, simulation, Simulink, PSCAD

  • 3

    . ,

    (MATLAB, Simulink, PSCAD)

    150kV,

    . :

    , .

    .

    .

    , ,

    .

    ,

    .

    MATLAB

    . ,

    .

    .

    MATLAB

    . ,

    ,

    . ,

    (interface),

    .

  • 4

    Q.

    ,

    Simulink.

    PSCAD .

    .

    .

    :

    . . ,

    ,

    .

    . . ,

    ... ..., ,

    ,

    .

    . ,

    ...

    PSCAD.

    . ,

    .

    . ,

    ... .

  • 5

    . ,

    Riverside

    MATLAB.

    ,

    ..,

    .

    .

    .

    2008

  • 6

    .. 1

    Abstract Key Words... 2

    3

    ... 6

    1 - .. 11

    1.1. - ..................... 11

    1.1.1. ... 11

    1.1.2. 12

    1.1.3. .. 13

    1.1.4. . 15

    1.1.5. . 17

    1.1.6. .. 18

    1.1.7. .. 19

    1.1.8. ... 19

    1.1.9. . 20

    1.2. ... 21

    1.3.... 22

    2 - 23

    2.1.. 23

    2.2. 23

    2.2.1. 24

    2.2.2. ... 29

    2.3.... 35

  • 7

    3 - . 37

    3.1. ... 37

    3.1.1... 37

    3.1.2. . 38

    3.2. ... 39

    3.3. . 41

    3.3.1. (R).... 42

    3.3.2. (L)... 43

    3.3.3. (C) 44

    3.3.4. (G).. 44

    3.4. .... 45

    3.4.1. ... 45

    3.4.2. .... 48

    3.5. (Basic Insulation Level)... 48

    3.5.1. ... 49

    3.5.2. ... 49

    3.5.3. ... 51

    3.5.4. . 52

    3.6.... 53

    4 - ... 54

    4.1. .. 54

    4.1.1. ... 54

    4.1.2. .. 55

    4.1.3. . 56

    4.2. .... 57

    4.3.

    .. 60

    4.4.... 63

  • 8

    5 -

    . 64

    5.1.. 64

    5.1.1. 64

    5.2. ... 66

    5.3. . 67

    5.4. . 69

    5.5. . 69

    5.6.

    70

    5.6.1. 71

    5.6.2. .. 78

    5.6.3. .... 89

    5.7. ... 91

    5.8.... 92

    6 -

    ... 94

    6.1.. 94

    6.2.

    .... 95

    6.3. . 98

    6.4. (interface)

    ... 101

    6.4.1. . 101

    6.4.2. .. 102

    6.5.. 102

    7 - .. 103

    7.1. . 103

    7.1.1. 104

    7.2. 109

    7.2.1.. 109

  • 9

    7.2.2. ... 110

    7.2.3. (

    ).. 111

    7.3. ... 114

    7.3.1.. 114

    7.3.2. 115

    7.3.3. Hebb 116

    7.3.4. . 117

    7.3.5. Boltzmann... 119

    7.3.6. ... 120

    7.3.7. . 121

    7.3.8. 122

    7.3.8.1.. 122

    7.3.8.2. ... 123

    7.3.9. Q.. 124

    7.3.9.1. Q. 124

    7.3.9.2. .. 126

    7.3.9.3. .. 127

    7.4. 130

    7.5. . 132

    7.6.. 132

    8

    . 133

    8.1. ... 133

    8.1.1. ... 133

    8.1.2. 134

    8.2. ...... 136

    8.3. .. 138

    8.4. .. 140

    8.5. .. 144

    8.5.1. 145

    8.5.2. 146

    8.5.3. ... 150

  • 10

    8.5.4. 153

    8.6. 158

    8.6.1..... 158

    8.6.2. . 158

    8.6.3.

    . 160

    8.6.4.

    . 160

    8.7. ... 162

    8.8. ... 163

    8.9.

    .. 164

    8.10. ... 165

    8.10.1. .. 165

    8.10.2. .. 167

    8.11. PSCAD. 167

    8.11.1. 167

    8.11.2. . 173

    8.12. .. 179

    8.13.... 180

    .. 181

    183

  • 11

    1

    1.1. -

    1.1.1.

    ,

    , .

    ,

    .

    , ,

    , ,

  • 12

    , ,

    .

    1.1.2.

    . :

    ,

    [1].

    ,

    [2].

    :

    )

    .

    .

    ,

    Cb

    . ,

    ,

    , ( 1.1).

    1.1: -.

  • 13

    )

    , ,

    .

    )

    ( ).

    1.1.3.

    ( 1.2):

    1.2:

    .

  • 14

    ) :

    , , ,

    .

    , .

    . ,

    .

    . ,

    .

    .

    .

    ) :

    .

    ,

    .

    1000 Amperes.

    .

  • 15

    ) :

    1 km

    12 km. , 40 km.

    1.1.4.

    ( 1.3):

    1.3: .

  • 16

    ) :

    ,

    5kV/m. ,

    .

    ,

    ,

    .

    .

    ,

    .

    .

    ,

    [1].

    , V/m.

    (),

    . , ,

    . , , ,

    ,

    .

    ( , , ,

    ,

    ).

    ) :

    . ,

    .

    ,

    ( 30kV/cm).

    , Corona (

    ), .

  • 17

    . ,

    . , Corona,

    ,

    , ,

    .

    .

    ) :

    , ,

    .

    .

    10-100kA,

    20-100kA/s,

    s.

    ,

    ,

    . ,

    .

    ,

    , , .

    .

    1.1.5.

    .

    :

    ) , 0.1 2

    ms. 20 50 ms,

    100 kA,

    2 kA/s.

  • 18

    ) ,

    . , 0.2 1 ms.

    ( 10 15 s).

    ,

    0.5 1 s.

    20 kA/s,

    ( 40 kA/s).

    , , 80 90%

    .

    ,

    :

    ) ,

    ) , .

    , ,

    .

    (.. ).

    1.1.6.

    . ,

    , , .

    -

    .

    . , -

    , .

    ,

    - .

    .

  • 19

    ,

    .

    .

    .

    1.1.7.

    :

    ,

    .

    ,

    ms. :

    ) ,

    , .

    ) ,

    .

    ) ,

    .

    ) ,

    ,

    ( , ).

    1.1.8.

    ,

    .

    .

    km2 .

  • 20

    ,

    A.J.Eriksson :

    25.104.0 TNg

    g km2

    .

    1.1.9.

    [3]:

    ) :

    Joule,

    R, :

    .

    .

    , ,

    . ,

    ,

    . ,

    ,

    .

    ) :

    , .

    ) :

    (),

    , , .

    2-3 .

  • 21

    ,

    .

    ) :

    , ,

    .

    ,

    . ,

    ,

    (, ,

    ). ,

    , ,

    .

    1.2.

    ,

    . ,

    ,

    . ,

    [4].

    , .

    :

    ,

    .

    ,

  • 22

    , .

    :

    ,

    ,

    ,

    ,

    .

    1.3.

    [1] R.H. Golde, Lightning Physics of lightning, vol.1, pp.85-89, Academic Press,

    London, 1977.

    [2] .. , ,

    , , 1989.

    [3] . , , 1994

    [4] . , , E

    H, 1985

  • 23

    2

    2.1.

    . ,

    ,

    .

    ,

    ,

    . , , [1,2]:

    (

    1mA),

    .

    2.2.

    ( ),

    : ,

    ,

    . ,

    , , ,

  • 24

    ,

    (ZnO).

    2.2.1.

    , .

    - ,

    , ,

    . ,

    .

    (SiC),

    , ,

    , :

    aUkI

    k .

    2.1 ,

    . ,

    ,

    [1-4].

    2.1:

  • 25

    [5]:

    . : (rms)

    ,

    . , ,

    .

    .

    : ,

    ( ).

    IEC 100kV/sec 12kV

    , 1200kV/sec (.. 21kV,

    21/12100 = 175kV/sec).

    100%:

    ( IEC 1.2/50sec), ,

    .

    50% ():

    (1.2/50sec) , ,

    50% .

    - (

    2.4),

    .

    . :

    ,

    ( 8/20sec).

    . .. (50 Hz): ..

    , .

    . :

    .

  • 26

    . : (8/20sec),

    ,

    ().

    .

    , () ,

    .

    . : ()

    4/10sec, .

    . : 50Hz

    .

    :

    .

    .

    , , ,

    ( )

    . (grading resistors)

    .

    (grading capacitors)

    . ,

    ,

    [1-6].

    , .

    ,

    , 100 .

  • 27

    . ,

    :

    ,

    .

    200kV,

    [1-6].

    ( , )

    SiC. , , .

    , ,

    10-15%. , ,

    . ,

    [1-6].

    ,

    ,

    [1-6].

    (pressure

    relief arrangement),

    . ,

    ,

    .

    [1].

  • 28

    2.2:

    (1. , 2. , 3. , 4.

    , 5. , 6, 7. , 8. )

    (SiC) 25

    ,

    1970-80 (ZnO),

    SiC ,

    2.3. ZnO

    SiC.

    2.3: -

  • 29

    2.2.2.

    ,

    ,

    (ZnO), SiC,

    -

    8 ( 2.4).

    [4].

    2.4 [8]

    mA,

    kA.

    Vl( ),

    ,

    Vm>Vl, ,

    Vm [4,7-8].

    ,

    ,

    ,

    .

    .

  • 30

    ZnO

    , Bi2O3, MnO, Cr3O3 Sb2O3.

    ,

    . , ,

    . 80

    ( ).

    ,

    , ,

    [4].

    [9]:

    . (Maximum Continuous Operating Voltage-

    Uc):

    .

    (Uc = 1.05-1.1U).

    . (Rated Voltage-Ur):

    ,

    (10-100sec). 1.25

    : Ur = 1.25Uc.

    . (Ures):

    .

    . (Lightnning Impulse Protective Level):

    ,

    .

    . (Thermal energy absorption capability):

    ,

    .

  • 31

    2.5 2.6 ,

    () ,

    ,

    .

    (

    ) ,

    150kV 400kV, ( 2.7).

    2.5: [10]

    2.6: [7]

  • 32

    2.7: 400kV 150kV [7]

    , ,

    . ( 2.8,2.9),

    .

    2.8: [7]

  • 33

    2.9: [8]

    , .

    ( 2.10)

    - .

    2.10: [7]

  • 34

    . ,

    .

    2.11: [8]

    ( 2.12)

    .

    , .

    .

    2.12: [8]

  • 35

    ,

    , , .

    [11]:

    ,

    - .

    ,

    .

    .

    2.3.

    [1] . , , , 1985

    [2] . . , , ,

    ..., 1996

    [3] . . , ,

    [4] . , , . , 2005

    [5] 23 .

    , , .01/06/1988

    [6] . , , : , .

    ,

  • 36

    [7] Buyers Guide, High Voltage Surge Arresters, Edition 5.1, 2004-2007

    [8] V. Hinrichsen, Metal-Oxide Surge Arresters, Siemens, 1st Edition, 2001

    [9] IEC 60099-4, Surge Arresters: Part 4: Metal-Oxide surge arresters without gaps for a.c.

    systems, second edition, 2004-2005

    [10] Tyco Electronics

    [11] R.E. James, Q.Su, Condition Assessment of high Voltage Insulation in Power System

    Equipment, IET Power and Energy Series 53, 1st Edition 2008

  • 37

    3

    3.1.

    3.1.1.

    .

    ,

    , [1].

    :

    1. , ,

    .

    2.

    .

    3. ,

    .

    4. ,

    , , ,

    ,

  • 38

    , ,

    .

    ,

    ,

    (, .)

    3.1.2.

    --, o

    , 150kV

    66kV, 400kV. ,

    ,

    . ,

    , , , ,

    ,

    . 150kV

    400kV .

    ,

    , 15 20kV, 220/330V.

    , .

    ,

    330-400m.

    ... 150kV

    750kV,

    400kV 1550kV [2].

    ... 150kV

    :

  • 39

    3.1: ...

    ...

    , 3.2.

    , ,

    ,

    .

    3.2:

    3.2.

    ,

    . ,

    . ,

  • 40

    , ,

    [3]:

    1. ,

    ,

    2. ,

    ,

    3. .

    ,

    , .

    ,

    , , ,

    .

    .

    ,

    . ,

    , ,

    .

    ,

    .

    ,

    .

    .

    , ,

    ,

    , ,

    . , ,

    .

    ,

    , ( )

    . ,

    ,

    .

  • 41

    .

    ,

    , , .

    , .

    ,

    ,

    .

    .

    ,

    . :

    1. , 40km.

    2. , 40km

    150km ,

    3. , 150km.

    3.3.

    ,

    , .

    [3]:

    1. (R), ohm ,

    2. (L), henry ,

    3. (C), farad

    4. (G), mho .

    ,

    , .

  • 42

    3.3.1. (R)

    , ,

    . ,

    R, , :

    : ,

    l:

    q: .

    100% 20C

    0.017241 microhm-meters,

    1.7241 microhm-centimeters.

    , ,

    100%. , ,

    2.5% ,

    0.017683 microhm-meters 1.7683 microhm-centimeters 20C.

    61%,

    62%,

    2.8080 microhm-centimeters 20C.

    , ,

    ( ) ,

    , . , ,

    ,

    .

    ,

    20C . 10C 100C,

    ,

    , ,

    , :

    R2: 2,

    R1: 1

    : 1.

  • 43

    3.3.2. (L)

    , .

    :

    :

    ,

    , r, I, :

    weber-turn . ,

    :

    henry .

    ,

    D

    r=1, :

    :

    , , ,

    D :

    r=0.7788r, (

    ).

    ,

    :

  • 44

    ,

    .

    3.3.3. (C)

    .

    , ,

    ,

    . , ,

    .

    300 500kV 300 ,

    .

    ,

    , ,

    30 50 , .

    :

    ,

    . , :

    ,

    :

    D:

    r: .

    3.3.4. (G)

    , ,

  • 45

    ,

    ,

    .

    ,

    , .

    .

    3.4.

    , ,

    .

    ,

    . , ,

    , ,

    . , , , ,

    ,

    .

    3.4.1.

    p

    ,

    . x y

    . P , P, S,

    ,

    P. , P,

    , P,

    y x, ps P,

    P.

  • 46

    3.3:

    , ,

    , :

    xTH (3.1)

    psT y (3.2)

    , x,

    . , , :

    x

    y

    T (3.3)

    , ,

    dx

    dy (3.4)

    ,

    H

    ps

    T

    T

    dx

    dy

    x

    y (3.5)

    P

    22 dydxds (3.6)

    ,

    2

    222

    11H

    sp

    dx

    dy

    dx

    ds

    (3.7)

  • 47

    2

    22

    1H

    sp

    dsdx

    (3.8)

    H

    ps

    p

    HCx 1sinh (3.9)

    C . , , s=0, x=0, C=0,

    , s, :

    H

    px

    p

    Hs sinh (3.10)

    (3.5) s (3.10)

    :

    H

    px

    dx

    dysinh

    dxH

    pxy sinh

    ,

    DH

    px

    p

    Hy

    cosh

    (3.11)

    D . x=0 y=0,

    (3.11) :

    p

    HD

    , :

    1coshH

    px

    p

    Hy (3.12)

    .

    P , (3.1),(3.2)

    (3.10),

    H

    pxH

    H

    pxHHTyx 2222222 coshsinh

    H

    pxHT cosh (3.13)

  • 48

    ,

    2l, , lx :

    H

    plHT cosh (3.14)

    ,

    , .

    y (3.12) x=l:

    1coshH

    pl

    p

    Hd (3.15)

    (3.10) :

    H

    pl

    p

    Hs sinh2 (3.16)

    3.4.2.

    , 0 oC,

    ,

    . ,

    ,

    , .

    .

    3.5. (Basic Insulation Level)

    , (

    ),

    [4].

    ,

    (.. ) (, ),

    .

    ,

  • 49

    ,

    .

    (

    )

    .

    . , ,

    .

    . ,

    , ,

    ,

    ,

    .

    .

    [5]:

    1) ,

    2)

    3) .

    3.5.1.

    Us ,

    (.. 25%)

    Uw. ,

    , ,

    . ,

    , , ,

    ,

    .

    3.5.2.

    .

  • 50

    ( )

    , ,

    , ,

    .

    ,

    ,

    ,

    .

    (

    , Po(V)) .

    . :

    1^

    U ,

    ^

    2U , 3^

    U ,, ^

    U 1n , ^

    nU ,

    ^

    U ,

    ^

    2U - 1^

    U = 3^

    U -^

    2U =.=^

    nU -^

    U 1n =^

    U

    , (..

    )

    ^

    iU . Ki ,

    N

    K ii

    ^

    iU .

    i , ^

    iU

    . (^

    iU ,i)

    Pw(U). Pw(U), ,

    . ,

    ,

    (Vi,Pw(Vi)) :

  • 51

    - - Vi ,

    Pw(Vi) ( )

    , Vi Pw(Vi).

    Po( U) Pw(U),

    (risk of failure) :

    dUUPUPR ow )()( ,

    ,

    ( Pw). ,

    (

    ) ,

    , .

    3.5.3.

    ,

    , .

    , ,

    ,

    . ,

    U2%,

    2%,

    Uw90%, , , , 90%

    . , ()

    () :

    %2

    %90

    w

    U

    U

    1%2

    %2%90

    w

    U

    UU

    3.4

    .

  • 52

    3.4: R

    3.5.4.

    (IEC .),

    , ,

    .

    BIL (Basic Insulation Level)

    . , Um=420kV,

    1050 1175 1300

    1175 1300 1425 .

    ,

    ,

    (

    ).

  • 53

    3.6.

    [1] . . , , ,

    1994

    [2] . ,

    ,

    , , 2006

    [3] . , , ,

    1999

    [4] . . , ,

    [5] . , , , 1985

  • 54

    4

    4.1.

    [1]:

    , ,

    .

    4.1.1.

    ,

    i(t),

    . ,

    .

    , .

    , ,

    )(tiZ .

    , i(t)

    , )2/)(( tiZ [2].

    ,

    (

    ) . ,

  • 55

    1

    , .

    ,

    ,

    .

    4.1:

    4.1.2.

    :

    ,

    , ,

    , , , ,

    , [3].

    .

    R, L

  • 56

    . Ki(t)

    , :

    ][)(dt

    diLRiKtU

    4.2:

    ,

    .

    . , ,

    , .

    4.1.3.

    ,

    ,

    ( ).

    ,

    , , ,

    . ,

    xx ,

  • 57

    ,

    .

    ,

    V=ZI.

    ,

    . , ,

    [4].

    4.3:

    4.2.

    :

    )

    ( ) ,

    .

    )

    ().

    [ 5]

  • 58

    , ,

    , .

    ,

    [1].

    , , ,

    , , ,

    .

    ,

    . , , ,

    , .

    , ,

    ,

    .

    ,

    . ,

    ,

    .

    ,

    .

    4.4). , ,

    , . 30

    , 40 .

  • 59

    4.4:

    ,

    ,

    . ,

    , Rg (

    ),

    IRV g

    200kV

    ,

    ,

    ,

    , 66kV.

    .

  • 60

    4.3.

    ,

    ,

    , , ,

    .

    , ,

    , ,

    ,

    [4].

    , ,

    :

    , ,

    .

    ,

    , ,

    , ,

    , .

    ,

    , .

    ,

    .

    (striking distance)

    Whitehead [5].

    .

    ( ) .

    ,

    , .

  • 61

    ,

    3-6kV/cm.

    (rs)

    , , 4.5,

    , .

    , ,

    , (rsg), , ,

    (rs).

    rsg rs

    sgsg

    s

    kr

    r 1

    . ksg

    0.65 1

    . 4.5 ksg=1.

    4.5, rs ,

    , ,

    , rs,

    , .

    4.5: (striking

    distance)

  • 62

    I0,

    rs I0. Whitehead

    )(7.6 08.0

    0 kAIrIr ss

    Love

    )(8 065.0

    0 kAIrIr ss

    4.6

    . 3

    .

    4.6:

    I0=20 kA, 3 rs=68m,

    Whitehead Love rs=73.6 56 m .

    I0

    , , ,

    . , I0=I

    V )(21

    0

    V 0 ,

    , . rsc I

    .

  • 63

    , , , I0

    .

    4.4.

    [1] . ,

    , , 1997

    [2] . , , 2005

    [3] . , , 1994

    [4] . . , ,

    [5] , ,

    , 2008

  • 64

    5

    5.1.

    ,

    . ,

    , ,

    ,

    . ,

    .

    5.1.1.

    (

    , , ,

    ), , ,

    . [1]

    MTP/ATP

    5.1

    ,

    , . , ,

    , .

  • 65

    5.1:

    , .

    Carlos . Mata [2]

    20kV, 829m,

    ,

    .

    ,

    .

    5.2:

  • 66

    Short Ammon [3] 13kV

    .

    , ,

    ,

    13kV, 40m, 200m

    400m.

    5.2.

    ,

    [4]:

    (5.1)

    1 sec,

    2 sec,

    0

    n 7 [5]

    10sec,

    20 1000sec.

    , ,

    10 300kA.

    [5]

    (5.2)

    (5.3)

    50 50 24kA 30sec ,

    nc nt

  • 67

    5.3.

    Montanes Garcia [6]

    . akada [7]

    .

    .

    , ,

    .

    , .

    c, ,

    .

    , IEEE Working Group[8]

    c

    (5.4)

    .

    5.3,

    :

    (5.5)

    (5.6)

    , , Ip,

    :

    :

    (5.7)

    (5.8)

  • 68

    Xc Xr

    Ip.

    5.3:

    ,

    , :

    tt

    T TI

    pPApA dTTgdIIhIfPr tA

    )()()()(

    (5.9)

    tt

    T TI

    pPBpB dTTgdIIhIfPr tB

    )()()()(

    (5.10)

    PA ,

    ,

    PB ,

    ,

    IA(Tt)

    , ,

    IB(Tt)

    , ,

    f(IP)

    g(Tt) .

  • 69

    ,

    (5.11)

    5.4.

    H :

    t

    to

    dttituE )()(

    (5.12)

    : u(t) kV

    i(t) kA

    5.5.

    , ,

    :

  • 70

    T=TminIp=Iinitial

    SimulinkIp

    Tr=2secTt=Tsec

    a =

    Ea > Emax

    Isg = Ip

    Ip>=Isg

    sgn II

    NgNtBi IhIfTTP )()()(

    T < Tmax

    max

    min

    )()(T

    TBiB TPTgP

    O

    = +

    p = Ip + I

    O

    5.4: Block

    ,

    .

    5.6.

    Matlab/Simulink,

    Matlab.

  • 71

    5.6.1.

    ,

    . , ,

    ,

    . , 400kJ

    700kJ.

    , ,

    , .

    , 21m ( 3.1), Pi Section Lines

    200, Pi Section

    Lines 400 700

    [6].

    .

    :

    5.5:

  • 72

    5.6:

    5.7:

  • 73

    ,

    , :

    400kJ 700kJ

    R P0 P1 P2 P0 P1 P2

    1 2,010% 2,280% 2,280% 0,810% 0,980% 0,980%

    5 1,040% 1,720% 1,800% 0,340% 0,600% 0,720%

    10 0,660% 1,200% 1,480% 0,190% 0,400% 0,530%

    15 0,440% 0,890% 1,170% 0,127% 0,275% 0,463%

    20 0,350% 0,720% 1,000% 0,100% 0,220% 0,402%

    25 0,295% 0,600% 0,880% 0,085% 0,185% 0,344%

    30 0,255% 0,500% 0,775% 0,073% 0,160% 0,287%

    35 0,220% 0,440% 0,675% 0,063% 0,135% 0,235%

    40 0,190% 0,370% 0,580% 0,055% 0,115% 0,190%

    45 0,163% 0,330% 0,500% 0,047% 0,092% 0,150%

    50 0,140% 0,300% 0,430% 0,040% 0,082% 0,120%

    55 0,120% 0,260% 0,374% 0,034% 0,070% 0,098%

    60 0,108% 0,238% 0,328% 0,030% 0,060% 0,085%

    65 0,100% 0,217% 0,294% 0,026% 0,055% 0,075%

    70 0,092% 0,198% 0,265% 0,024% 0,050% 0,067%

    75 0,086% 0,178% 0,238% 0,022% 0,048% 0,061%

    80 0,080% 0,160% 0,210% 0,020% 0,042% 0,056%

    85 0,071% 0,145% 0,186% 0,017% 0,038% 0,052%

    90 0,067% 0,132% 0,170% 0,016% 0,035% 0,047%

    95 0,063% 0,120% 0,162% 0,016% 0,031% 0,045%

    100 0,060% 0,110% 0,150% 0,015% 0,030% 0,038%

    105 0,050% 0,100% 0,138% 0,012% 0,023% 0,030%

    110 0,039% 0,096% 0,129% 0,010% 0,015% 0,020%

    115 0,029% 0,090% 0,120% 0,005% 0,007% 0,010%

    120 0,020% 0,085% 0,110% 0,004% 0,002% 0,003%

    125 0,018% 0,080% 0,103% 0,003% 0,002% 0,002%

    130 0,018% 0,076% 0,097% 0,003% 0,001% 0,001%

    5.8:

    (0), (1) (2)

  • 74

    :

    0 20 40 60 80 100 120 1400

    0.5

    1

    1.5

    2

    2.5

    Rg ()

    Pro

    babi

    lity

    (%)

    5.9: 400kJ

    0 20 40 60 80 100 120 1400

    0.5

    1

    1.5

    2

    2.5

    Rg ()

    Pro

    babi

    lity

    (%)

    5.10: 400kJ

  • 75

    0 20 40 60 80 100 120 1400

    0.5

    1

    1.5

    2

    2.5

    Rg ()

    Pro

    babi

    lity

    (%)

    5.11: 400kJ

    0 20 40 60 80 100 120 1400

    0.5

    1

    1.5

    2

    2.5

    Rg ()

    Pro

    babi

    lity

    (%)

    5.12:

    400kJ

    (: , : , : )

  • 76

    0 20 40 60 80 100 120 1400

    0.1

    0.2

    0.3

    0.4

    0.5

    0.6

    0.7

    0.8

    0.9

    Rg ()

    Pro

    babi

    lity

    (%)

    5.13: 700kJ

    0 20 40 60 80 100 120 1400

    0.1

    0.2

    0.3

    0.4

    0.5

    0.6

    0.7

    0.8

    0.9

    1

    Rg ()

    Pro

    babi

    lity

    (%)

    5.14: 700kJ

  • 77

    0 20 40 60 80 100 120 1400

    0.1

    0.2

    0.3

    0.4

    0.5

    0.6

    0.7

    0.8

    0.9

    1

    Rg ()

    Pro

    babi

    lity

    (%)

    5.15: 700kJ

    0 20 40 60 80 100 120 1400

    0.1

    0.2

    0.3

    0.4

    0.5

    0.6

    0.7

    0.8

    0.9

    1

    Pro

    babi

    lity

    (%)

    Rg ()

    5.16:

    700kJ

    (: , : , : )

  • 78

    :

    ) ,

    . , ,

    .

    ) ,

    , .

    , ,

    , .

    ) , ,

    ,

    .

    5.6.2.

    ,

    , .

    (

    ,

    ).

    ,

    . ,

    .

    , , , .

    ,

    .

    ,

    .

    ,

    ,

    750kV.

    400kJ 700kJ.

  • 79

    :

    5.17: ( )

    5.18: ( )

  • 80

    5.19: ( )

    ,

    , :

    400kJ 700kJ

    R P0 P1 P2 P0 P1 P2

    1 0,016% 0,036% 0,037% 0,003% 0,008% 0,009% 5 0,380% 0,683% 0,750% 0,004% 0,015% 0,014%

    10 0,820% 1,400% 1,480% 0,012% 0,067% 0,082% 15 1,300% 2,100% 2,320% 0,045% 0,103% 0,117% 20 1,720% 2,680% 2,710% 0,083% 0,158% 0,186% 25 2,200% 2,730% 2,800% 0,104% 0,180% 0,200% 30 2,600% 2,900% 2,930% 0,127% 0,214% 0,235% 35 3,000% 3,220% 3,300% 0,189% 0,275% 0,280% 40 3,420% 3,650% 3,760% 0,216% 0,306% 0,310% 45 3,810% 4,010% 4,190% 0,250% 0,362% 0,379% 50 4,100% 4,420% 4,490% 0,275% 0,390% 0,402% 55 4,300% 4,500% 4,560% 0,302% 0,422% 0,450% 60 4,480% 4,570% 4,620% 0,327% 0,461% 0,478% 65 4,630% 4,810% 4,980% 0,362% 0,489% 0,507% 70 4,800% 4,930% 5,060% 0,384% 0,500% 0,532% 75 4,960% 5,030% 5,200% 0,415% 0,540% 0,588% 80 5,100% 5,170% 5,370% 0,467% 0,587% 0,605% 85 5,300% 5,420% 5,540% 0,520% 0,610% 0,620% 90 5,550% 5,600% 5,780% 0,603% 0,643% 0,657%

  • 81

    95 5,800% 5,860% 5,920% 0,652% 0,688% 0,715% 100 6,000% 6,100% 6,230% 0,698% 0,724% 0,738% 105 6,200% 6,300% 6,470% 0,722% 0,745% 0,767% 110 6,390% 6,450% 6,540% 0,734% 0,783% 0,810% 115 6,560% 6,620% 6,700% 0,815% 0,850% 0,878% 120 6,680% 6,780% 6,850% 0,847% 0,900% 0,932% 125 6,870% 7,010% 7,120% 0,878% 0,967% 0,980% 130 7,030% 7,320% 7,410% 0,907% 1,100% 1,107%

    5.20:

    (0), (1) (2)

    :

    0 20 40 60 80 100 120 1400

    1

    2

    3

    4

    5

    6

    7

    8

    Rg ()

    Pro

    babi

    lity

    (%)

    5.21: 400kJ

  • 82

    0 20 40 60 80 100 120 1400

    1

    2

    3

    4

    5

    6

    7

    8

    Rg ()

    Pro

    babi

    lity

    (%)

    5.22: 400kJ

    0 20 40 60 80 100 120 1400

    1

    2

    3

    4

    5

    6

    7

    8

    Rg ()

    Pro

    babi

    lity

    (%)

    5.23: 400kJ

  • 83

    0 20 40 60 80 100 120 1400

    1

    2

    3

    4

    5

    6

    7

    8

    Rg ()

    Pro

    babi

    lity

    (%)

    5.24:

    400kJ

    (: , : , : )

    0 20 40 60 80 100 120 1400

    0.1

    0.2

    0.3

    0.4

    0.5

    0.6

    0.7

    0.8

    0.9

    1

    Rg ()

    Pro

    babi

    lity

    (%)

    5.25: 700kJ

  • 84

    0 20 40 60 80 100 120 1400

    0.2

    0.4

    0.6

    0.8

    1

    1.2

    1.4

    Rg ()

    Pro

    babi

    lity

    (%)

    5.26: 700kJ

    0 20 40 60 80 100 120 1400

    0.2

    0.4

    0.6

    0.8

    1

    1.2

    1.4

    Rg ()

    Pro

    babi

    lity

    (%)

    5.27: 700kJ

  • 85

    0 20 40 60 80 100 120 1400

    0.2

    0.4

    0.6

    0.8

    1

    1.2

    1.4

    Rg ()

    Pro

    babi

    lity

    (%)

    5.28:

    700kJ

    (: , : , : )

    :

    ) ,

    . , ,

    .

    ) ,

    , .

    , ,

    , .

    ) , ,

    ,

    .

  • 86

    ,

    .

    0 20 40 60 80 100 120 1400

    1

    2

    3

    4

    5

    6

    7

    8

    Rg ()

    Pro

    babi

    lity

    (%)

    5.29: 400kJ

    [ () ()]

    0 20 40 60 80 100 120 1400

    1

    2

    3

    4

    5

    6

    7

    8

    Rg ()

    Pro

    babi

    lity

    (%)

    5.30: 400kJ

    [ () ()]

  • 87

    0 20 40 60 80 100 120 1400

    1

    2

    3

    4

    5

    6

    7

    8

    Rg ()

    Pro

    babi

    lity

    (%)

    5.31: 400kJ

    [ () ()]

    0 20 40 60 80 100 120 1400

    0.1

    0.2

    0.3

    0.4

    0.5

    0.6

    0.7

    0.8

    0.9

    1

    Rg ()

    Pro

    babi

    lity

    (%)

    5.32: 700kJ

    [ () ()]

  • 88

    0 20 40 60 80 100 120 1400

    0.2

    0.4

    0.6

    0.8

    1

    1.2

    1.4

    Rg ()

    Pro

    babi

    lity

    (%)

    5.33: 700kJ

    [ () ()]

    0 20 40 60 80 100 120 1400

    0.2

    0.4

    0.6

    0.8

    1

    1.2

    1.4

    Rg ()

    Pro

    babi

    lity

    (%)

    5.34: 700kJ

    [ () ()]

  • 89

    , , ,

    ,

    ,

    . , ,

    .

    5.6.3.

    ,

    ,

    .

    400kJ 700kJ

    R P0 P1 P2 P0 P1 P2

    1 2,026% 2,316% 2,317% 0,813% 0,988% 0,989% 5 1,420% 2,403% 2,550% 0,344% 0,615% 0,734%

    10 1,480% 2,600% 2,960% 0,202% 0,467% 0,612% 15 1,740% 2,990% 3,490% 0,172% 0,378% 0,580% 20 2,070% 3,400% 3,710% 0,183% 0,378% 0,588% 25 2,495% 3,330% 3,680% 0,189% 0,365% 0,544% 30 2,855% 3,400% 3,705% 0,200% 0,374% 0,522% 35 3,220% 3,660% 3,975% 0,252% 0,410% 0,515% 40 3,610% 4,020% 4,340% 0,271% 0,421% 0,500% 45 3,973% 4,340% 4,690% 0,297% 0,454% 0,529% 50 4,240% 4,720% 4,920% 0,315% 0,472% 0,522% 55 4,420% 4,760% 4,934% 0,336% 0,492% 0,548% 60 4,588% 4,808% 4,948% 0,357% 0,521% 0,563% 65 4,730% 5,027% 5,274% 0,388% 0,544% 0,582% 70 4,892% 5,128% 5,325% 0,408% 0,550% 0,599% 75 5,046% 5,208% 5,438% 0,437% 0,588% 0,649% 80 5,180% 5,330% 5,580% 0,487% 0,629% 0,661% 85 5,371% 5,565% 5,726% 0,537% 0,648% 0,672% 90 5,617% 5,732% 5,950% 0,619% 0,678% 0,704% 95 5,863% 5,980% 6,082% 0,668% 0,719% 0,760%

    100 6,060% 6,210% 6,380% 0,713% 0,754% 0,776% 105 6,250% 6,400% 6,608% 0,734% 0,768% 0,797% 110 6,429% 6,546% 6,669% 0,744% 0,798% 0,830% 115 6,589% 6,710% 6,820% 0,820% 0,857% 0,888% 120 6,700% 6,865% 6,960% 0,851% 0,902% 0,935% 125 6,888% 7,090% 7,223% 0,881% 0,969% 0,982% 130 7,048% 7,396% 7,507% 0,910% 1,101% 1,108%

    5.35:

    (0), (1) (2)

  • 90

    :

    0 20 40 60 80 100 120 1401

    2

    3

    4

    5

    6

    7

    8

    Rg ()

    Pro

    babi

    lity

    (%)

    5.36:

    400kJ

    (: , : , : )

    0 20 40 60 80 100 120 1400

    0.2

    0.4

    0.6

    0.8

    1

    1.2

    1.4

    Rg ()

    Pro

    babi

    lity

    (%)

    5.37:

    700kJ

    (: , : , : )

  • 91

    .

    5.38:

    ,

    , .

    , ,

    xx,

    .

    5.7.

    , ,

    . ,

    , .

  • 92

    ,

    400kV, ,

    ,

    .

    ,

    ,

    , .

    5.8.

    [1] Luis Cera Zanetta, Carlos Eduardo de Morais Pereira, Application Studies of Line

    Arresters in Partially Shielded 138kV Transmission Lines, IEEE Transactions on Power

    Delivery, Vol. 18, No.1, January 2003

    [2] Carlos T. Mata, Vladimir A. Rakov, Keith J. Rambo, Pepe Diaz, Raimundo Rey, and

    Martin A. Uman, Measurement of the Division of Lightning Return Stroke Current Among

    the Multiple Arresters and Grounds of a Power Distribution Line, IEEE Transactions on

    Power Delivery, Vol. 18, No. 4, October 2003

    [3] T. A. Short, R. H. Ammon, Monitoring Results of the Effectiveness of Surge Arrester

    Spacings on Distribution Line Protection, IEEE Transactions on Power Delivery, Vol. 14,

    No. 3, July 1999

    [4] Cveti J., Heidler, F. and Stani B., Calculation of Lightning Current Parameters,

    IEEE Transactions on Power Delivery, Vol. 14, No. 2, pp. 399-404, 1999

    [5] David John Browne, Development of an Assessment Tool to Study the Effects of

    Transient Over Voltages in Medium Voltage Distributions, Curtin University of

    Technology, November 2005

    [6] Luis Montanes, Miguel Garcia-Gracia, Mariano Sanz, and Miguel Angel Garcia, An

    Improvement for the Selection of Surge Arresters Based on the Evaluation of the Failure

    Probability, IEEE Transactions on Power Delivery, Vol. 17, No. 1, January 2002

    [7] K. Nakada, S. Yokoyama, T. Yokota, A. Asakawa, T. Kawabata, Analytical Study on

    Prevention Methods for Distribution Arrester Outages Caused by Winter Lightning, IEEE

    Transactions on Power Delivery, Vol. 13, No. 4, October 1998

  • 93

    [8] IEEE Working Group on Lightning Performance of Transmission Lines, A Simplified

    Method for Estimating Lightning Performance of Transmission Lines, IEEE Trans. Power

    App. Syst., Vol. PAS-104, pp. 919932, April 1985

    [9] Minoo Mobedjina and Lennart Stenstrom, ABB Switchgear, Ludvika, Sweden, An

    Improved Transmission Line Performance Using Polymer-Housed Surge Arresters, for

    presentation at CEPSI seminar, Manila, Philippines, October 2000

  • 94

    6

    6.1.

    , , ,

    .

    ,

    , .

    [1].

    ,

    . , ,

    , ,

    ,

    ,

    [2].

    , ,

    . ,

    .

  • 95

    L ,

    .

    6.2.

    . ( U)

    . L -

    'U . 'U

    L

    m , s kV/s, c m/s

    [2,3].

    t=0. t=L/c

    ( 2s,

    6.1).

    6.1:

  • 96

    t=2L/c .

    t=2L/c

    2LU s

    c . :

    ,

    U , U

    2LU U s

    c .

    U U

    2LU U s

    c .

    (U>U) t1 ,

    6.2

    1 1

    2

    2 2

    U U UL Lt t

    c s c s

    (6.1)

    6.2:

    '1

    22

    LsU s t U

    c (6.2)

  • 97

    (U

  • 98

    '

    ' ' 1 12BIL U BIL BIL

    LsU U Uc

    (6.8)

    , 25%,

    1.252

    BILLs

    Uc

    (6.9)

    max ( )2 1.25

    c BILL U

    s (6.10)

    :

    max

    300 1425865 41.2

    2 1000 1.25L m

    , ,

    25%

    41.2m .

    (.. s=1200kV/s)

    Lmax 34m. 400kV

    30m.

    6.3.

    , ,

    .

    :

  • 99

    6.1:

    6.2:

    ,

    . , Pi Section Lines

    : Pi Section Line

  • 100

    ( 240m), Pi Section Line

    ( 30m).

    750kJ

    . , ,

    Pi Section Line .

    Line Transformer 100.

    .

    [4].

    ,

    , .

    :

    R ()

    10 4.31% 1.77% 6.08% 20 4.30% 0.89% 5.19% 30 4.29% 0.61% 4.90% 40 4.29% 0.44% 4.73%

    6.1:

    ,

    ,

    .

  • 101

    6.4. (interface)

    6.4.1.

    GUI, (interface),

    :

    6.3:

    ,

    :

    ) Pi Section Line 1,

    ,

    ) Pi Section Line 2,

    ,

    ) Rg ,

    ) ,

    ,

    ) .

  • 102

    6.4.2.

    ,

    :

    6.4:

    , :

    ) ,

    ) ,

    )

    6.5.

    [1] , ,

    , 2008

    [2] . , , E

    H, 1985

    [3] .. , ,

    , , 1989.

    [4] V. Hinrichsen, Metal-Oxide Surge Arresters, Siemens, 1st Edition, 2001

  • 103

    7

    7.1.

    ,

    (black box),

    , .

    ,

    .

    ,

    , .

    , , .. .

    ,

    [1].

    ,

    ,

    . ,

    ,

    .

    , ,

    ,

    .

    . ,

    , .. , ,

  • 104

    , , ,

    , , , .

    7.1.1.

    ,

    .

    , Mc Culloch Pitts.

    , ,

    .

    ( )

    . .

    1.5x1010 .

    104 . , ,

    , : ,

    , 7.1.

    7.1: ( )

    , , , ,

    . 10-80m.

    .

    .

    . , ,

  • 105

    ,

    . m.

    ,

    . ,

    ,

    . ,

    ,

    .

    5000 /sec,

    100V,

    +30mV.

    0.1msec 1msec.

    .

    ,

    Mc Culloch-Pitts,

    ,

    . 7.2.

    7.2: Mc Culloch-Pitts

    ( )

    ( ).

    :

    . ,

    ,

  • 106

    .

    .

    .

    . Mc

    Culloch-Pitts ,

    .

    ,

    Mc Culloch-Pitts 7.3.

    7.3:

    , :

    (),

    ( )

    ( )

    (weight, strength),

    (excitatory)

    (inhibitory).

    . ,

    . ,

    ( , , /squashing function)

  • 107

    ()

    ( [0,1] , , [-1,1]).

    , ,

    . ,

    ,

    b, (b= - ).

    7.3

    :

    1

    n

    i ii

    u w x

    (7.1)

    )( ufy , >0

    ix (i=1,2,,n) , wi (i=1,2,n)

    , u , , f

    y .

    7.3 ,

    (u) () f.

    u H(s),

    s Laplace,

    .

    .

    ,

    ( 7.4):

    ,

    7.4:

  • 108

    7.4 :

    1, 0( )

    0, 0

    uf u

    u

    (7.2)

    n

    iii xwu

    1

    (7.3)

    1, 0

    0, 0

    uy

    u

    (7.4)

    Mc Culloch-Pitts .

    0, 1/ 2

    ( ) , 1/ 2 1/ 2

    1, 1/ 2

    u

    f x u u

    u

    (7.5)

    , ()

    ( ).

    . ,

    :

    1( )

    1 uf u

    e

    (7.6)

    .

    . (u=0) /4.

    7.4 0 1,

    0 ( ) 1f u .

    , [-1,+1],

    7.5.

  • 109

    7.5: [-1,+1]

    7.5 :

    ( )

    1, 0

    ( ) 0, 0

    1, 0

    u

    f u u

    u

    (7.7)

    1, 1

    ( ) , 1 1

    1, 1

    u

    f u u u

    u

    (7.8)

    ( )

    1( ) tanh

    2 1

    u

    u

    u ef u

    e

    (7.9)

    7.2.

    7.2.1.

    .

    (layers) .

    ,

    ,

    .

  • 110

    7.2.2.

    , ,

    ,

    , ,

    .

    (feedforward) ( 7.6)

    ,

    ( ) .

    () , .

    7.6:

    ()

    ,

    .

    ,

    ,

    .

    ,

    . ,

    , ...

    .

  • 111

    (h=4), (p=8)

    (q=2) 7.7.

    8-4-2.

    7.7: 8-4-2 (

    )

    ,

    . ,

    ,

    .

    7.2.3. ( )

    ,

    ,

    (recurrent)

    .

    ,

    , ,

    .

  • 112

    . , ,

    . ,

    .

    7.8, ,

    .

    , z-1 z-1y(k)=y(k-1) k

    . z-1 .

    7.8:

    Hopfield.

    8-4-2 7.7,

    , 7.9.

    ,

    .

    .

  • 113

    7.9: ()

    , ()

    7.10

    .

    7.10:

  • 114

    7.3.

    7.3.1.

    ,

    .

    .

    ,

    . ,

    [2].

    . ,

    ,

    .

    .

    .

    ,

    , :

    ()

    (-)

    :

    Hebb

    Boltzmann

  • 115

    7.3.2.

    ,

    [3].

    , :

    dk(t): k t

    x(t):

    yk(t): k

    , (x(t),dk(t))

    t. dk(t)

    yk(t) :

    ek(t)= dk(t)- yk(t)

    :

    21 ( )2 kk

    I E e t

    (7.10)

    .

    ,

    .

    .

    :

    21 ( )2 kk

    J e t (7.11)

    wkj , wkj

    j k.

    , :

    wkj(t)=ek(t)xj(t) (7.12)

    wkj(t) t wkj

    , .

  • 116

    ,

    ,

    ek(t)=dk(t)-yk(t) (7.13)

    xj(t) j.

    wkj(t+1)

    :

    Wkj(t+1)= wkj(t)+ wkj(t) (7.14)

    t=0.

    , J ,

    . , ,

    , ,

    .

    7.3.3. Hebb

    ( )

    Hebb ,

    ,

    ,

    [4].

    :

    ) () , , ,

    , .

    ) () , , ,

    , .

    Hebb ( )

    . ,

    .

    . wkj k

    xj yk. ,

    Hebb, wkj t :

  • 117

    wkj(t)=H(yk(t),xj(t)) (7.15)

    .

    7.3.4.

    . , ,

    ,

    .

    . -

    .

    ,

    .

    .

    7.11,

    .

    .

    .

    7.11: .

    , .

  • 118

    k , uj

    x=[x1,x2,,xn]T .

    yk k 1,

    , 0.

    ,

    , :

    1kjj

    w k

    wkj=(xj-wkj)

    k, wkj=0, k .

    .

    ,

    1 2, ,...,T

    k k k knw w w w x,

    :

    21 1( ) ( ) ( )2 2

    Tk k j kj

    j

    J x w x w x w (7.16)

    7.12.

    7.12:

  • 119

    ,

    .

    ,

    .

    ,

    . .

    .

    .

    7.3.5. Boltzmann

    ,

    Boltzmann [5]. Boltzmann,

    ,

    , , ON

    OFF. si i wji

    i j. , :

    ,

    1

    2 ji j ii ji j

    E w s s

    (7.17)

    i j

    . ,

    , . Boltzmann

    , :

    ,

    ,

    ( ) .

    Boltzmann :

  • 120

    ( ),ji ji jiw r r i j

    (7.18)

    jir

    i j

    jir

    i

    j . Boltzmann

    : .

    7.3.6.

    ,

    .

    7.13:

    ,

    [6].

    , ,

    .

    ,

    , y(t)

    yd(t) .

    :

    ]))()([(2

    1)( 2tytyEwJ d

    (7.19)

    w .

  • 121

    .

    ,

    .

    7.3.7.

    , ,

    . -,

    - .

    ,

    . ,

    .

    , .

    , ,

    ,

    . ,

    .

    L ,

    L

    .

    .

    .

    ,

    , ,

    ,

    .

  • 122

    7.3.8.

    7.3.8.1.

    Minski (1961) Waltz Fu .

    , [7]. ,

    . ,

    .

    , .

    .

    ,

    .

    ,

    .

    .

    ,

    .

    .

    .

    .

    ,

    .

    ,

    , ,

    . ,

    -

    .

  • 123

    7.3.8.2.

    ,

    , 7.14.

    7.14:

    , i

    s . ,

    .

    r.

    .

    , ,

    .

    :

    , S

    ,

    , {0,1}

    7.14, , ,

    . ,

    ,

    .

    , Q

    .

  • 124

    7.3.9. Q

    Q

    , -

    Q -

    ().

    Q

    s ,

    ,

    . , , Q

    Q. Q

    . V(s)

    s Q(s,) -

    , :

    ( ) max ( , )V s Q s (7.20)

    :

    ( ) ( ) max ( , )s V s Qs a (7.21)

    , Q

    .

    ,

    , ,

    . , Q(s,) Q

    s ,

    .

    7.3.9.1. Q

    Q ,

    Q- .

  • 125

    7.15: Q

    Q Q.

    , , Q.

    s, ,

    r=r(s,)

    s=(s,). Q,

    Q, :

    '( , ) (1 ) '( , ) ( max '( , ')Q s a Q s r Q s (7.22)

    [0,1)

    Q- :

    s S

    Q(s,) .

    ( )

    s

    ( )

    s

    r

    s

    Q(s,) (7.22)

    's s

    s

  • 126

    (s),

    (1), .

    ,

    Boltzmann:

    ( , )exp

    Pr ( )( , )

    exp

    i

    ik

    k

    Q s a

    To a

    Q s a

    T

    (7.23)

    T .

    7.3.9.2.

    , , ,

    . , ,

    [8].

    , ,

    7.16.

    7.16:

  • 127

    7 ,

    ,

    . ,

    , , .

    . (weights) (biases)

    ,

    .

    .

    , .

    (batch training),

    (epoch).

    ,

    .

    -.

    .

    .

    7.3.9.3.

    [9]. ,

    .

    ,

    , .

    , ,

    , ,

    .

    ,

    , ,

    , . ,

  • 128

    ,

    , .

    ,

    :

    :

    :

    :

    ,

    . .

    . ,

    ,

    . , 5

    ()

    () :

    .

    0 0 0

    < 0 >

    < 0 <

    > 0 >

    > 0 <

  • 129

    ,

    ,

    .

    ,

    3,2,-3,-2 . ,

    , Q

    ,

    :

    0,30

    0,20

    0,20

    0,30

    0,0

    infRe

    Reinf :

    :

    :

    , Q

    . :

    ' '( , ) ( , ) ( max ( , ) ( , )Q s a Q s a alpha REINF gamma Q s a Q s a

    :

    - Q(s,a) : Q

    - alpha :

    - REINF :

    - gamma :

    - s : s, .

  • 130

    7.4.

    (Q )

    . ,

    Simulink

    ( 5) .

    ,

    . , ,

    ,

    Simulink ,

    [2,10].

    (feedforward),

    7.2.2. ,

    .

    300 .

    , [2], ,

    .

    20 , 300

    .

    . Q

    .

  • 131

    Simulink,

    ,

    :

    R ()

    (KJ)

    x

    Simulink

    32 400 0 3,00% 2,97% 2,81% 1,000% 6,333% 57 400 2 4,90% 4,93% 4,93% 0,612% 0,612% 71 700 1 0,55% 0,48% 0,54% 12,727% 1,818% 92 400 2 6,00% 6,02% 5,99% 0,333% 0,167%

    106 700 0 0,73% 0,69% 0,71% 5,479% 2,740% 48 700 2 0,53% 0,64% 0,59% 21,905% 12,381% 17 400 1 3,20% 3,02% 3,00% 5,625% 6,250% 28 370 0 2,70% 3,02% 2,83% 11,852% 4,815%

    123 700 1 0,96% 1,01% 0,97% 5,208% 1,042% 87 720 0 0,57% 0,57% 0,64% 0,000% 12,281%

    6,474% 4,844%

    ,

    . , .

    ,

    .

    Simulink (

    5),

    . ,

    Simulink

    .

  • 132

    7.5.

    ,

    Simulink ,

    .

    ,

    .

    . ,

    .

    7.6.

    [1] . , , :,

    2002

    [2] . ,

    ,

    , 2006

    [3] . , . , . , . , . ,

    , , 2005

    [4] S. Haykin, Neural Networks A Comprehensive Foundation, Prentice Hall, 1999

    [5] C. J. C. H. Watkins and P. Dayan, Machine Learning, 8, 279-292

    [6] N. J. Nilsson, Introduction to Machine Learning, 1996

    [7] T. Mitchell, Machine Learning, McGraw Hill, 1997

    [8] Mr. Herrmann, R. Der, Efficient Q-learning by division of labor, 1998

    [9] R. S. Sutton, A. G. Barto, Reinforcement Learning: An introduction, The MIT Press,

    2005

    [10] L. Kaebling, M. L. Littman, A. W. Moore, Reinforcement Learning: A survey, Journal

    of Artificial Intelligence, Research 4, pp 237-285, 1996

  • 133

    8

    8.1. -

    8.1.1.

    .

    ,

    ,

    [1].

    ,

    . ,

    ,

    .

    ,

    ,

    .

    ()

    , , ,

    .

    , , , ,

    ,

    . "" ,

    , ,

  • 134

    .

    (.. ).

    8.1.2.

    . ,

    , .

    " " "" ,

    .

    ()

    .

    () ()

    8.1: (), ()

    . , ,

    ,

    . , .

    ,

    . ,

    .

  • 135

    ,

    .

    ,

    .

    , ,

    .

    .

    , .

    ,

    .

    ,

    ( )

    .

    .

    .

    ,

    , , .

    . , ,

    ,

    .

    10 ,

    .

    . (

    ). ,

    , , .

  • 136

    , .

    .

    ,

    (), ()

    , .

    8.2.

    ,

    [2]:

    ,

    .

    .

    ,

    . (4

    ) .

    Cp

    .

    , .

    .

    , .

    , .

    .

    . ,

    .

  • 137

    ()

    .

    , 5%

    .

    , .

    , , 10%

    , .

    () ()

    8.2: () , ()

    ,

    .

    ,

    (),

    Cp .

    .

    ( , ,

    ) ,

    , .

    , ,

    .

    .

    ...

  • 138

    8.3:

    90 %. 500 kW

    .

    , ,

    . ,

    8m/sec 1600KW, 4m/sec 200 KW.

    , , .

    , ,

    .

    .

    8.3.

    :

    1. .

    2. ( ,

    , ).

  • 139

    3. .

    .

    4. (

    ), .

    .

    ,

    .

    .

    :

    8.4:

  • 140

    1. (Blades)

    2. / (Rotor)

    3. (Pitch)

    4. (Brake)

    5. (Low-speed shaft)

    6. (Gear box)

    7. (Generator)

    8. (Controller)

    9. (Anemometer)

    10. (Wind vane)

    11. (Nacelle)

    12. (High-speed shaft)

    13. (Yaw drive)

    14. (Yaw motor)

    15. (Tower)

    8.4.

    .

    . , , ( )

    [3].

    8.5: 2007

  • 141

    EWEA ( )

    12% ..

    2020. .

    8.6 ,

    .. 8.7

    1990 2007.

    .. 60%

    . 40% ...,

    , .

    8.6: ,

    ..

    8.7: ,

    ..

  • 142

    .

    ,

    .

    . 1982,

    ,

    , , , , ,

    30 W.

    , ,

    , ,

    W.

    13.6%

    .

    ,

    ,

    . ,

    3299/04, 3468/06,

    .

    , ,

    (, . )

    .

    8.8

    1995 2007.

  • 143

    8.8:

    .

    , 2007 ,

    ( 8.9):

    8.9:

    2007.

  • 144

    8.5.

    ,

    .

    .

    ,

    . O

    8 12 ,

    1,5 3

    . , 20 500

    kW , 1-2 km,

    ( 5%)

    .

    ( , , , .).

    ,

    .

    , .

    .

    .

    600 kW 55 dBA 50 m ,

  • 145

    40 dBA 250 m.

    (, , .)

    ,

    . .

    .

    .

    , ,

    . ,

    ,

    .

    .

    ,

    .

    ,

    .

    8.5.1.

    :

    :

    ,

    ,

    . ,

    .

    :

    a. : .

    , ,

    ,

    .

    ,

    .

  • 146

    b. :

    .

    .

    c. :

    , ,

    ,

    .

    ,

    .

    d. : ,

    ,

    . ,

    .

    e. :

    ,

    .

    ,

    .

    :

    ,

    .

    ,

    , profile , ,

    (, , ), , ,

    , .

    8.5.2.

    ,

    ,

    .

  • 147

    : .

    ,

    .

    a. & Extreme Validation:

    , ,

    .

    b. Correlation:

    ,

    .

    ,

    30% ,

    5 6 .

    c. :

    P50 P95.

    , , ,

    , .

    d. Micrositing: , 10%

    ,

    ,

    , , .

    :

    , ,

    project.

    project

    . :

    a. : ,

    :

    i. Layout:

    , ,

  • 148

    ii. : .

    ,

    .

    .

    . ,

    ,

    .

    iii. : ,

    ,

    ,

    , ,

    . ,

    ,

    .

    , , ,

    .

    iv. :

    ,

    ,

    ,

    .

    , , montage ,

    .

    v. :

    ,

    .

    b. :

    ,

    :

  • 149

    i. Layout:

    , , ,

    ,

    .

    ii. :

    ,

    .

    iii. 20kV:

    . , ,

    , .

    iv. 20kV:

    , , ,

    .

    ,

    ,

    .

    v. - 20kV/150kV:

    ,

    layout ,

    , ,

    , , , ,

    , ,

    ,

    .

    vi. 150kV:

    .

    , ,

    .

    vii. :

    ,

  • 150

    ,

    ,

    .

    8.5.3.

    .

    .

    1) :

    , :

    i. :

    ,

    .

    ,

    , ,

    .

    ii. :

    , ,

    ,

    .

    iii. :

    , '

    . ,

    ,

    , ,

    beton ,

    , ,

    . ,

    ,

    ,

    ,

    .

  • 151

  • 152

    2) :

    :

    i. 20kV:

    ,

    , ,

    , . ,

    , ,

    .

    ii. 20kV:

    , , ,

    .

    ,

    (,

    , ).

    iii. - 20kV/150kV:

    , ,

    ,

    ,

    , , ,

    , ,

    , .

  • 153

    iv. 150kV:

    . ,

    , .

    v. :

    ,

    ,

    ,

    .

    control room .

    8.5.4.

    ,

    . , ,

    ,

    [4].

    ,

    ,

    .

    ,

    .

    ,

    ,

    .

    (),

    ,

    .

  • 154

    :

    (, .)

    ( )

    flicker

    -

    ()

    ,

    ,

    .

    .., .

    (

    ) ,

    ,

    .

    ,

    / , (..

    34 , ) .

    ,

    .

    ,

    ,

    , ,

    .

    ,

    .

    ,

  • 155

    ( ).

    250 MVA.

    .

    . ,

    ,

    ( , ).

    ,

    .

  • 156

    8.10: .

    () . ()

    . ()

    . ()

    . () ,

    ( ). ()

    .

    ( ),

    .

    ,

    /

    .

    , , .

  • 157

    , .

    .

    ,

    U0,

    .

    ,

    .

    , ,

    ..

    (transfer trip)

    .

    .

    .

    ,

    . ,

    ,

    .

    ,

    .

    . ,

    , , ,

    .

  • 158

    (..

    ). /

    .

    8.6.

    8.6.1.

    ,

    . , ,

    ,

    . ,

    . ,

    ,

    , .

    ,

    [5].

    8.6.2.

    , ,

    :

    ,

    ,

    IEEE, IEC .

    , IEC .

  • 159

    ,

    . ,

    :

    (GPR - Ground Potential Rise)

    ,

    ,

    .

    . GPR.

    1. (Step Voltage)

    1m

    , ,

    .

    2. (Touch Voltage)

    1m

    .

    3.

    70kg

    ssssstep tkhC /157,0),(61000 4.

    70kg

    ssssTOUCH tkhC /157,0,5,1100070

    ts = sec

    s = m

    96,0/08,0/21/21),(1

    2

    ns

    nss hnKkhC

    : =(-s)/(+s)

    n =

    hs = m

    = m

    5. (Mesh Voltage)

  • 160

    .

    ,

    , ,

    . , ,

    .

    8.6.3.

    , ,

    ,

    . ,

    30 kA

    5.5 s 75 s.

    , .

    ,

    ,

    .

    ,

    .

    8.6.4.

    ,

    ,

    [5].

    ,

    :

    -

  • 161

    ,

    .

    , ,

    .

    bdg )(

    g km2 d

    . a, b ,

    ( a=0.04 , b=1.25).

    :

    610 egs A

    s , Ae

    km2.

    , , .

    e , .

    1/3,

    , .

    ,

    Ce

    610 eegs CANN ,

    Ce (.. ) , 0.50 ( 3h h

    2.001.00

    0.25

  • 162

    ,

    ,

    .

    P=Ac*Ng*10-6. P>10-5

    P>10-4 .

    8.7.

    380V ( /) 630V ( /), 20

    15kV -.

    . ,

    .

    ,

    [5].

    ,

    , .

    , .

    ,

    .

    ,

    ,

    . ,

    , ,

    . ,

    ,

    .

    ,

    .

    , ,

  • 163

    ,

    .

    8.8.

    / ( 8.11).

    / ,

    . ,

    ,

    .

    (.. British Standards) 10Ohm ,

    .

    8.11: /

  • 164

    ( 8.12).

    . ,

    , /

    .

    8.12:

    8.9.

    ,

    [6].

    . ,

    , ,

    , .

    .

  • 165

    ,

    .

    PSCAD/EMTDC,

    ,

    .

    8.10.

    8.10.1.

    8.13 ,

    .

    ,

    ,

    [7].

    8.13:

  • 166

    :

    1 MW 0.5km

    (20 kV / 66 kV).

    164,

    60m 3m,

    .

    ,

    , ,

    , ...,

    .

    (230V / 20kV)

    . o

    o ,

    8.14.

    ~~~

    Y

    230V 20kV

    ( )

    1

    8.14:

  • 167

    10 20.

    :

    ,

    .

    8.10.2.

    ,

    ( , ),

    ( , )

    . 20kV 15kJ.

    8.15 -.

    8.15: - 8.11. PSCAD

    8.11.1.

    PSCAD/EMTDC

    .

    (case1) ( 8.16),

    (case2) ( 8.17).

  • 168

    [8]. A

    B

    C

    A

    B

    C20.0 [kV]

    #2#1

    230.0 [V]

    1.0 [MVA]

    A

    B

    C

    Ia1

    Ia2

    Ia3

    50 [ohm

    ]

    50 [ohm

    ]

    Ia*500000000000000000TIME

    TIME

    * *X2

    AeBx

    Ia4

    Ia5

    Ia6

    50 [ohm

    ]

    Tline

    1

    Tline

    1

    Tline

    1

    TLineT

    Tline

    1

    A

    B

    C

    A

    B

    C20.0 [kV]

    #2#1

    230.0 [V]

    1.0 [MVA]

    Ia7

    Ia8

    Ia9

    50 [ohm

    ]

    50 [ohm

    ]

    Ia10

    Ia11

    Ia12

    50 [ohm

    ]

    A

    B

    C

    A

    B

    C

    A

    B

    C150.0 [kV]

    #2#1

    20.0 [kV]

    100.0 [MVA]

    Ia13

    Ia14

    Ia15

    50 [ohm

    ]

    TLineT

    Tow erT

    Ia16

    Ia17

    Ia18

    50 [ohm

    ]

    50 [ohm

    ]

    Ia1

    Ia5

    Ia8Ia7

    Ia9 Ia10

    Ia2

    Ia3 Ia4

    Ia6

    Ia11 Ia12

    Ia13 Ia14

    Ia15 Ia16

    Ia17 Ia18

    Ia

    Ea

    1 Ea

    4

    Ea7

    Ea1

    0

    Ea13

    Ea16

    Ea1

    Ea4Ea7

    Ea10Ea13

    Ea6

    *Ia1

    Ea1

    Power1 *Ia4

    Ea4

    Power4

    *Ia7

    Ea7

    Power7 *Ia10

    Ea10

    Power10

    *Ia13

    Ea13

    Power13

    P+j

    QP

    +jQ

    P+j

    Q

    8.16:

    A

    B

    C

    A

    B

    C20.0 [kV]

    #2#1

    230.0 [V]

    1.0 [MVA]

    A

    B

    C

    Ia1

    Ia2

    Ia3

    50 [ohm]

    50 [ohm]

    Ia*500000000000000000TIME

    TIME

    * *X2

    AeBx

    Ia4

    Ia5

    Ia6

    50 [ohm]

    Tline

    1

    Tline

    1

    Tline

    1

    TLineT

    Tline

    1

    A

    B

    C

    A

    B

    C20.0 [kV]

    #2#1

    230.0 [V]

    1.0 [MVA]

    Ia7

    Ia8

    Ia9

    50 [ohm]

    50 [ohm]

    Ia10

    Ia11

    Ia1250 [ohm]

    A

    B

    C

    A

    B

    C

    A

    B

    C150.0 [kV]

    #2#1

    20.0 [kV]

    100.0 [MVA]

    Ia13

    Ia14

    Ia15

    50 [ohm]

    TLineT

    Tow erT

    Ia16

    Ia17

    Ia18

    50 [ohm]

    50 [ohm]

    Ia1

    Ia5

    Ia8Ia7

    Ia9 Ia10

    Ia2

    Ia3 Ia4

    Ia6

    Ia11 Ia12

    Ia13 Ia14

    Ia15 Ia16

    Ia17 Ia18

    Ia

    Ea1 E

    a4

    Ea7

    Ea10

    Ea13

    Ea16

    Ea1

    Ea4Ea7

    Ea10Ea13

    Ea6

    *Ia1

    Ea1

    Power1 *Ia4

    Ea4

    Power4

    *Ia7

    Ea7

    Power7 *Ia10

    Ea10

    Power10

    *Ia13

    Ea13

    Power13

    P+j

    QP

    +jQ

    P+j

    Q

    8.17:

    (case1).

  • 169

    (/1) ,

    10 .

    Arrester Current WT#1 (case 1)

    0.00 0.01m 0.02m 0.03m 0.04m 0.05m 0.06m 0.07m 0.08m 0.09m 0.10m ... ... ...

    -10.0

    -5.0

    0.0

    kA

    Arrester Current

    Arrester Voltage WT#1 (Case 1)

    0.000 0.010m 0.020m 0.030m 0.040m 0.050m 0.060m 0.070m 0.080m 0.090m 0.100m ... ... ...

    -20

    -10

    0

    kV

    Arrester Voltage

    8.18: /1

    10

    Arrester Current WT#2 (case 1)

    0.00 0.01m 0.02m 0.03m 0.04m 0.05m 0.06m 0.07m 0.08m 0.09m 0.10m ... ... ...

    0.0

    5.0

    kA

    Arrester Current

  • 170

    Arrester Voltage WT#2 (Case 1)

    0.000 0.010m 0.020m 0.030m 0.040m 0.050m 0.060m 0.070m 0.080m 0.090m 0.100m ... ... ...

    0

    10

    20

    kV

    Arrester Voltage

    8.19: /2

    10

    Arrester Current Transformer (case 1)

    0.00 0.01m 0.02m 0.03m 0.04m 0.05m 0.06m 0.07m 0.08m 0.09m 0.10m ... ... ...

    0.0

    1.0

    2.0

    kA

    Arrester Current

    Arrester Voltage Transformer (Case 1)

    0.000 0.010m 0.020m 0.030m 0.040m 0.050m 0.060m 0.070m 0.080m 0.090m 0.100m ... ... ...

    0

    10

    20

    kV

    Arrester Voltage

    8.20:

    10

  • 171

    (case2).

    Arrester WT#1 (case 2)

    0.00 0.01m 0.02m 0.03m 0.04m 0.05m 0.06m 0.07m 0.08m 0.09m 0.10m ... ... ...

    -5.0

    0.0

    kA

    Arrester Current

    Arrester Voltage WT#1 (Case 2)

    0.000 0.010m 0.020m 0.030m 0.040m 0.050m 0.060m 0.070m 0.080m 0.090m 0.100m ... ... ...

    -20

    -10

    0

    kV

    Arrester Voltage

    8.21: /1

    10

    Arrester WT#2 (case 2)

    0.00 0.01m 0.02m 0.03m 0.04m 0.05m 0.06m 0.07m 0.08m 0.09m 0.10m ... ... ...

    0.0

    5.0

    kA

    Arrester Current

  • 172

    Arrester Voltage WT#2 (Case 2)

    0.000 0.010m 0.020m 0.030m 0.040m 0.050m 0.060m 0.070m 0.080m 0.090m 0.100m ... ... ...

    0

    10

    20

    kV

    Arrester Voltage

    8.22: /2

    10

    Arrester WT#2 (case 2)

    0.00 0.01m 0.02m 0.03m 0.04m 0.05m 0.06m 0.07m 0.08m 0.09m 0.10m ... ... ...

    0.0

    5.0

    kA

    Arrester Current

    Arrester Voltage Transformer (Case 2)

    0.000 0.010m 0.020m 0.030m 0.040m 0.050m 0.060m 0.070m 0.080m 0.090m 0.100m ... ... ...

    0

    10

    20

    kV

    Arrester Voltage

    8.23:

    10

  • 173

    /1

    .

    .

    (/1) (/2) ,

    1/3 .

    8.11.2.

    [9]. ,

    , , 10.

    ( 8.24,8.25 8.26)

    (case1) (case2)

    20.

    Arrester Current WT#1(case 1)

    0.000 0.010m 0.020m 0.030m 0.040m 0.050m 0.060m 0.070m 0.080m 0.090m 0.100m ... ... ...

    -10.0

    -8.0

    -6.0

    -4.0

    -2.0

    0.0

    kA

    Arrester Current

  • 174

    Arrester Voltage WT#1 (Case 1)

    0.000 0.010m 0.020m 0.030m 0.040m 0.050m 0.060m 0.070m 0.080m 0.090m 0.100m ... ... ...

    -20.0

    -15.0

    -10.0

    -5.0

    0.0

    kV

    Arrester Voltage

    8.24: /1

    20

    Arrester Current WT#2 (case 1)

    0.000 0.010m 0.020m 0.030m 0.040m 0.050m 0.060m 0.070m 0.080m 0.090m 0.100m ... ... ...

    0.0

    2.0

    4.0

    6.0

    8.0

    10.0

    kA

    Arrester Current

    Arrester Voltage WT#2 (Case 1)

    0.000 0.010m 0.020m 0.030m 0.040m 0.050m 0.060m 0.070m 0.080m 0.090m 0.100m ... ... ...

    0.0

    5.0

    10.0

    15.0

    20.0

    kV

    Arrester Voltage

    8.25: /2

    20

  • 175

    Arrester Current Transformer (case 1)

    0.000 0.010m 0.020m 0.030m 0.040m 0.050m 0.060m 0.070m 0.080m 0.090m 0.100m ... ... ...

    0.00

    0.50

    1.00

    1.50

    2.00

    2.50

    kA

    Arrester Current

    Arrester Voltage Transformer (Case 1)

    0.000 0.010m 0.020m 0.030m 0.040m 0.050m 0.060m 0.070m 0.080m 0.090m 0.100m ... ... ...

    0.0

    5.0

    10.0

    15.0

    20.0

    kV

    Arrester Voltage

    8.26:

    20

    (case2).

    Arrester Current WT#1 (case 2)

    0.000 0.010m 0.020m 0.030m 0.040m 0.050m 0.060m 0.070m 0.080m 0.090m 0.100m ... ... ...

    -6.0

    -4.0

    -2.0

    0.0

    kA

    Arrester Current

  • 176

    Arrester Voltage WT#1 (Case 2)

    0.000 0.010m 0.020m 0.030m 0.040m 0.050m 0.060m 0.070m 0.080m 0.090m 0.100m ... ... ...

    -20.0

    -15.0

    -10.0

    -5.0

    0.0

    kV

    Arrester Voltage

    8.27: /1

    20

    Arrester Current WT#2 (case 2)

    0.000 0.010m 0.020m 0.030m 0.040m 0.050m 0.060m 0.070m 0.080m 0.090m 0.100m ... ... ...

    0.0

    1.0

    2.0

    3.0

    4.0

    kA

    Arrester Current

    Arrester Voltage WT#2 (Case 2)

    0.000 0.010m 0.020m 0.030m 0.040m 0.050m 0.060m 0.070m 0.080m 0.090m 0.100m ... ... ...

    0.0

    5.0

    10.0

    15.0

    20.0

    kV

    Arrester Voltage

    8.28: /2

    20

  • 177

    Arrester Current Transformer (case 2)

    0.000 0.010m 0.020m 0.030m 0.040m 0.050m 0.060m 0.070m 0.080m 0.090m 0.100m ... ... ...

    0.0

    1.0

    2.0

    kA

    Arrester Current

    Arrester Voltage Transformer (Case 2)

    0.000 0.010m 0.020m 0.030m 0.040m 0.050m 0.060m 0.070m 0.080m 0.090m 0.100m ... ... ...

    0.0

    5.0

    10.0

    15.0

    20.0

    kV

    Arrester Voltage

    8.29:

    20

    ,

    , ,

    .

    /1. /2. 10 Case 1 23 kJ 14 kJ 2,5 kJ 10 Case 2 6 kJ 3,2 kJ 1,4 kJ 20 Case 1 30 kJ 18 kJ 3,9 kJ 20 Case 2 7,8 kJ 4,5 kJ 2,1 kJ

    8.1:

  • 178

    10.

    8.30: /1 10

    8.31: /2 10

    8.32: 10

    , ,

    20.

    8.33: /1 20

  • 179

    8.34: /2 20

    8.35: 20

    ,

    .

    . ,

    ,

    . ,

    . , ,

    ,

    .

    8.12.

    ,

    .

    ,

    .

    , ,

    .

  • 180

    ,

    . ,

    ,

    ,

    .

    8.13.

    [1] www.eletaen.gr

    [2] www.cres.gr

    [3] www.ewea.org

    [4] . ,

    , , 2003

    [5] . , . , ,

    , , 1997

    [6] Y. Yasuda and T. Funabashi, Analysis on Back-Flow Surge in Wind Farms,

    2007

    [7] Y. Yasuda and T. Funabashi, Surge Analysis on Wind Farm at Winter Lightning

    Stroke, 28th International Conference on Lightning Protection

    [8] N. Umo, H. Kobayashi, Y. Yasuda and T. Funabashi, Surge Analysis on Wind Farm

    When Winter Lightning Strikes, IEEE Transactions on Energy Conversion, 2008

    [9] Lightning Protection Guide, Lightning and Surge Protection of Multi-megawatt Wind

    Turbines, DEHN

  • 181

    close all;clear all;clc; Emax = 400e3 ; Iin = 10e3 ; Tmin = 20e-6 ; Tmax = 1000e-6 ; dI = 10e3 ; dT = 20e-6 ; Ip = Iin ;

    d = 2.2 ; yg = 23.75 ; yt = 21.14 ; b = 0.36+0.168*log10(43-yg) ; Io = Iin ; Ta = Tmin ; Imax = 300e3 ; I50 = 24e3; T50 = 30e-6; nc = 1.89; nt = 1.82; Pbx = 0; Pby = 0; for T = Tmin:Tmax for Ip = Ip:Imax T = Ta ; Ip = Io SurgeEqn='(Ip*(u/10e-6)^7*exp(-u/T))/((1+u/T)*

    exp(-2e-6/(T*(7*2e-6/T)^(1/8))))'; set_param([bdroot,'/Fcn'],'Expression',SurgeEqn); sim('C:\Users\Anastasia\Desktop\runsim\transmissionlines2.mdl');