the impact of facts devices on generation reallocation and load shedding of a power

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    THE IMPACT OF FACTS DEVICES ON GENERATION REALLOCATION AND LOAD SHEDDING OF A

    POWER

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    CHAPTER 1

    INTRODUCTION

    1.1LOAD FLOW ANALYSISThe operational feature of a composite power system can be determined by symmetrical steady

    state. But three major problems encountered in this mode of operation are listed.

    Load flow problem

    Optimal load flow scheduling problem

    System control problem.

    Load flow study is the steady state solution of the power system network. The solutions provides

    magnitude & phase angles of load bus voltage, creative power at generating bus real and reactive

    power flow on transmission line. It also gives the initial conditions of the system when the transient

    behavior of the system is to be studied. The load flow study of a power system is essential to decide

    the best operation of existing system and for planning the future expansion of the system.

    1.2DEVELOPMENTS IN LOAD FLOW ANALYSISBefore the advent of digital computers, AC calculating board was the only means of carrying out

    load flow studies. These studies were therefore, tedious and time consuming. With the availability of

    fast and large size digital computers, all kinds of power system studies, including load flow, can now

    be carried out conveniently. In fact some of advance level sophisticated studies which were almost

    impossible to carry out on the AC calculated boards have now become possible by MAT lab

    software.

    There are different types of iterative algorithm for solving load flow studies in MAT lab

    software as follows:

    Gauss method

    Gauss-Seidel method

    Newton-Raphson method

    Decoupled Newton method

    Fast Decoupled load flow

    New Power flow method

    Gaussmethod is a simplest method to calculate load flow analysis. The number of iterations in

    this method is more and it is much slower to converge, sometimes fail to do so Gauss Seidelmethod

    is used. In Gauss Seidel method calculations are simple and programming task is lesser and its

    memory requirement is less but there are many disadvantages in this method they are:

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    Require large number of iterations to reach convergence

    Not suitable for large systems

    Convergence time increases with size of system

    The above problems can be rectified in Newton-Raphson method. It is a powerful flow method of

    solving non- linear algebraic equations. It has the following advantages.

    This method is faster, more reliable and the results are accurate

    Require less number of iterations for convergence.

    The number of iterations are independent of the size of the system

    Suitable for large systems

    Its only drawback is the large requirement of computer memory. To reduce the memory

    requirements decoupled load flowmethod is used. It is not much of an advantage from the point ofview of speed. Since the time per iteration of the DLF is almost the same as that of NR method and it

    always takes more number of iterations to converge because of the approximation. A Fast Decoupled

    Load Flow is carried out to achieve some speed advantage without much loss in accuracy of solution

    using the DLF model. In above all the methods frequency is not considered but during abnormal

    conditions frequency changes occurs so a new method has been developed called New Power Flow

    Method. This method has the following advantages:

    Used for the steady state behavior of large complex power systems

    It allows study power flow in normal as well as abnormal conditions.

    Demandsupply unbalance is distributed between among all generators

    Get exact and accurate results.

    1.3 CONTRIBUTIONS TO PROJECT WORK

    The load flow calculations for 3-bus, 5-bus and 24-bus are performed by using Newton-

    Raphson method and new power flow method.

    In order to avoid the over-load on the generators and to reduce the losses generation re

    allocation is performed.

    Even after the generation reallocation the load does not met the demand so the load is

    curtailed by doing load shedding.

    To increase the voltage profile facts devices are placed like SVC and TCSC for the 3-bus, 5-

    bus and 24-bus systems and results are obtained.

    1.4 ORGANIZATION OF PROJECT WORK

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    Chapter-2, it deals with the New power flow method mathematical modeling and its basic

    equations. Comparisons of Newton-Raphson method and New power flow method for all the

    3,5,24 bus systems has been done.

    Chapter-3 deals with generation reallocation mathematical equations and comparison with

    Newton-Raphson method for all the 3,5,24 bus systems.

    Chapter-4 includes load shedding problem formulation, its advantages and disadvantages.

    Comparison with Newton-Raphson method for all the 3,5,24 bus systems has been done.

    Chapter-5 deals with impact of FACTS devices on power systems and different types of

    FACTS devices, their circuit representation & description. This chapter also includes the

    effect of facts devices placed in different lines for each bus. The comparison with Newton

    method also obtained.

    Chapter-6, it discuss with the overall conclusion of the project work.

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    CHAPTER 2

    NEW POWER FLOW METHOD

    2.1 INTRODUCTION

    Power flow calculations for determining the steady state of power systems have

    conventionally been solved by assuming that system frequency remains constant, that supply demand

    unbalances would be regulated by an ideal generator, called slack bus and by neglecting the voltage

    characteristics of loads. Since this method of solution neglects frequency discrepancies and voltage

    characteristics, i.e., the control characteristics of various generators and system load characteristics,

    it is not suited to analyzing a new steady state following a disturbance, or a major supply outage.

    It is necessary, however, from the point of view of the security of increasingly large

    and complex power systems, to be able to determine the frequency, voltage, presence or absence of

    overload, and local supply bottlenecks following a sudden major supply outage or tripping of tie-line

    breakers. Thus the need is clear for a calculation model that takes account of generator control

    effects, and the voltage and frequency characteristics of load.

    The classical methods of solving Load flows assume that system frequency remains

    constant, an ideal generator, called slack bus, would regulate that supply - demand unbalance. The

    voltage and frequency characteristics i.e. the control characteristics of various generators and system

    load characteristics are not considered in these classical power flow models. The conventional GaussSeidel, NR Power Flow Models etc. are not suitable to study the system during dynamic condition

    as these models are intended to give solution for a pre-defined static operating point.

    2.2 NECESSITY OF NEW POWER FLOW METHOD

    A new power flow model is used for the steady state behavior of large complex power systems. It

    allows the study of power flow under abnormal conditions as well as normal conditions.

    It is necessary to take account of system frequency deviation

    While system frequency is maintained relatively constant under normal conditions, changes

    will occur in the event of supply-demand unbalance resulting from a major supply outage or

    tie-line tripping. It is thus necessary to establish new steady state values by checking for the

    magnitude of frequency deviation.

    Demand-supply unbalance must be distributed among allgenerators

    If the whole unbalance is absorbed by a single swing bus, there maybe major distortions

    in load flow distribution, and the model fails to match reality. Thus it is necessary to develop

    a model which distributes and absorbs the unbalance on the basis of the governor

    characteristics, load characteristics, of each generator.

    Voltage characteristics of the system cannot be neglected

    Load usually depends on voltage, and system voltages are controlled by generators,capacitors, reactors, transformers.

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    2.2.1 Generator real power output

    Generator real power output is adjusted by the static response of the prime mover shown in the fig

    2.1 which may be expressed as

    fR

    PPP R

    GsetG (2.1)

    And

    GmaxGGmin PPP (2.2)

    WhereG

    P : Real power output of generator

    GsetP : Scheduled real power output of generator

    RP : Rated output of generator

    R : Speed regulation in per unit

    f : Change in frequency

    maxGP , minGP : Real power limits of generator.

    Figure 2.1: Generator Governor Model

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    2.2.2 Generator Reactive Power Output and Terminal Voltage

    In this new model, different types of generator buses are considered.

    Bus type 1:

    A generator bus is specified by theirG

    P andG

    Q , or operated under constant power factor.G

    Q is

    adjusted according to the characteristic as shown in the Fig. 2.2.2

    GQGQGsetG PbPaQQ

    (2.3)

    fR

    1PP RG (2.4)

    WhereG

    Q : Reactive power output of generator

    GsetQ : Scheduled reactive power output of generator

    Qa ,

    Qb : Coefficients of reactive generation control characteristics

    Figure 2.2 Characteristics of Generator Reactive Power.

    Bus type 2:

    GP and

    GV are specified, and the bus is operated under constant terminal

    voltage. Line drop compensation can be applied to the Automatic Voltage Regulator (AVR), and

    exciter capability can be taken in to account.

    The model for this bus can be expressed by

    IjXVV LCGsetG (2.5)

    IjXVE fG (2.6)

    maxmin EEE (2.7)

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    WhereG

    V : Generator terminal voltage

    setGV : Scheduled voltage

    fX : Direct axis synchronous reactance

    E : Voltage proportional to field voltage

    minE ,

    maxE : Limits of field voltage

    Bus type 3:

    Same as Type 1, with the addition of excitation capabilityG

    Q as in equations (2.3) and (2.4) as in

    equations (2.6) and (2.7).

    Bus type 4:

    Same as Type 2, with the addition of reactive power generation limits.

    GQ is as in equations (2.3) and (2.4), and

    GmaxGGmin QQQ (2.8)

    WhereminG

    Q ,maxG

    Q : Reactive power limits of generator

    2.3 LOAD MODEL

    Load normally depends on voltage and frequency, and study of emergency system control must take

    into account of frequency and voltage characteristics of the load.

    Loads may be expressed by:

    21

    )1(LB

    z

    N

    LB

    cpPLsetLV

    Vp

    V

    VppfkPP (2.9)

    22

    )1(LB

    z

    N

    LB

    cpQLsetLV

    Vq

    V

    VqqfkQQ (2.10)

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    WhereL

    P ,L

    Q : Power input of load

    setLP , setLQ : Rated power of load

    Zp , Zq :Portion of total load proportional to constant impedance load

    Cp ,

    Cq : Portion of total load proportional to Nthpower of voltage

    Pp ,

    Pq : Portion of total load proportional to constant power load

    PK ,

    QK : Frequency characteristics of load

    BLV : Normal-operating voltage at load bus

    2.4 SOLUTION METHOD

    In order to study power flow, taking into account of system frequency deviation, it is

    necessary to introduce frequency characteristics into traditional power flow equations. There are

    expressed as follows:

    The balance of real and reactive power at a node i the following equations one for real power

    balance and the other for reactive power balance are shown by equations (2.11) and (2.12.)

    0 LiGiipi PPPf (2.11)

    0 LiGiiQi QQQf (2.12)

    Wherepi

    f ,iQ

    f : Error of power flowing into node i

    n

    j

    jiji VYI1

    (2.13)

    n

    j

    jijiiiii VYVQjPIV1

    **

    *

    (2.14)

    Whereii : current flowing into node i

    iP,

    iQ : injected power into node i.

    In traditional load flow studies, a single node or bus is considered to be a slack bus to make up for

    the difference between scheduled load, system loss and generation. In this new model, however,

    system frequency changes according to the supply demand difference so that a balance among

    load, generation and system loss is obtained automatically, and there is no need for a slack bus. It

    is however, necessary to specify the voltage phase angle of one of the buses as reference node in

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    order to find the voltage angles of the other nodes. All the generators participate in picking up the

    entire load and system losses.

    2.4.1 Basic equations

    We can represent the bus voltage of node i as,

    ij

    ei

    ViV (2.15)

    Then Eq. (2.14) becomes

    n

    1j

    j

    ij

    ej

    Vi

    VijYijQ

    iP (2.16)

    And Eq. (2.11) and (2.12) can be represented as functions of V1,

    1,V

    2,

    2,., V n ,

    n ,

    and f, where f is also one of the variables representing change in the system frequency, i.e.,

    fVVVff nnPP ,,,......,,,, 2211 (2.17a)

    fVVVff nnQQ ,,,......,,,, 2211 (2.17b)

    The New power flow problem to be solved is represented as a set of simultaneous non linear

    equations as follows:

    (a) For nodes for which real and reactive power are specified:

    0,,,......,,,, 2211 fVVVf nnPl (2.18a)

    0,,,......,,,, 2211 fVVVf nnQl (2.18b)

    (b) For nodes for which power and voltage magnitude are specified:

    10

    0,,,......,,,, 2211 fVVVf nnPm (2.19)

    Where n is the number of nodes for which real and reactive powers are specified and m is the

    number of nodes for which real and voltage magnitude are specified.

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    Given approximate results for the unknown variables kV , k , kf in equations (2.18) and

    (2.19), corrected values V , , f can be obtained from the matrix.

    ll

    l

    n

    ijiij

    ijiij

    Qll

    Ql

    Pn

    nP

    P

    V

    V

    f

    LGJ

    NFH

    f

    f

    f

    f

    f

    .

    .

    .

    )(

    .

    .

    .

    ||

    ||

    ||

    ||

    ||

    ||

    ||

    ||

    ||

    ||

    ||

    .

    .

    .

    .

    .

    .

    1

    1

    1

    1

    1

    1

    (2.20)

    Where1

    l , . . . .l

    l are the number of nodes for which voltage is not specified andn

    is taken for the

    phase reference bus. The total number of variables in equation (2.20) is

    (2n-m), where n is the total number of buses and m is the number of P-V buses Values forP

    f ,Q

    f ,

    and the Jacobian matrix in equation (2.20) can be obtained by substituting the approximations kV ,

    k , kf , solutions for which can be obtained by solving a system of linear equations. The new

    values for 1kV , 1k , 1 kf are calculated from equations (2.21a), (2.21b)

    )()()1(

    )()()1(

    kkk

    kkk

    vvV

    (2.21a)

    )()()1( kkk fff (2.21b)

    The elements of equation (2.20) are defined in equation (2.22)

    ,j

    Pi

    ij

    fH

    j

    Qi

    ij

    fJ

    ; ,

    j

    Piij

    v

    fN

    j

    Qi

    ijv

    fL

    ,f

    fF Piij

    f

    fJ

    Qi

    ij

    (2.22)

    Terms of equations (2.22) are given and the computational procedure is given in the

    flow chart shown in Appendix(B). 11

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    2.5 RESULTS AND DISCUSSIONS

    Table 2.1 Results for 5-bus system using Newton method

    GENERATION LOAD SHUNT

    Bus

    Name

    Type V Delta MW MVAR M

    W

    MVAR MVAR

    1 bus-

    1

    slack 1.060 0.00 131.1 90.8 0.0 0.0 0.0

    2 bus-2 PVbus 1.000 -2.06 20.0 -71.6 0.0 0.0 0.0

    3 bus-3 PQbus 0.987 -4.64 0.0 0.0 0.5 0.1 0.0

    4 bus-4 PQbus 0.984 -4.96 0.0 0.0 0.4 0.1 0.0

    5 bus-5 PQbus 0.972 -5.76 0.0 0.0 0.6 0.1 0.0

    Forward Power Flow Power Losses

    Name Name MW MVAR MW MVAR

    bus-2 bus-1 -86.840 -72.9105 2.4857 1.0864

    bus-3 bus-1 -40.271 -17.5109 1.5176 -0.6928

    bus-3 bus-2 -24.112 -0.3493 0.3595 -2.8709

    bus-4 bus-2 -27.250 -0.8277 0.4608 -2.5547

    bus-5 bus-2 -53.439 -4.8241 1.2147 0.7278

    bus-4 bus-3 -19.343 -4.6884 0.0401 -1.8230

    bus-5 bus-4 -6.553 -5.1703 0.0431 -4.6526

    *************** SYSTEM-GRID TOTALS ******************

    Total Generation 151.11MW 19.21 MVAR

    Shunt(inductive) 0.00 MVAR

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    Total P - Q Load 145.00 MW 30.00 MVAR

    Total Power Losses 6.12 MW -10.78 MVAR

    Fig 2.3: Voltage profile of Newton method for 5-bus system

    Table 2.2 Results for 5-bus system using new power flow method

    GENERATION LOAD

    Bus Name Type V Delta MW MVAR MW MVAR

    1

    2

    3

    4

    5

    Bus-1

    bus-2

    bus-3

    bus-4

    bus-5

    slack

    PVbus

    PQbus

    PQbus

    PQbus

    1.000

    1.000

    0.971

    0.971

    0.967

    0.000

    -3.394

    -5.740

    -6.119

    -7.058

    120.00

    20.00

    0.00

    0.00

    0.00

    -9.80

    -1.80

    0.00

    0.00

    0.00

    0.00

    0.00

    45.00

    40.00

    60.00

    0.00

    0.00

    15.00

    5.00

    10.00

    Forward Power Flow Reverse Power Flow Power Losses

    SB EB MW MVAR MW MVAR MW MVAR

    1

    1

    2

    2

    2

    3

    4

    2

    3

    3

    4

    5

    4

    5

    89.68

    40.64

    24.82

    28.08

    55.03

    18.73

    6.26

    -29.97

    -1.99

    6.22

    5.27

    9.08

    -7.22

    -2.81

    -87.93

    -39.32

    -24.41

    -27.57

    -53.78

    -18.69

    -6.22

    29.23

    1.09

    -8.87

    -7.64

    -8.22

    5.46

    -1.78

    1.75

    1.32

    0.41

    0.50

    1.26

    0.04

    0.03

    -0.74

    -0.89

    -2.66

    -2.37

    0.87

    -1.76

    -4.60

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    *************** SYSTEM-GRID TOTALS ******************

    Total Generation :

    Shunt (inductive) :

    Total P - Q Load :

    Total Power Losses :

    140.0009 MW

    145.0254 MW

    -5.3123 MW

    -11.6066 MVAR

    0.00 MVAR

    30.0000 MVAR

    -12.1529 MVAR

    From the table 2.1 and table 2.2, it is observed that at constant load, there is a decrement in

    total power loss of 13.07% in new power flow method when compared with Newton method.

    As losses have decreased, the generation decreases from 151.11MW to 140.0009MW.

    Fig 2.4: Voltage profile of Newton & New power flow method for 5-bus system

    From fig 2.4, the voltage profile of new power flow method is decreased by 1.6% when

    compared with Newton Raphson method .

    0

    0.2

    0.4

    0.6

    0.8

    1

    1.2

    0 1 2 3 4 5 6

    newton method

    new power flow

    method

    voltage

    profile

    bus number

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    Table 2.3 Results for 24-bus system using Newton method

    GENERATION LOAD SHUNT

    Bus Name Type V delta MW MVAR MW MVAR MVAR

    1

    2

    3

    4

    5

    6

    7

    8

    9

    10

    11

    12

    13

    14

    15

    16

    17

    18

    19

    20

    21

    22

    23

    bus-1

    bus-2

    bus-3

    bus-4

    bus-5

    bus-6

    bus-7

    bus-8

    bus-9

    bus-10

    bus-11

    bus-12

    bus-13

    bus-14

    bus-15

    bus-16

    bus-17

    bus-18

    bus-19

    bus-20

    bus-21

    bus-22

    bus-23

    slack

    PVbus

    PVbus

    PVbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    1.060

    1.000

    1.000

    1.000

    0.898

    0.918

    0.886

    0.993

    0.942

    0.938

    1.030

    1.039

    1.000

    1.026

    1.024

    0.968

    1.021

    0.972

    0.966

    0.940

    0.982

    1.003

    0.987

    0.00

    -12.49

    -9.29

    -21.54

    -19.72

    -35.34

    -34.65

    -36.37

    -27.50

    -37.66

    -20.33

    -23.70

    -37.07

    -32.83

    -5.76

    -14.06

    -16.11

    -36.15

    -31.72

    -30.24

    -27.52

    -34.19

    -24.54

    1654.1

    160.0

    350.0

    520.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    576.9

    -54.7

    -0.6

    93.3

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    4.3

    2.8

    3.2

    1.8

    1.2

    0.6

    0.0

    0.0

    4.5

    0.0

    7.8

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    1.7

    0.9

    1.1

    0.7

    0.4

    0.2

    0.0

    0.0

    1.8

    0.0

    3.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    -60.7

    -48.9

    0.0

    -47.7

    -95.0

    -42.5

    -47.2

    -96.8

    -169.1

    -120.1

    0.0

    -103.2

    -88.3

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    24 bus-24 PQbus 0.999 -13.28 0.0 0.0 0.0 0.0 -283.4

    Table 2.4 Results for 24-bus system using new power flow method

    GENERATION LOAD

    Bus Name Type V delta MW MVAR MW MVAR

    1

    2

    3

    4

    5

    6

    7

    8

    9

    10

    11

    12

    13

    bus-1

    bus-2

    bus-3

    bus-4

    bus-5

    bus-6

    bus-7

    bus-8

    bus-9

    bus-10

    bus-11

    bus-12

    bus-13

    slack

    PVbus

    PVbus

    PVbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    1

    1

    1

    1

    0.844

    0.844

    0.829

    0.825

    0.876

    0.88

    0.968

    0.953

    0.821

    0

    -12.621

    -10.914

    -19.1

    -22.155

    -33.569

    -34.222

    -35.256

    -27.431

    -25.582

    -19.76

    -22.717

    -35.359

    1655.87

    160

    350

    520

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    523.53

    36.25

    197.07

    305.51

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    430.01

    280.00

    320.00

    180.00

    120.00

    60.00

    0.00

    0.00

    450.01

    0.00

    0.00

    0.00

    0.00

    170.00

    90.00

    110.00

    70.00

    40.00

    20.00

    0.00

    0.00

    180.00

    SYSTEM-GRID TOTALS

    Total Generation :

    Shunt (inductive) :

    Total P - Q Load :

    Total Power Losses :

    2684.06 MW

    2620.00 MW

    64.06 MW

    614.98 MVAR

    -1203.00 MVAR

    980.00 MVAR

    -784.08 MVAR

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    14

    15

    16

    17

    18

    19

    20

    21

    22

    23

    24

    bus-14

    bus-15

    bus-16

    bus-17

    bus-18

    bus-19

    bus-20

    bus-21

    bus-22

    bus-23

    bus-24

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    0.877

    0.966

    0.917

    0.984

    0.913

    0.892

    0.884

    0.939

    0.873

    0.921

    0.96

    -31.455

    -6.494

    -15.797

    -16.269

    -23.871

    -29.303

    -29.216

    -25.219

    -30.945

    -24.022

    -14.947

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    780.01

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    300.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    0.00

    *************** SYSTEM-GRID TOTALS ******************

    Total Generation :

    Shunt (inductive) :

    Total P - Q Load :

    Total Power Losses :

    2685.8702 MW

    2620.0000 MW

    65.8720 MW

    1062.3602 MVAR

    1048.9373 MVAR

    980.0000 MVAR

    85.5636MVAR

    From the table 2.3 and table 2.4, it is observed that at constant load, there is a decrement in total

    power loss of 13.33% in new power flow method when compared with Newton method. As losseshave decreased, the generation decreases from 2684.06MW to 2685.8702MW.

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    CHAPTER 3

    GENERATION REALLOCATION

    3.1 INTRODUCTION

    Generation reallocation is also called as optimum power flow. The generation reallocation is a power

    flow problem in which certain variables are adjusted to minimize an objective function such as cost

    of the active power generation or the losses, while satisfying physical operating limits on various

    controls, dependent variables and function of control variables. Because the objective includes

    losses, and controls include reactive devices, the problem is characterized by a non-separable

    objective function. The characteristic, which sets the classical OPF apart from similar optimizationproblems, also makes it more difficult to solve. It was first discussed by Carpentier in 1962 [7] and

    took a long time to become a successful algorithm that could be applied for everyday use.

    The OPF method is based on load flow solution by the Newtons method [8], a first order gradient

    adjustment algorithm for minimizing the objective function and use of penalty functions to account

    for inequality constraints on dependent variables. The types of controls that an optimal power flow

    must be able to accommodate are active and reactive power injections, generator voltages,

    transformer tap ratios and phase-shift angles. In the given OPF study, active power controls, reactive

    power controls or a combination of both may be optimized.

    Practical solutions for OPF problems with separable objective functions have been obtained with

    special linear programming methods, but the classical OPF has defined practical solutions, the

    Newton approach is a flexible formulation that can be used to develop different OPF algorithms

    suited to the requirements of different applications. In other words, the optimal power problem seeks

    to find an optimal profile of active and reactive power generations along with voltage magnitudes in

    such a manner as to minimize the total operating costs of a thermal electric power system, while

    satisfying network security constraints.

    There are many applications of the OPF including The calculation of the Optimum generation pattern, as well as control variables, to active the

    minimum cost of generation together with meeting transmission system limitations.

    In an emergency, that is when some component of system is overloaded or a bus is

    experiencing a voltage violation, the OPF can provide a corrective dispatch, which tells the

    operation of system, the adjustments to be made to relieve the overload or voltage violation.

    The OPF can be used periodically to find the optimum setting for generation voltages,

    transformer taps and switched capacitors or static VAR compensators.

    The OPF is routinely used in planning studies to determine the maximum stress that a

    planned transmission system can withstand. For example, the OPF can calculate themaximum power that can safely be transferred from one area of network to another.

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    3.2 SOLUTION OF THE OPTIMAL POWER FLOW:

    The optimal power flow is a very large and difficult mathematical programming problem.

    Almost every mathematical programming approach that can be applied to this problem has been

    attempted and it has taken developers many decades to develop computer codes that will solve the

    OPF reliably.

    There are different methods of solving the optimal power flow problem.

    Lambda Iteration Method

    Gradient Method

    Newtons Method

    Linear Programming Method

    Interior Point Method

    In the Lambda Iteration method, losses are represented by a [B] matrix, or the penalty factors may be

    calculated outside by a power flow. Gradient methods are slow in convergence and are difficult to

    solve in the presence of inequality constraints. The Linear Programming method and Interior Point

    method easily handle the inequality constraints.

    The problems with the Gradient method lie mainly in the fact that the direction of gradient must be

    changed quite often and this leads to a very slow convergence. To speed up this convergence,

    Newtons method is used. It has got very fast convergence characteristics. Efficient and robust

    solutions can be obtained for problems of any practical size or kind. Solution effort is approximately

    proportional to network size, and is relatively independent of the number of controls or bindinginequalities. A direct simultaneous solution for all of the unknowns in the Lagrangian function in

    each iteration is obtained.

    The objective function for minimizing the operating cost is

    )(1

    2

    1

    igi

    NG

    i

    gi

    NG

    i

    i cPbPaFF ii

    Rs/hr (3.1)

    Subject to

    (a) Active power balance in the network

    0),( ii dgi PPVP (i=1,2 n) (3.2)

    (b) Reactive power balance in the network

    0),( ii dgi

    QQVQ (i= nv+1,nv+2,., n) (3.3)

    (c) Security related constraints called the soft constraints

    (i) Limits on real power generationsmaxmin

    iii ggg PPP (i= 1, 2,., n) (3.4)

    (ii) Limits on voltage magnitudesmaxmin

    iii VVV (i= nv+1,nv+2,., n) (3.5)

    (iii) Limits on voltage anglesmaxmin

    iii (i= 1, 2, n) (3.6)

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    (d) Functional constraint which is a function of control variables

    Limits on Reactive powermaxmin

    iii ggg QQQ (3.7)

    The Real Power Flow equations are

    n

    j

    jiijjiijjii BGVVVP1

    ))sin()cos((),( (3.8)

    The Reactive Power Flow equations

    n

    j

    jiijjiijjii BGVVVQ1

    ))cos()sin((),( (3.9)

    Where,

    n is the number of buses

    ng is the number of generator buses

    nv is the number of voltage controlled buses

    iP is the active power injection into bus i

    iQ is the reactive power injection into bus i

    diP is the active load on bus i

    giP is the active generation on bus i

    giQ is the reactive generation on bus i

    iV is the voltage magnitude at bus i

    i is the voltage phase angle at bus i

    jijiji jBGY (are the elements of admittance matrix)

    The initial values ofgP and are calculated using the formula given in the equation (3.10). In

    addition,pi is initialized to for all buses and qi is initialized to zero for load buses. Voltages for

    all the buses are taken as flat voltages and the voltage angles are initialized to zeroes. The

    constrained minimization problem can be transferred into an unconstrained one by augmenting the

    load flow constraints into the objective function.

    The additional variables are known as Lagrangian multiplier functions or incremental cost functions.

    n

    i i

    n

    i

    n

    i i

    id

    a

    a

    bP

    i

    1

    1 1

    2

    1

    2 and

    i

    i

    ga

    bP

    i 2

    (i=1,2 ng) (3.10)

    The Lagrangian function becomes

    n

    i

    dgiqi

    n

    i

    dgiPiigi

    ng

    i

    gig iiiiiiQQVQPPVPcPbPaVPL

    111

    2 )),(()),(()(),,(

    (3.11)

    The optimization problem is solved, if the following equations of optimality are solved.

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    q

    p

    g

    qq

    qp

    ppgp

    qp

    pggg

    V

    p

    q

    p

    g

    V

    VVVVV

    Vp

    V

    PPP

    V

    P

    000

    0

    00

    0

    000

    (3.12)

    To solve the above equation, Jacobian and Hessian matrix elements are to be calculated. Then the

    values of qpg VP ,,, , are calculated by multiplying the Jacobian matrix with the inverse of

    Hessian matrix. The convergence is checked using the formula given below, which must be less than

    or equal to a pre-specified tolerance value. Otherwise, the values qpg VP ,,, , are updated.

    2

    1

    1

    2

    1

    2

    1

    2

    2

    2

    1

    2 )()()()()(ng

    nvi

    q

    n

    nvi

    i

    n

    i

    p

    n

    i

    i

    ng

    i

    g iiiVP (3.13)

    The limits are also checked, if any variable violates the limit, then a penalty function is imposed on

    it.

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    3.3 RESULTS AND DISCUSSIONS

    An OPF program by Newtons approach has been written using MATLAB, and the results for 3-bus

    system, 5-bus system and 24-bus system are obtained.

    Table3.1: Newtons Method results for 3-Bus System

    GENERATION LOAD SHUNT

    Bus Name Type V Delta MW MVAR MW MVAR MVAR

    1

    2

    3

    bus-1

    bus-2

    bus-3

    slack

    PVbus

    PQbus

    1.0500

    1.0100

    1.0217

    0.0000

    0.1520

    -2.3762

    83.3333

    96.6667

    0.0000

    145.2480

    -102.4507

    0.0000

    0.00

    0.00

    1.80

    0.00

    0.00

    0.30

    0.00

    0.00

    0.00

    Forward Power Flow Power Losses

    Name Name MW MVAR MW MVAR

    bus-2

    bus-3

    bus-3

    bus-1

    bus-1

    bus-2

    5.626

    -88.960

    -91.040

    -80.793

    -55.951

    25.951

    0.000

    0.000

    -0.000

    3.215

    5.290

    4.292

    *************** SYSTEM-GRID TOTALS ******************

    Total Generation :

    Shunt (inductive) :

    Total P - Q Load :

    Total Power Losses :

    180.00 MW

    180.00 MW

    -0.00 MW

    42.80 MVAR

    0.00 MVAR

    30.00 MVAR

    12.80 MVAR

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    Table3.2: OPF results for 3-Bus System

    Fig 3.1: Voltage profile of Newton and Opf for 3-bus system

    From table 3.1 and 3.2 it is found that the 3-bus system has two PV buses and one PQ bus.

    The burden on the slack is reduced by 61MW (42.5%) and it is shared by PV bus.

    Fig 3.1 shows that the voltage profile is improved by 1%

    0

    0.2

    0.40.6

    0.8

    1

    1.2

    0 1 2 3 4

    VoltageP

    rofile

    Bus Number

    Newton-Raphson Method

    GENERATION LOAD SHUNT

    Bus Name Type V delta MW MVAR MW MVAR MVAR

    1 bus-1 PQbus 1.022 -2.92 0.0 0.0 1.8 0.3 0.0

    2 bus-2 PVbus 1.010 -0.96 35.0 -102.9 0.0 0.0 0.0

    3 bus-3 slack 1.050 0.00 145.0 146.6 0.0 0.0 0.0

    Forward Power Flow Power Losses

    Name Name MW MVAR MW MVAR

    bus-2 bus-1 70.608 -22.3868 0.0000 2.6893

    bus-3 bus-1 109.392 62.2611 0.0000 7.1851

    bus-3 bus-2 35.608 84.2989 0.0000 3.7978

    *************** SYSTEM-GRID TOTALS ******************

    Total Generation : 180.00 MW 43.67 MVAR

    Shunt (inductive) : 0.00 MVAR

    Total P - Q Load : 180.00 MW 30.00 MVAR

    Total Power Losses : 0.00 MW 13.67 MVAR

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    Table3.3: Newtons Method results for 5-Bus System

    GENERATION LOAD SHUNT

    Bus Name Type V Delta MW MVAR MW MVAR MVAR

    1 bus-1 slack 1.060 0.00 131.1 90.8 0.0 0.0 0.0

    2 bus-2 PVbus 1.000 -2.06 20.0 -71.6 0.0 0.0 0.0

    3 bus-3 PQbus 0.987 -4.64 0.0 0.0 0.5 0.1 0.0

    4 bus-4 PQbus 0.984 -4.96 0.0 0.0 0.4 0.1 0.0

    5 bus-5 PQbus 0.972 -5.76 0.0 0.0 0.6 0.1 0.0

    Forward Power Flow Power Losses

    Name Name MW MVAR MW MVAR

    bus-2 bus-1 -86.840 -72.9105 2.4857 1.0864

    bus-3 bus-1 -40.271 -17.5109 1.5176 -0.6928

    bus-3 bus-2 -24.112 -0.3493 0.3595 -2.8709

    bus-4 bus-2 -27.250 -0.8277 0.4608 -2.5547

    bus-5 bus-2 -53.439 -4.8241 1.2147 0.7278

    bus-4 bus-3 -19.343 -4.6884 0.0401 -1.8230

    bus-5 bus-4 -6.553 -5.1703 0.0431 -4.6526

    *************** SYSTEM-GRID TOTALS ******************

    Total Generation 151.11MW 19.21 MVAR

    Shunt(inductive) 0.00 MVAR

    Total P - Q Load 145.00 MW 30.00 MVAR

    Total Power Losses 6.12 MW -10.78 MVAR

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    Table3.4: OPF results for 5-Bus System

    GENERATION LOAD SHUNT

    Bus Name Type V Delta MW MVAR MW MVAR MVAR

    1

    2

    3

    4

    5

    Bus-1

    bus-2

    bus-3

    bus-4

    bus-5

    slack

    PVbus

    PQbus

    PQbus

    PQbus

    1.0600

    1.0000

    0.9875

    0.9843

    0.9717

    0.0000

    -0.1127

    -3.2069

    -3.4231

    -3.9535

    66.7022

    83.6080

    0.0000

    0.0000

    0.0000

    110.30

    -93.52

    0.00

    0.00

    0.00

    0.00

    0.00

    0.45

    0.40

    0.60

    0.00

    0.00

    0.15

    0.05

    0.10

    0.00

    0.00

    0.00

    0.00

    0.00

    Forward Power Flow Power Losses

    Name Name MW MVAR MW MVAR

    bus-2

    bus-3

    bus-3

    bus-4

    bus-5

    bus-4

    bus-5

    bus-1

    bus-1

    bus-2

    bus-2

    bus-2

    bus-3

    bus-4

    -33.128

    -30.705

    -28.471

    -30.725

    -55.153

    -14.153

    -4.847

    -91.954

    -21.358

    1.471

    0.615

    -4.165

    -6.758

    -5.835

    1.802

    1.067

    0.506

    0.589

    1.292

    0.024

    0.030

    -0.965

    -2.045

    -2.432

    -2.172

    0.960

    -1.872

    -4.692

    *************** SYSTEM-GRID TOTALS ******************

    Total Generation :

    Shunt (inductive) :

    Total P - Q Load :

    Total Power Losses :

    150.31 MW

    145.00 MW

    5.31 MW

    16.78 MVAR

    0.00 MVAR

    30.00 MVAR

    -13.22 MVAR

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    The burden on slack bus is decreased by 50% by performing optimal power flow method.

    The real power generation is reduced by 1MW, while reactive power generation is reduced

    by 2.5MW.

    Real power losses are decreased by 0.8MW for 5-bus system with two PV buses and one PQ

    bus.

    From fig 3.2 it is inferred that voltage profile is improved.

    Fig 3.2: Voltage profile of Newton and Opf for 5-bus system

    0

    0.2

    0.4

    0.6

    0.8

    1

    1.2

    1.4

    0 1 2 3 4 5 6

    VoltageProfile

    Bus Number

    Newton-Raphson

    Optimal Power

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    Table3.5: Newtons Method results for 24-Bus System

    GENERATION LOAD SHUNT

    Bus Name Type V delta MW MVAR MW MVAR MVAR

    1

    2

    3

    4

    5

    6

    7

    8

    9

    10

    11

    12

    13

    14

    15

    16

    17

    18

    19

    20

    21

    22

    23

    bus-1

    bus-2

    bus-3

    bus-4

    bus-5

    bus-6

    bus-7

    bus-8

    bus-9

    bus-10

    bus-11

    bus-12

    bus-13

    bus-14

    bus-15

    bus-16

    bus-17

    bus-18

    bus-19

    bus-20

    bus-21

    bus-22

    bus-23

    slack

    PVbus

    PVbus

    PVbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    1.000

    1.000

    1.000

    1.000

    0.844

    0.844

    0.829

    0.825

    0.876

    0.880

    0.968

    0.953

    0.821

    0.877

    0.966

    0.917

    0.984

    0.913

    0.892

    0.884

    0.939

    0.873

    0.921

    0.00

    -12.62

    -10.91

    -19.10

    -22.16

    -33.57

    -34.22

    -35.26

    -27.43

    -25.58

    -19.76

    -22.72

    -35.36

    -31.45

    -6.49

    -15.80

    -16.27

    -23.87

    -29.30

    -29.22

    -25.22

    -30.94

    -24.02

    1655.9

    160.0

    350.0

    520.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    523.5

    36.8

    198.2

    307.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    4.3

    2.8

    3.2

    1.8

    1.2

    0.6

    0.0

    0.0

    4.5

    0.0

    7.8

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    1.7

    0.9

    1.1

    0.7

    0.4

    0.2

    0.0

    0.0

    1.8

    0.0

    3.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    -53.5

    -41.2

    0.0

    -34.9

    -84.6

    -38.1

    -43.9

    -85.5

    -144.5

    -106.4

    0.0

    -78.0

    -77.0

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    24 bus-24 PQbus 0.960 -14.95 0.0 0.0 0.0 0.0 -261.4

    Forward Power Flow Power Losses

    Name Name MW MVAR MW MVAR

    bus-23

    bus-18

    bus-12

    bus-17

    bus-14

    bus-24

    bus-18

    bus-23

    bus-20

    bus-16

    bus-16

    bus-24

    bus-19

    bus-19

    bus-20

    bus-8

    bus-5

    bus-6

    bus-7

    bus-8

    bus-9

    bus-22

    bus-22

    bus-11

    bus-11

    bus-12

    bus-17

    bus-24

    bus-24

    bus-23

    bus-15

    bus-24

    bus-15

    bus-21

    bus-22

    bus-21

    bus-13

    bus-16

    bus-19

    bus-20

    bus-14

    bus-23

    210.935

    169.098

    -195.330

    197.368

    -192.378

    38.103

    -229.200

    -489.071

    -156.393

    -368.789

    -64.182

    -484.255

    -346.752

    65.550

    -165.255

    11.572

    -430.00

    -280.00

    -320.00

    -191.57

    -120.00

    33.0442

    -10.0289

    -65.0926

    1.0195

    -136.2234

    -116.3538

    -97.4833

    -167.4229

    -99.3193

    -93.6954

    -173.9701

    -76.0130

    -266.9147

    8.3169

    -150.0760

    15.1848

    -170.00

    -90.00

    -110.00

    -85.18

    -40.00

    2.6395

    2.2364

    0.8599

    1.1778

    2.9519

    0.2018

    3.6518

    7.7162

    1.3291

    6.1232

    0.7290

    6.7514

    2.8602

    0.2298

    1.5220

    0.0225

    2.97

    1.20

    1.65

    0.81

    0.41

    -73.2578

    -102.3059

    -48.8408

    -68.7230

    -112.3103

    -135.1601

    -100.7803

    -187.1462

    -90.1636

    -29.5282

    -53.9007

    -203.3029

    -122.2094

    -69.1407

    -60.1173

    -7.0383

    59.53

    24.10

    33.04

    16.13

    8.27

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    bus-10

    bus-13

    bus-1

    bus-2

    bus-3

    bus-4

    bus-18

    bus-22

    bus-15

    bus-17

    bus-24

    bus-21

    -60.00

    -438.45

    1655.87

    160.00

    350.00

    520.00

    -20.00

    -157.78

    523.53

    36.82

    198.20

    307.01

    0.10

    2.03

    9.95

    0.53

    1.60

    3.61

    2.05

    40.23

    202.07

    10.67

    32.10

    72.35

    *************** SYSTEM-GRID TOTALS ******************

    Total Generation : 2685.87 MW 1065.56 MVAR

    Shunt (inductive) : -1048.94 MVAR

    Total P - Q Load : 2620.00 MW 980.00 MVAR

    Total Power Losses : 65.87 MW -915.54 MVAR

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    Table3.6: OPF results for 24-Bus System

    GENERATION LOAD SHUNT

    Bus Name Type V delta MW MVAR MW MVAR MVAR

    1

    2

    3

    4

    5

    6

    7

    8

    9

    10

    11

    12

    13

    14

    15

    16

    17

    18

    19

    20

    21

    22

    23

    bus-1

    bus-2

    bus-3

    bus-4

    bus-5

    bus-6

    bus-7

    bus-8

    bus-9

    bus-10

    bus-11

    bus-12

    bus-13

    bus-14

    bus-15

    bus-16

    bus-17

    bus-18

    bus-19

    bus-20

    bus-21

    bus-22

    bus-23

    slack

    PVbus

    PVbus

    PVbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    1.0000

    1.0000

    1.0000

    1.0000

    0.8506

    0.8371

    0.8269

    0.8149

    0.8812

    0.8848

    0.9436

    0.9279

    0.8150

    0.8595

    0.9714

    0.9232

    0.9639

    0.9179

    0.8858

    0.8819

    0.9332

    0.8702

    0.9260

    0.0000

    23.7387

    7.1291

    6.8282

    -11.8111

    -11.2051

    -13.2050

    -14.2063

    -9.6755

    -8.3635

    5.6828

    1.8833

    -14.9406

    -9.3932

    -2.9026

    -5.5440

    10.1380

    -6.6703

    -6.8720

    -8.1734

    -1.6160

    -10.9149

    -6.3034

    754.2801

    578.8871

    642.2324

    708.2775

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    407.5732

    130.5805

    204.3099

    352.4880

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    4.3000

    2.8000

    3.2000

    1.8000

    1.2000

    0.6000

    0.0000

    0.0000

    4.5000

    0.0000

    7.8000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    1.7000

    0.9000

    1.1000

    0.7000

    0.4000

    0.2000

    0.0000

    0.0000

    1.8000

    0.0000

    3.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    -50.8753

    -39.0517

    0.0000

    -33.5014

    -85.5977

    -38.6492

    -42.1324

    -86.3588-

    142.3511

    -105.8237

    0.0000

    -77.6053

    -77.7780

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    24 bus-24 PQbus 0.9613 -0.3660 0.0000 0.0000 0.0000 0.0000 -262.3646

    Forward Power Flow Power Losses

    Name Name MW MVAR MW MVAR

    bus-23

    bus-18

    bus-12

    bus-17

    bus-14

    bus-24

    bus-18

    bus-23

    bus-20

    bus-16

    bus-16

    bus-24

    bus-19

    bus-19

    bus-20

    bus-8

    bus-5

    bus-6

    bus-7

    bus-8

    bus-9

    bus-22

    bus-22

    bus-11

    bus-11

    bus-12

    bus-17

    bus-24

    bus-24

    bus-23

    bus-15

    bus-24

    bus-15

    bus-21

    bus-22

    bus-21

    bus-13

    bus-16

    bus-19

    bus-20

    bus-14

    bus-23

    144.906

    105.134

    -237.356

    240.499

    -233.185

    -325.775

    -165.235

    -326.899

    -61.121

    -114.614

    -318.312

    144.418

    -434.588

    153.366

    -260.537

    52.112

    -430.000

    -280.000

    -320.000

    -232.112

    -120.000

    46.228

    0.348

    -59.660

    12.268

    -110.838

    -11.057

    -108.734

    -196.443

    -125.542

    -145.431

    -121.845

    -182.529

    -252.157

    -4.684

    -123.506

    -14.124

    -170.000

    -90.000

    -110.000

    -55.876

    -40.000

    1.563

    1.081

    1.319

    1.825

    4.170

    5.640

    1.962

    3.529

    0.464

    1.011

    3.156

    0.647

    4.078

    0.903

    2.878

    0.134

    2.925

    1.222

    1.658

    1.073

    0.408

    -85.516

    -114.428

    -40.120

    -58.148

    -90.229

    -74.333

    -119.580

    -233.243

    -101.281

    -84.748

    -28.782

    -270.485

    -104.884

    -60.011

    -42.470

    -6.336

    58.627

    24.490

    33.225

    21.460

    8.177

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    For 24-bus system of constant load there are four PV buses and 20 PQ buses the real power

    generated from slack bus is reduced by 55%

    The real power losses are decreased by 3%.

    From the fig 3.3 it is found that the voltage profile is improved by 1.3%.

    bus-10

    bus-13

    bus-1

    bus-2

    bus-3

    bus-4

    bus-18

    bus-22

    bus-15

    bus-17

    bus-24

    bus-21

    -60.000

    -398.022

    754.280

    578.887

    642.232

    708.277

    -20.000

    -187.788

    407.573

    130.580

    204.310

    352.488

    0.101

    1.837

    2.426

    6.973

    4.497

    6.196

    2.027

    36.454

    49.249

    139.456

    90.114

    124.180

    SYSTEM-GRID TOTALS

    Total Generation :

    Shunt (inductive) :

    Total P - Q Load :

    Total Power Losses :

    2683.68 MW

    2620.00 MW

    63.68 MW

    1094.95 MVAR

    -1042.09 MVAR

    980.00 MVAR

    -1059.96 MVAR

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    Fig 3. 3: Voltage profile of Newton and opf for 24-bus system

    3.4 CONCLUSION

    As the number of buses increases the burden on the slack bus is decreasing, the real power

    losses are found to be decreased.

    The real power losses are reduced by 2%.

    By using optimal power flow method the power generated was shared among all the

    generating units optimally.

    0

    0.2

    0.4

    0.6

    0.8

    1

    1.2

    0 5 10 15 20 25 30

    VoltageProfile

    Bus Number

    Newton-Raphson Method

    Optimal Power Flow Method

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    CHAPTER 4

    GENERATION LOAD IMBALANCES

    4.1 INTRODUCTIONModern electric power systems are highly interconnected and heavily loaded. A severe emergency

    state may occur as a result of insufficient generation to meet load demand. Quite simply, if one unit

    is lost, spinning reserve prevents an excessive drop in system frequency. Spinning reserve either

    represents a percentage of peak demand or is capable of making up the loss of the most heavily

    loaded unit at a given period of time. The reserves must be allocated among fast-responding and

    slow-responding units to allow the automatic generation control system to restore frequency and

    interchange quickly in the event of the outage of generating unit. Load shedding is one of the

    remedial actions to prevent area collapse, alleviate line overloads and voltage violations and relieve

    system over-frequency or under-frequency. A large number of research papers are available on the

    subject of corrective rescheduling of the generated power and load shedding by linear or non-linear

    programs. In almost all the methods, the frequency was assumed to be constant.

    4.1.2 DEVELOPMENTS IN LOAD SHEDDING TECHNIQUE

    A policy of load shedding in power systems has been discussed by Hajdue (1968). Medicheria

    (1979, 1981) and Chan (1979) proposed generation rescheduling or reallocation and load shedding to

    alleviate line overloads. Application of under-frequency relays for automatic load shedding has been

    studied by Lokay. Anoop Nanda has developed an under-voltage load shedding scheme based on

    Lyapunovs energy methods where the derived energy function eliminates the need to calculate the

    critical equilibrium points. A power flow model, load shedding and solution method including load

    and generator characteristic with effects of system control devices have been presented by Okamura

    (1975) and Palaniswamy (1985). El-Hawary (1990, 1985) and Venkataramona (1995) have studied

    load models and their effects on power system performance. A real-time simulation of the network

    components by Rafian (1987) used to provide more accurate results and a realistic operator training

    environment. Under-frequency relays may be used to trip loads, in order to restore the balance

    between loads and generation, or generation units for unit protection which is studied by Smaha

    (1980).

    This chapter presents an optimum load shedding algorithm for generation load

    imbalances. The voltage and frequency characteristics of the loads are considered in this dynamic

    study. The effects of the frequency deviation, as a result of power mismatch between generation and

    load on load, and system components are reported. The effects of system average time constant,

    speed drop factor, load reduction ratio, system inertia and load shedding on the system frequency are

    studied. A simple proposed load distribution factor of load shedding is used during the iterative

    process of this algorithm.

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    4.2PROBLEM FORMULATION AND SOLUTION METHODOLOGYThe objective in this problem is to seek a minimum load shedding following the loss of generation in

    order to supply the customers with minimum degradation of service for a given generation level. The

    performance index or the objective function is

    2

    *

    i li liC K S S i=1,..., NB (4.1)

    Where NB is the number of system buses

    iK is the weighting factor depending on the demand priorities at bus i

    *

    liS and

    liS are the final and initial apparent power of the load at bus i

    This objective function is subjected to the following constraints and proposed conditions:

    (1)Active and reactive power flow equations

    , cos sinGi li i i j ij i j ij i jP P P v V V G B (4.2a)

    , sin cosGi li i i j ij i j ij i jQ Q Q v V V G B (4.2b)

    WhereGiP , GiQ is active and reactive generation power.

    liP , liQ are active and reactive load power.

    iP, iQ are net injected active and reactive power at bus i

    f is the frequency

    iV and i are bus voltage magnitude and angle of bus i

    ijG and

    ijB are the real and imaginary parts of the bus admittance matrix.

    (2) Generation constraints are specified by

    min max min max, ,Gi Gi Gi Gi Gi GiP P P Q Q Q i=1, NG (4.3)

    where NG is the number of generation buses

    min

    GiP , max

    GiP are the minimum and maximum generation active power limits.

    min

    GiQ , max

    GiQ are the minimum and maximum generation reactive power limits.

    (3) Bus voltage and line angle constraints are

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    min max

    i i iV V V iNGmax

    | |i j ij for all lines (4.4)

    Wheremax

    ij is the maximum angle difference of line connected between bus i and bus j

    miniV is minimum value of the voltage magnitude at load bus.

    max

    iV is the maximum value of the voltage magnitude at load bus.

    Now, assume a generator is partially or totally outage. The system frequency will vary due to the

    imbalance between the system generation and loads.

    The frequency variation in turn will change;

    (1) The generation at the remaining generators according to their speed regulation constants and

    plant reserve and

    (2) The loads according to load reduction ratio. The resulting instantaneous operating conditions give

    rise to an emergency state. Then, all control and corrective remedial actions are integrated to resume

    the normal state of the system and minimize the duration period of this emergency state. Therefore,

    the previous problem formulation is adapted to handle voltage and frequency characteristics of the

    loads to consider the effect of frequency variation and generator control effects.

    4.3 GENERATOR MODEL

    The use of digital telemetry is becoming common-place in modern automatic generation control

    schemes wherein supervisory control (opening and closing sub-station breakers), telemetry

    information (measurements of MW, MVAR, MVA, voltage, etc.) and control information (unit raise

    lower) are sent via the same channels. The new desired output MW, desGiP , during the disturbance for

    unit i can be expressed as follows;

    /des baseGi Gi iP t P f t R (4.5)

    Where baseGi

    P is the base point (reference) generation for unit i

    iR is the speed regulation factor for unit i

    f (t) is the system frequency deviation at any time t.

    4.4 LOAD MODEL

    Most mathematical load models (constant power and or constant current and or constant impedance)

    now used in power flow, security analysis, system control and transient stability studies do not

    represent actual load characteristics because collection of real data is not an easy task. Better

    formulations can predict and give power system performance more accurately and bring

    improvements in transmission system planning and utilization. The load at any bus is a composite of

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    lighting, resistance heating, arc furnaces, dc converters, and motors of various sizes and types. The

    load model in this chapter is

    21

    z I p pli loi p i p i p F LshediP P K V K V K K f P

    (4.6a)

    21

    z I p qli loi q i q i q F LshediQ Q K V K V K K f Q

    (4.6b)

    Whereloi

    P , loiQ are the case active and reactive load power at bus i

    LshediP , LshediQ are the active and reactive load shedding at bus i

    f is the frequency deviation

    pFK ,

    qFK are the active and reactive frequency sensitivity factors,

    zpK ,

    IpK ,

    ppK ,

    zqK ,

    IqK ,

    pqK are the active and reactive voltage sensitivity factors (constant

    impedance, constant current and constant power).

    4.5 TRANSMISSION LINES AND TRANSFORMER MODEL

    Transmission lines are represented using a model where the series impedance of the line connected

    between bus i and bus j is ij ijr jX and the shunt admittance at bus i is piY . At frequency f the line

    parameters in p.u. (f = 1 p.u) are

    0 01 , 1ij ij pi piX X f Y Y f (4.7)

    For a transformer k connected between bus i and bus j with tap changing turns ratiok

    t , phase shifting

    k , winding resistance

    kr and winding reactance

    kX , the model is as follows referred to the bus i:

    With tap changing only

    2

    , ,1/

    ii k k jj k ij ji k k

    k k k k k

    y t y y y y y t yy G jB r jX

    (4.8)

    With phase shifter ii k jjy y y

    cos sin cos sin

    cos sin cos sin

    ij k k k k k k k k

    ji k k k k k k k k

    y G B j B G

    y G B j B G

    (4.9a)

    With tap changing and phase shifter2

    , ,ii k jj k y t y y y

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    ' '' ' ''

    ' '' ' ''

    ' ''

    ,

    ,

    cos , sin

    ij k k k k k k k k

    ji k k k k k k k k

    k k k k k k

    y G t B t j B t G t

    y G t B t j B t G t

    t t t t

    (4.9b)

    4.6 LOAD SHEDDING DISTRIBUTION

    For load shedding kD LshedP P of the total demand at iteration k, the load shedding at

    35

    each bus kliP is given by

    ,k kli Li D

    new k

    li li li

    P P

    P P P

    i=1,,NB (4.10)

    whereLi

    are proposed load distribution factors and defined by

    Li = /li liP P , i = 1,, NB and li = 1.

    The new value of the load reactive power is given by /new newli li li liQ P Q P assuming the power factor

    is fixed.

    4.7ADVANTAGES OF LOAD SHEDDING

    Load Shedding is a process of curtailment of load on power system to avoid collapse of the

    system. The advantages of load curtailment are:

    Avoids total system collapse.

    The consumers affected by supply outage are minimum.

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    4.8 RESULTS AND DISCUSSION

    Table4.1 When 3- bus system is overloaded.

    GENERATION LOAD SHUNT

    Bus Name Type V delta MW MVAR MW MVAR MVAR

    1 bus-1 PQbus 0.955 -4.25 0.0 0.0 2.4 2.8 0.0

    2 bus-2 PVbus 1.010 -1.53 35.0 33.9 0.0 0.0 0.0

    3 bus-3 slack 1.050 0.00 205.0 290.5 0.0 0.0 0.0

    Forward Power Flow Power Losses

    Name Name MW MVAR MW MVAR

    bus-2 bus-1 91.522 113.9498 0.0000 10.4700

    bus-3 bus-1 148.478 205.7093 0.0000 29.1891

    bus-3 bus-2 56.522 84.7533 0.0000 4.7065

    *************** SYSTEM-GRID TOTALS ******************

    Total Generation : 240.00 MW 324.37 MVAR

    Shunt (inductive) : 0.00 MVAR

    Total P - Q Load : 240.00 MW 280.00 MVAR

    Total Power Losses : 0.00 MW 44.37 MVAR

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    Table4.2: After load shedding at bus-1 by 25 %( 60MW) on 3-bus system

    If a bus system get over loaded the voltage profile violates the limits, so to make the voltage

    profile within limits load curtailment is to be performed. For 3-bus system the voltage at bus-3 is reduced to 0.95, so as to maintain the voltage profile

    60MW of load is to be curtailed at bus-3

    GENERATION LOAD SHUNT

    Bus Name Type V delta MW MVAR MW MVAR MVAR

    1 bus-1 PQbus 1.022 -2.92 0.0 0.0 1.8 0.3 0.0

    2 bus-2 PVbus 1.010 -0.96 35.0 -102.9 0.0 0.0 0.0

    3 bus-3 slack 1.050 0.00 145.0 146.6 0.0 0.0 0.0

    Forward Power Flow Power Losses

    Name Name MW MVAR MW MVAR

    bus-2 bus-1 70.608 -22.3868 0.0000 2.6893

    bus-3 bus-1 109.392 62.2611 0.0000 7.1851

    bus-3 bus-2 35.608 84.2989 0.0000 3.7978

    *************** SYSTEM-GRID TOTALS ******************

    Total Generation : 180.00 MW 43.67 MVAR

    Shunt (inductive) : 0.00 MVAR

    Total P - Q Load : 180.00 MW 30.00 MVAR

    Total Power Losses : 0.00 MW 13.67 MVAR

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    Table4.3: When 5- bus system is overloaded.

    GENERATION LOAD SHUNT

    Bus Name Type V Delta MW MVAR MW MVAR MVAR

    1

    2

    3

    4

    5

    Bus-1

    bus-2

    bus-3

    bus-4

    bus-5

    slack

    PVbus

    PQbus

    PQbus

    PQbus

    1.060

    1.000

    0.961

    0.951

    0.879

    0.00

    -3.81

    -7.12

    -7.91

    -7.84

    200.0

    20.0

    0.0

    0.0

    0.0

    84.2

    43.1

    0.0

    0.0

    0.0

    0.0000

    0.0000

    0.4500

    0.8000

    0.8000

    0.0000

    0.0000

    0.1500

    0.0500

    0.9000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    Forward Power Flow Power Losses

    Name Name MW MVAR MW MVAR

    bus-2

    bus-3

    bus-3

    bus-4

    bus-5

    bus-4

    bus-5

    bus-1

    bus-1

    bus-2

    bus-2

    bus-2

    bus-3

    bus-4

    -134.410

    -58.293

    -33.804

    -41.381

    -72.444

    -46.829

    -7.556

    -54.2975

    -19.3585

    -10.6704

    -12.6078

    -64.1120

    -16.0523

    -25.8879

    4.1395

    3.1976

    0.7935

    1.2137

    4.7736

    0.2679

    0.6541

    6.0477

    4.4764

    -1.4652

    -0.1672

    11.6629

    -1.0233

    -2.2278

    *************** SYSTEM-GRID TOTALS ******************

    Total Generation :

    Shunt (inductive) :

    Total P - Q Load :

    Total Power Losses :

    220.04 MW

    205.00 MW

    15.04 MW

    127.30 MVAR

    0.00 MVAR

    110.00 MVAR

    17.30 MVAR

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    Table 4.4: After load shedding of 40MW at bus-4 and 20MW at bus-5 for 5-bus system.

    GENERATION LOAD SHUNT

    Bus Name Type V Delta MW MVAR MW MVAR MVAR

    1

    2

    3

    4

    5

    Bus-1

    bus-2

    bus-3

    bus-4

    bus-5

    slack

    PVbus

    PQbus

    PQbus

    PQbus

    1.060

    1.000

    0.987

    0.984

    0.972

    0.00

    -2.06

    -4.64

    -4.96

    -5.76

    131.1

    20.0

    0.0

    0.0

    0.0

    90.8

    -71.6

    0.0

    0.0

    0.0

    0.0000

    0.0000

    0.4500

    0.4000

    0.6000

    0.0000

    0.0000

    0.1500

    0.0500

    0.1000

    0.0000

    0.0000

    0.0000

    0.0000

    0.0000

    Forward Power Flow Power Losses

    Name Name MW MVAR MW MVAR

    bus-2

    bus-3

    bus-3

    bus-4

    bus-5

    bus-4

    bus-5

    bus-1

    bus-1

    bus-2

    bus-2

    bus-2

    bus-3

    bus-4

    -86.840

    -40.271

    -24.112

    -27.250

    -53.439

    -19.343

    -6.553

    -72.9105

    -17.5109

    -0.3493

    -0.8277

    -4.8241

    -4.6884

    -5.1703

    2.4857

    1.5176

    0.3595

    0.4608

    1.2147

    0.0401

    0.0431

    1.0864

    -0.6928

    -2.8709

    -2.5547

    0.7278

    -1.8230

    -4.6526

    *************** SYSTEM-GRID TOTALS ******************

    Total Generation :

    Shunt (inductive) :

    Total P - Q Load :

    Total Power Losses :

    151.11 MW

    145.00 MW

    6.12 MW

    19.21 MVAR

    0.00 MVAR

    30.00 MVAR

    -10.78 MVAR

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    From table 4.3 it is inferred that the voltage at bus-4 and bus-5 is less than 0.96, so 40MW at

    bus-4 and 20MW at bus-5 are curtailed.

    By this load shedding the voltage profile maintained within the limits

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    GENERATION LOAD SHUNT

    Bus Name Type V delta MW MVAR MW MVAR MVAR

    1

    2

    3

    4

    5

    6

    7

    8

    9

    10

    11

    12

    13

    14

    15

    16

    17

    18

    19

    20

    21

    22

    23

    24

    bus-1

    bus-2

    bus-3

    bus-4

    bus-5

    bus-6

    bus-7

    bus-8

    bus-9

    bus-10

    bus-11

    bus-12

    bus-13

    bus-14

    bus-15

    bus-16

    bus-17

    bus-18

    bus-19

    bus-20

    bus-21

    bus-22

    bus-23

    bus-24

    slack

    PVbus

    PVbus

    PVbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    1.000

    1.000

    1.000

    1.000

    0.808

    0.795

    0.781

    0.744

    0.816

    0.701

    0.922

    0.896

    0.740

    0.798

    0.951

    0.882

    0.955

    0.787

    0.844

    0.838

    0.909

    0.793

    0.862

    0.921

    0.00

    -17.83

    -15.25

    -27.62

    -25.98

    -43.26

    -43.18

    -45.48

    -34.73

    -46.69

    -25.60

    -29.19

    -45.91

    -40.39

    -7.51

    -19.07

    -21.50

    -35.82

    -38.47

    -37.57

    -33.84

    -40.74

    -30.82

    -19.33

    1893.3

    160.0

    350.0

    520.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    755.3

    111.3

    392.8

    458.9

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    4.3

    2.8

    3.2

    1.8

    1.2

    2.6

    0.0

    0.0

    4.5

    0.0

    7.8

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    1.7

    0.9

    1.1

    0.7

    0.4

    0.8

    0.0

    0.0

    1.8

    0.0

    3.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    -48.6

    -36.4

    0.0

    -28.9

    -82.1

    -35.3

    -41.3

    -63.5

    -129.3

    -95.4

    0.0

    -64.5

    -67.4

    -240.8

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    Table4.5 When 24- bus system is overloaded.

    Forward Power Flow Power Losses

    Name Name MW MVAR MW MVAR

    bus-23

    bus-18

    bus-12

    bus-17

    bus-14

    bus-24

    bus-18

    bus-23

    bus-20

    bus-16

    bus-16

    bus-24

    bus-19

    bus-19

    bus-20

    bus-8

    bus-5

    bus-6

    bus-7

    bus-8

    bus-9

    bus-10

    bus-13

    bus-22

    bus-22

    bus-11

    bus-11

    bus-12

    bus-17

    bus-24

    bus-24

    bus-23

    bus-15

    bus-24

    bus-15

    bus-21

    bus-22

    bus-21

    bus-13

    bus-16

    bus-19

    bus-20

    bus-14

    bus-23

    bus-18

    bus-22

    257.928

    88.140

    -215.141

    218.118

    -210.809

    59.308

    -351.118

    -556.960

    -176.810

    -434.694

    1.449

    -642.879

    -364.310

    82.954

    -145.047

    29.662

    -430.00

    -280.00

    -320.00

    -209.66

    -120.00

    -260.00

    -420.40

    74.9175

    -61.3606

    -97.1439

    51.2052

    -134.7518

    -126.9106

    -141.8067

    -182.3175

    -63.3072

    -111.5874

    -158.7623

    -99.4397

    -328.1871

    81.7339

    -179.3510

    12.9175

    -170.00

    -90.00

    -110.00

    -82.92

    -40.00

    -80.00

    -161.60

    4.7175

    0.7544

    1.2661

    1.7110

    4.3324

    0.4375

    12.1150

    11.5405

    1.7460

    9.2633

    0.5445

    12.7404

    4.0886

    0.8123

    1.7934

    0.0643

    3.25

    1.36

    1.86

    1.15

    0.48

    2.98

    2.34

    -35.0308

    --90.1960

    -37.6275

    -56.9268

    -74.0313

    -123.1953

    11.3866

    -119.6538

    -72.7837

    8.4212

    -51.1314

    -124.6345

    -93.8333

    -51.8849

    -50.2689

    -5.4865

    65.04

    27.17

    37.23

    22.94

    9.53

    59.69

    46.35

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    bus-1

    bus-2

    bus-3

    bus-4

    bus-15

    bus-17

    bus-24

    bus-21

    1893.29

    160.00

    350.00

    520.00

    755.28

    111.30

    392.84

    458.86

    13.71

    0.75

    2.74

    4.76

    278.38

    15.04

    54.92

    95.42

    *************** SYSTEM-GRID TOTALS ******************

    Total Generation : 2923.29 MW 1718.28 MVAR

    Shunt (inductive) : -933.46 MVAR

    Total P - Q Load : 2820.00 MW 1040.00 MVAR

    Total Power Losses : 103.29 MW -745.12 MVAR

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    Table4.6: After load shedding of 200MW at bus-10 for 24-bus system.

    GENERATION LOAD SHUNT

    Bus Name Type V delta MW MVAR MW MVAR MVAR

    1

    2

    3

    4

    5

    6

    7

    8

    9

    10

    11

    12

    13

    14

    15

    16

    17

    18

    19

    20

    21

    22

    23

    bus-1

    bus-2

    bus-3

    bus-4

    bus-5

    bus-6

    bus-7

    bus-8

    bus-9

    bus-10

    bus-11

    bus-12

    bus-13

    bus-14

    bus-15

    bus-16

    bus-17

    bus-18

    bus-19

    bus-20

    bus-21

    bus-22

    bus-23

    slack

    PVbus

    PVbus

    PVbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    PQbus

    1.000

    1.000

    1.000

    1.000

    0.844

    0.844

    0.829

    0.825

    0.876

    0.880

    0.968

    0.953

    0.821

    0.877

    0.966

    0.917

    0.984

    0.913

    0.892

    0.884

    0.939

    0.873

    0.921

    0.00

    -12.62

    -10.91

    -19.10

    -22.16

    -33.57

    -34.22

    -35.26

    -27.43

    -25.58

    -19.76

    -22.72

    -35.36

    -31.45

    -6.49

    -15.80

    -16.27

    -23.87

    -29.30

    -29.22

    -25.22

    -30.94

    -24.02

    1655.9

    160.0

    350.0

    520.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    523.5

    36.8

    198.2

    307.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    4.3

    2.8

    3.2

    1.8

    1.2

    0.6

    0.0

    0.0

    4.5

    0.0

    7.8

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    1.7

    0.9

    1.1

    0.7

    0.4

    0.2

    0.0

    0.0

    1.8

    0.0

    3.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    0.0

    -53.5

    -41.2

    0.0

    -34.9

    -84.6

    -38.1

    -43.9

    -85.5

    -144.5

    -106.4

    0.0

    -78.0

    -77.0

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    24 bus-24 PQbus 0.960 -14.95 0.0 0.0 0.0 0.0 -261.4

    Forward Power Flow Power Losses

    Name Name MW MVAR MW MVAR

    bus-23

    bus-18

    bus-12

    bus-17

    bus-14

    bus-24

    bus-18

    bus-23

    bus-20

    bus-16

    bus-16

    bus-24

    bus-19

    bus-19

    bus-20

    bus-8

    bus-5

    bus-6

    bus-7

    bus-8

    bus-22

    bus-22

    bus-11

    bus-11

    bus-12

    bus-17

    bus-24

    bus-24

    bus-23

    bus-15

    bus-24

    bus-15

    bus-21

    bus-22

    bus-21

    bus-13

    bus-16

    bus-19

    bus-20

    bus-14

    210.935

    169.098

    -195.330

    197.368

    -192.378

    38.103

    -229.200

    -489.071

    -156.393

    -368.789

    -64.182

    -484.255

    -346.752

    65.550

    -165.255

    11.572

    -430.00

    -280.00

    -320.00

    -191.57

    33.0442

    -10.0289

    -65.0926

    1.0195

    -136.2234

    -116.3538

    -97.4833

    -167.4229

    -99.3193

    -93.6954

    -173.9701

    -76.0130

    -266.9147

    8.3169

    -150.0760

    15.1848

    -170.00

    -90.00

    -110.00

    -85.18

    2.6395

    2.2364

    0.8599

    1.1778

    2.9519

    0.2018

    3.6518

    7.7162

    1.3291

    6.1232

    0.7290

    6.7514

    2.8602

    0.2298

    1.5220

    0.0225

    2.97

    1.20

    1.65

    0.81

    -73.2578

    -102.3059

    -48.8408

    -68.7230

    -112.3103

    -135.1601

    -100.7803

    -187.1462

    -90.1636

    -29.5282

    -53.9007

    -203.3029

    -122.2094

    -69.1407

    -60.1173

    -7.0383

    59.53

    24.10

    33.04

    16.13

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    *************** SYSTEM-GRID TOTALS ******************

    Total Generation : 2685.87 MW 1065.56 MVAR

    Shunt (inductive) : -1048.94 MVAR

    Total P - Q Load : 2620.00 MW 980.00 MVAR

    Total Power Losses : 65.87 MW -915.54 MVAR

    From table 4.5 it is observed that the voltage at buses 8, 10 and 13 violated the limits. By shedding a

    load of 200MW at bus-10, the profile is improved and voltage constraints are satisfied.

    4.7CONCLUSION To improve the voltage profile for 3, 5 and 24 bus systems load shedding is performed. The load

    curtailed for 3-bus system is 25% of the total load, while for 5-bus it is 29% and for 24-bus

    system it is 7%. By this method the load has been curtailed to satisfy the voltage constraints. The consumers

    affected by supply outage are reduced.

    bus-9

    bus-10

    bus-13

    bus-1

    bus-2

    bus-3