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EE 369
POWER SYSTEM ANALYSIS
Lecture 13
Newton-Raphson Power Flow
Tom Overbye and Ross Baldick
1
Announcements
• Homework 10 is: 3.49, 3.55, 3.57, 6.2, 6.9,
6.13, 6.14, 6.18, 6.19, 6.20; due 11/19. (Use
infinity norm and epsilon = 0.01 for any
problems where norm or stopping criterion
not specified.)
• Homework 11 is 6.24, 6.26, 6.28, 6.30 (see
figure 6.18 and table 6.9 for system), 6.38,
6.42 (note in Ybus in problem 6.34 should have
Y32 = Y23 = j5, not j2 as stated), 6.43, 6.46, 6.49,
6.50; due Tuesday 11/24. Note that HW is
due on Tuesday because Thanksgiving is on 2
Dishonest Newton-Raphson
Since most of the time in the Newton-Raphson
iteration is spent dealing with the Jacobian, one
way to speed up the iterations is to only calculate
(and factorize) the Jacobian occasionally:
– known as the “Dishonest” Newton-Raphson or
Shamanskii method,
– an extreme example is to only calculate the Jacobian
for the first iteration, which is called the chord
method. ( 1) ( ) ( ) -1 ( )
( 1) ( ) (0) -1 ( )
( )
Honest: - ( ) ( )
Dishonest: - ( ) ( )
Stopping criterion ( ) used in both cases.
v v v v
v v v
v
ε
+
+
=
=
<
x x J x f x
x x J x f x
f x 3
Dishonest Newton-Raphson
Example
2
1
( ) (0) ( )
( ) ( ) 2
(0)
( 1) ( ) ( ) 2
(0)
Use the Dishonest Newton-Raphson (chord method)
to solve ( ) 0, where:
( ) - 2
( ) ( )
1
(( ) - 2)
2
1
(( ) - 2)
2
v v
v v
v v v
f x
f x x
df
x x f x
dx
x x
x
x x x
x
−
+
=
=
 ∆ = −
  
 ∆ = −
  
 = −
  
4
Dishonest N-R Example, cont’d
( 1) ( ) ( ) 2
(0)
(0)
( ) ( )
1
(( ) - 2)
2
Guess 1. Iteratively solving we get
(honest) (dishonest)
0 1 1
1 1.5 1.5
2 1.41667 1.375
3 1.41422 1.429
4 1.41422 1.408
v v v
v v
x x x
x
x
x xν
+  = −   
=
We pay a price
in increased
iterations, but
with decreased
computation
per iteration
5
Two Bus Dishonest ROC
Region of convergence for different initial
guesses for the 2 bus case using the Dishonest N-R
Red region
converges
to the high
voltage
solution,
while the
yellow region
converges
to the low
voltage
solution
6
Honest N-R Region of Convergence
Maximum
of 15
iterations
7
Decoupled Power Flow
The “completely” Dishonest Newton-
Raphson (chord), where we only
calculate the Jacobian once, is not
usually used for power flow analysis.
However several approximations of the
Jacobian matrix are used that result in a
similar approximation.
One common method is the decoupled
power flow. In this approach
approximations are used to decouple the
real and reactive power equations. 8
Coupled Newton-Raphson Update
( ) ( )
( ) ( )
( )
( )( ) ( ) ( )
( )
2 2 2
( )
( )
Standard form of the Newton-Raphson update:
( )
( )
( )
( )
where ( ) .
( )
Note
v v
v v
v
vv v v
v
D G
v
v
n Dn Gn
P P P
P P P
 ∂ ∂
    ∆∂ ∂ ∆ − = =   
  ∆∆  ∂ ∂      
∂ ∂  
 + −
 
∆ =  
 + − 
P P
θθ V P x
f x
Q xVQ Q
θ V
x
P x
x
M
that changes in angle and voltage magnitude
both affect (couple to) real and reactive power. 9
Decoupling Approximation
( ) ( )
( )
( ) ( )
( )
( ) ( ) ( )
Usually the off-diagonal matrices, and
are small. Therefore we approximate them as zero:
( )
( )
( )
Then the update c
v v
v
v v
v
v v v
∂ ∂
∂ ∂
 ∂
    ∆ ∆∂ − = =   
 ∂ ∆∆      
 ∂ 
P Q
Vθ
P
0
θ P xθ
f x
Q Q xV0
V
1 1( ) ( )
( )( ) ( ) ( )
an be decoupled into two separate updates:
( ), ( ).
v v
vv v v
− −
   ∂ ∂
∆ = − ∆ ∆ = − ∆   
∂ ∂   
P Q
θ P x V Q x
θ V
10
Off-diagonal Jacobian Terms
So, angle and real power are coupled closely, and
voltage magnitude and reactive power are coupled cl
Justification for Jacobian approximations:
1. Usually , therefore
2. U
os
su
ely.
ally is s
ij ij
ij
r x G B
θ
= =
( )
( )
mall so sin 0
Therefore
cos sin 0
cos sin 0
ij
i
i ij ij ij ij
j
i
i j ij ij ij ij
j
V G B
V V G B
θ
θ θ
θ θ
≈
∂
= + ≈
∂
∂
= − + ≈
∂
P
V
Q
θ 11
Decoupled N-R Region of
Convergence
12
Fast Decoupled Power Flow
By further approximating the Jacobian we obtain
a typically reasonable approximation that is
independent of the voltage magnitudes/angles.
This means the Jacobian need only be built and
factorized once.
This approach is known as the fast decoupled
power flow (FDPF)
FDPF uses the same mismatch equations as
standard power flow so it should have same
solution if it converges
The FDPF is widely used, particularly when we
only need an approximate solution. 13
FDPF Approximations
( ) 1 ( ) 1 ( )
( ) 1 ( ) 1 ( )
The FDPF makes the following approximations:
1. 0
2. 1 (for some occurrences),
3. sin 0 cos 1
Then: {| | } ( ),
{| | } ( )
Where is just the imaginary pa
ij
i
ij ij
v v v
v v v
G
V
diag
diag
θ θ
− −
− −
=
=
= =
∆ = ∆
∆ = ∆
θ B V P x
V B V Q x
B bus bus bus
bus
( )
rt of the ,
except the slack bus row/column are omitted. That is,
is , but with the slack bus row and column deleted.
Sometimes approximate {| | } by identity.v
j
diag
= +Y G B
B B
V 14
FDPF Three Bus Example
Line Z = j 0.07
Line Z = j 0.05 Line Z = j 0.1
On e Tw o
200 MW
100 MVR
Th r ee 1.000 pu
200 MW
100 MVR
Use the FDPF to solve the following three bus system
34.3 14.3 20
14.3 24.3 10
20 10 30
bus j
− 
 = −
 
−  
Y
15
FDPF Three Bus Example, cont’d
1
(0)(0)
2 2
3 3
34.3 14.3 20
24.3 10
14.3 24.3 10
10 30
20 10 30
0.0477 0.0159
0.0159 0.0389
Iteratively solve, starting with an initial voltage guess
0 1
0 1
bus j
V
V
θ
θ
−
− 
−  = − ⇒ =    − 
−  
− − 
=  − − 
     
= =    
    
Y B
B
(1)
2
3
0 0.0477 0.0159 2 0.1272
0 0.0159 0.0389 2 0.1091
θ
θ

 
 
− − −         
= + =         − − −        
16
FDPF Three Bus Example, cont’d
(1)
2
3
1
(2)
2
3
1 0.0477 0.0159 1 0.9364
1 0.0159 0.0389 1 0.9455
( )
( cos sin )
0.1272 0.0477 0.0159
0.1091 0.0159 0.0389
n
i Di Gi
k ik ik ik ik
i ik
V
V
P x P P
V G B
V V
θ θ
θ
θ
=
− −        
= + =        − −       
∆ −
= + +
− − −     
= +     − − −    
∑
(2)
2
3
0.151 0.1361
0.107 0.1156
0.924
0.936
0.1384 0.9224
Actual solution:
0.1171 0.9338
V
V
−   
=   −   
   
=   
  
−   
= =   −   
θ V
17
FDPF Region of Convergence
18
“DC” Power Flow
The “DC” power flow makes the most severe
approximations:
– completely ignore reactive power, assume all the
voltages are always 1.0 per unit, ignore line
conductance
This makes the power flow a linear set of
equations, which can be solved directly:
where B is the imaginary part of the bus
admittance matrix with the row and column
corresponding to the slack bus deleted, and,
similarly, Θ and P omit the slack bus.
1−
= −θ B P
19
DC Power Flow Example
20
DC Power Flow 5 Bus Example
sla ck
One
Tw o
Thr eeFou rFive
A
MVA
A
MVA
A
MVA
A
MVA
A
MVA
1.0 00 p u 1.0 00 p u
1.00 0 pu
1.000 pu
1 .000 pu
0.000 Deg -4.1 25 Deg
-1 8.69 5 Deg
-1.997 Deg
0.524 Deg
360 M W
0 M var
52 0 M W
0 M v ar
8 00 M W
0 M v ar
8 0 M W
0 M v ar
Notice with the dc power flow all of the voltage magnitudes are
1 per unit.
21
Power System Control
A major problem with power system operation
is the limited capacity of the transmission
system
– lines/transformers have limits (usually thermal)
– no direct way of controlling flow down a
transmission line (e.g., there are no low cost valves
to close to limit flow, except “on” and “off”)
– open transmission system access associated with
industry restructuring is stressing the system in new
ways
We need to indirectly control transmission line22
Indirect Transmission Line Control
What we would like to determine is how a change in
generation at bus k affects the power flow on a line
from bus i to bus j.
The assumption is
that the change
in generation is
absorbed by the
slack bus
23
Power Flow Simulation - Before
•One way to determine the impact of a generator
change is to compare a before/after power flow.
•For example below is a three bus case with an
overload.
Z for all lines = j 0.1
On e Tw o
200 MW
100 MVR
200.0 MW
71.0 MVR
Th r ee 1.000 pu
0 MW
64 MVR
131.9 M W
68.1 M W 68.1 M W
1 2 4 %
24
Power Flow Simulation - After
Z for all lines = j 0.1
Lim it for all lines = 150 M VA
On e Tw o
200 MW
100 MVR
105.0 MW
64.3 MVR
Th r ee
1.000 pu
95 MW
64 MVR
101.6 M W
3.4 M W 98.4 M W
92%
1 0 0 %
•Increasing the generation at bus 3 by 95 MW
(and hence decreasing generation at the slack
bus 1 by a corresponding amount), results in a
31.3 MW drop in the MW flow on the line from
bus 1 to 2.
25
Analytic Calculation of Sensitivities
Calculating control sensitivities by repeated
power flow solutions is tedious and would
require many power flow solutions.
An alternative approach is to analytically
calculate these values
The power flow from bus i to bus j is
sin( )
So We just need to get
i j i j
ij i j
ij ij
i j ij
ij
ij Gk
V V
P
X X
P
X P
θ θ
θ θ
θ θ θ
−
≈ − ≈
∆ − ∆ ∆
∆ ≈
∆ 26
Analytic Sensitivities
1
From the fast decoupled power flow we know: ( ).
Sign convention in definition of ( ) is that entry in ( )
is negative if change in net injection (generation) is positive.
So to get the chan
−
∆ = ∆
∆ ∆
θ B P x
P x P x
ge in due to a change of generation at
bus , just set ( ) equal to all zeros except a minus one
at position :
0
For 1MW increase in generation at bus1
0
k
k
k
∆
∆
 
 
 
∆ = ¬− 
 
 
  
θ
P x
P
M
M 27
Three Bus Sensitivity Example
line
bus
1
2
3
For the previous three bus case with Z 0.1
20 10 10
20 10
10 20 10
10 20
10 10 20
Hence for a change of generation at bus 3
20 10 0 0.0333
10 20 1 0.0667
j
j
θ
θ
−
=
− 
−  = − ⇒ =    − 
−  
∆ −      
= =      ∆ − −     
Y B
3 to 1
3 to 2 2 to 1
0.0667 0
Changes in line flows are: 0.667 pu
0.1
0.333 pu 0.333 pu
P
P P



−
∆ = =
∆ = ∆ = 28

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Lecture 13

  • 1. EE 369 POWER SYSTEM ANALYSIS Lecture 13 Newton-Raphson Power Flow Tom Overbye and Ross Baldick 1
  • 2. Announcements • Homework 10 is: 3.49, 3.55, 3.57, 6.2, 6.9, 6.13, 6.14, 6.18, 6.19, 6.20; due 11/19. (Use infinity norm and epsilon = 0.01 for any problems where norm or stopping criterion not specified.) • Homework 11 is 6.24, 6.26, 6.28, 6.30 (see figure 6.18 and table 6.9 for system), 6.38, 6.42 (note in Ybus in problem 6.34 should have Y32 = Y23 = j5, not j2 as stated), 6.43, 6.46, 6.49, 6.50; due Tuesday 11/24. Note that HW is due on Tuesday because Thanksgiving is on 2
  • 3. Dishonest Newton-Raphson Since most of the time in the Newton-Raphson iteration is spent dealing with the Jacobian, one way to speed up the iterations is to only calculate (and factorize) the Jacobian occasionally: – known as the “Dishonest” Newton-Raphson or Shamanskii method, – an extreme example is to only calculate the Jacobian for the first iteration, which is called the chord method. ( 1) ( ) ( ) -1 ( ) ( 1) ( ) (0) -1 ( ) ( ) Honest: - ( ) ( ) Dishonest: - ( ) ( ) Stopping criterion ( ) used in both cases. v v v v v v v v ε + + = = < x x J x f x x x J x f x f x 3
  • 4. Dishonest Newton-Raphson Example 2 1 ( ) (0) ( ) ( ) ( ) 2 (0) ( 1) ( ) ( ) 2 (0) Use the Dishonest Newton-Raphson (chord method) to solve ( ) 0, where: ( ) - 2 ( ) ( ) 1 (( ) - 2) 2 1 (( ) - 2) 2 v v v v v v v f x f x x df x x f x dx x x x x x x x − + = =  ∆ = −     ∆ = −     = −    4
  • 5. Dishonest N-R Example, cont’d ( 1) ( ) ( ) 2 (0) (0) ( ) ( ) 1 (( ) - 2) 2 Guess 1. Iteratively solving we get (honest) (dishonest) 0 1 1 1 1.5 1.5 2 1.41667 1.375 3 1.41422 1.429 4 1.41422 1.408 v v v v v x x x x x x xν +  = −    = We pay a price in increased iterations, but with decreased computation per iteration 5
  • 6. Two Bus Dishonest ROC Region of convergence for different initial guesses for the 2 bus case using the Dishonest N-R Red region converges to the high voltage solution, while the yellow region converges to the low voltage solution 6
  • 7. Honest N-R Region of Convergence Maximum of 15 iterations 7
  • 8. Decoupled Power Flow The “completely” Dishonest Newton- Raphson (chord), where we only calculate the Jacobian once, is not usually used for power flow analysis. However several approximations of the Jacobian matrix are used that result in a similar approximation. One common method is the decoupled power flow. In this approach approximations are used to decouple the real and reactive power equations. 8
  • 9. Coupled Newton-Raphson Update ( ) ( ) ( ) ( ) ( ) ( )( ) ( ) ( ) ( ) 2 2 2 ( ) ( ) Standard form of the Newton-Raphson update: ( ) ( ) ( ) ( ) where ( ) . ( ) Note v v v v v vv v v v D G v v n Dn Gn P P P P P P  ∂ ∂     ∆∂ ∂ ∆ − = =      ∆∆  ∂ ∂       ∂ ∂    + −   ∆ =    + −  P P θθ V P x f x Q xVQ Q θ V x P x x M that changes in angle and voltage magnitude both affect (couple to) real and reactive power. 9
  • 10. Decoupling Approximation ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) ( ) Usually the off-diagonal matrices, and are small. Therefore we approximate them as zero: ( ) ( ) ( ) Then the update c v v v v v v v v v ∂ ∂ ∂ ∂  ∂     ∆ ∆∂ − = =     ∂ ∆∆        ∂  P Q Vθ P 0 θ P xθ f x Q Q xV0 V 1 1( ) ( ) ( )( ) ( ) ( ) an be decoupled into two separate updates: ( ), ( ). v v vv v v − −    ∂ ∂ ∆ = − ∆ ∆ = − ∆    ∂ ∂    P Q θ P x V Q x θ V 10
  • 11. Off-diagonal Jacobian Terms So, angle and real power are coupled closely, and voltage magnitude and reactive power are coupled cl Justification for Jacobian approximations: 1. Usually , therefore 2. U os su ely. ally is s ij ij ij r x G B θ = = ( ) ( ) mall so sin 0 Therefore cos sin 0 cos sin 0 ij i i ij ij ij ij j i i j ij ij ij ij j V G B V V G B θ θ θ θ θ ≈ ∂ = + ≈ ∂ ∂ = − + ≈ ∂ P V Q θ 11
  • 12. Decoupled N-R Region of Convergence 12
  • 13. Fast Decoupled Power Flow By further approximating the Jacobian we obtain a typically reasonable approximation that is independent of the voltage magnitudes/angles. This means the Jacobian need only be built and factorized once. This approach is known as the fast decoupled power flow (FDPF) FDPF uses the same mismatch equations as standard power flow so it should have same solution if it converges The FDPF is widely used, particularly when we only need an approximate solution. 13
  • 14. FDPF Approximations ( ) 1 ( ) 1 ( ) ( ) 1 ( ) 1 ( ) The FDPF makes the following approximations: 1. 0 2. 1 (for some occurrences), 3. sin 0 cos 1 Then: {| | } ( ), {| | } ( ) Where is just the imaginary pa ij i ij ij v v v v v v G V diag diag θ θ − − − − = = = = ∆ = ∆ ∆ = ∆ θ B V P x V B V Q x B bus bus bus bus ( ) rt of the , except the slack bus row/column are omitted. That is, is , but with the slack bus row and column deleted. Sometimes approximate {| | } by identity.v j diag = +Y G B B B V 14
  • 15. FDPF Three Bus Example Line Z = j 0.07 Line Z = j 0.05 Line Z = j 0.1 On e Tw o 200 MW 100 MVR Th r ee 1.000 pu 200 MW 100 MVR Use the FDPF to solve the following three bus system 34.3 14.3 20 14.3 24.3 10 20 10 30 bus j −   = −   −   Y 15
  • 16. FDPF Three Bus Example, cont’d 1 (0)(0) 2 2 3 3 34.3 14.3 20 24.3 10 14.3 24.3 10 10 30 20 10 30 0.0477 0.0159 0.0159 0.0389 Iteratively solve, starting with an initial voltage guess 0 1 0 1 bus j V V θ θ − −  −  = − ⇒ =    −  −   − −  =  − −        = =          Y B B (1) 2 3 0 0.0477 0.0159 2 0.1272 0 0.0159 0.0389 2 0.1091 θ θ      − − −          = + =         − − −         16
  • 17. FDPF Three Bus Example, cont’d (1) 2 3 1 (2) 2 3 1 0.0477 0.0159 1 0.9364 1 0.0159 0.0389 1 0.9455 ( ) ( cos sin ) 0.1272 0.0477 0.0159 0.1091 0.0159 0.0389 n i Di Gi k ik ik ik ik i ik V V P x P P V G B V V θ θ θ θ = − −         = + =        − −        ∆ − = + + − − −      = +     − − −     ∑ (2) 2 3 0.151 0.1361 0.107 0.1156 0.924 0.936 0.1384 0.9224 Actual solution: 0.1171 0.9338 V V −    =   −        =       −    = =   −    θ V 17
  • 18. FDPF Region of Convergence 18
  • 19. “DC” Power Flow The “DC” power flow makes the most severe approximations: – completely ignore reactive power, assume all the voltages are always 1.0 per unit, ignore line conductance This makes the power flow a linear set of equations, which can be solved directly: where B is the imaginary part of the bus admittance matrix with the row and column corresponding to the slack bus deleted, and, similarly, Θ and P omit the slack bus. 1− = −θ B P 19
  • 20. DC Power Flow Example 20
  • 21. DC Power Flow 5 Bus Example sla ck One Tw o Thr eeFou rFive A MVA A MVA A MVA A MVA A MVA 1.0 00 p u 1.0 00 p u 1.00 0 pu 1.000 pu 1 .000 pu 0.000 Deg -4.1 25 Deg -1 8.69 5 Deg -1.997 Deg 0.524 Deg 360 M W 0 M var 52 0 M W 0 M v ar 8 00 M W 0 M v ar 8 0 M W 0 M v ar Notice with the dc power flow all of the voltage magnitudes are 1 per unit. 21
  • 22. Power System Control A major problem with power system operation is the limited capacity of the transmission system – lines/transformers have limits (usually thermal) – no direct way of controlling flow down a transmission line (e.g., there are no low cost valves to close to limit flow, except “on” and “off”) – open transmission system access associated with industry restructuring is stressing the system in new ways We need to indirectly control transmission line22
  • 23. Indirect Transmission Line Control What we would like to determine is how a change in generation at bus k affects the power flow on a line from bus i to bus j. The assumption is that the change in generation is absorbed by the slack bus 23
  • 24. Power Flow Simulation - Before •One way to determine the impact of a generator change is to compare a before/after power flow. •For example below is a three bus case with an overload. Z for all lines = j 0.1 On e Tw o 200 MW 100 MVR 200.0 MW 71.0 MVR Th r ee 1.000 pu 0 MW 64 MVR 131.9 M W 68.1 M W 68.1 M W 1 2 4 % 24
  • 25. Power Flow Simulation - After Z for all lines = j 0.1 Lim it for all lines = 150 M VA On e Tw o 200 MW 100 MVR 105.0 MW 64.3 MVR Th r ee 1.000 pu 95 MW 64 MVR 101.6 M W 3.4 M W 98.4 M W 92% 1 0 0 % •Increasing the generation at bus 3 by 95 MW (and hence decreasing generation at the slack bus 1 by a corresponding amount), results in a 31.3 MW drop in the MW flow on the line from bus 1 to 2. 25
  • 26. Analytic Calculation of Sensitivities Calculating control sensitivities by repeated power flow solutions is tedious and would require many power flow solutions. An alternative approach is to analytically calculate these values The power flow from bus i to bus j is sin( ) So We just need to get i j i j ij i j ij ij i j ij ij ij Gk V V P X X P X P θ θ θ θ θ θ θ − ≈ − ≈ ∆ − ∆ ∆ ∆ ≈ ∆ 26
  • 27. Analytic Sensitivities 1 From the fast decoupled power flow we know: ( ). Sign convention in definition of ( ) is that entry in ( ) is negative if change in net injection (generation) is positive. So to get the chan − ∆ = ∆ ∆ ∆ θ B P x P x P x ge in due to a change of generation at bus , just set ( ) equal to all zeros except a minus one at position : 0 For 1MW increase in generation at bus1 0 k k k ∆ ∆       ∆ = ¬−         θ P x P M M 27
  • 28. Three Bus Sensitivity Example line bus 1 2 3 For the previous three bus case with Z 0.1 20 10 10 20 10 10 20 10 10 20 10 10 20 Hence for a change of generation at bus 3 20 10 0 0.0333 10 20 1 0.0667 j j θ θ − = −  −  = − ⇒ =    −  −   ∆ −       = =      ∆ − −      Y B 3 to 1 3 to 2 2 to 1 0.0667 0 Changes in line flows are: 0.667 pu 0.1 0.333 pu 0.333 pu P P P    − ∆ = = ∆ = ∆ = 28