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