newton raphson & jacobi

21
Power Systems I The Power Flow Solution l Most common and important tool in power system analysis u also known as the “Load Flow”solution u used for planning and controlling a system u assumptions: balanced condition and single phase analysis l Problem: u determine the voltage magnitude and phase angle at each bus u determine the active and reactive power flow in each line u each bus has four state variables: n voltage magnitude n voltage phase angle n real power injection n reactive power injection

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Page 1: Newton Raphson & Jacobi

Power Systems I

The Power Flow Solution

l Most common and important tool in power systemanalysisu also known as the “Load Flow” solutionu used for planning and controlling a systemu assumptions: balanced condition and single phase analysis

l Problem:u determine the voltage magnitude and phase angle at each busu determine the active and reactive power flow in each lineu each bus has four state variables:

n voltage magnituden voltage phase anglen real power injectionn reactive power injection

Page 2: Newton Raphson & Jacobi

Power Systems I

The Power Flow Solution

u Each bus has two of the four state variables defined or givenl Types of buses:

u Slack bus (swing bus)n voltage magnitude and angle are specified, reference busn solution: active and reactive power injections

u Regulated bus (generator bus, P-V bus)n models generation-station busesn real power and voltage magnitude are specifiedn solution: reactive power injection and voltage angle

u Load bus (P-Q bus)n models load-center busesn active and reactive powers are specified (negative values for loads)n solution: voltage magnitude and angle

Page 3: Newton Raphson & Jacobi

Power Systems I

Newton-Raphson PF Solution

l Quadratic convergenceu mathematically superior to Guass-Seidel method

l More efficient for large networksu number of iterations required for solution is independent of

system sizel The Newton-Raphson equations are cast in natural power

system formu solving for voltage magnitude and angle, given real and reactive

power injections

Page 4: Newton Raphson & Jacobi

Power Systems I

Newton-Raphson Method

l A method of successive approximation using Taylor’sexpansionu Consider the function: f(x) = c, where x is unknown

u Let x[0] be an initial estimate, then ∆x[0] is a small deviation fromthe correct solution

u Expand the left-hand side into a Taylor’s series about x[0] yeilds

( ) cxxf =∆+ ]0[]0[

( ) ( ) cxdx

fdxdxdfxf =+∆

+∆

+ L

2]0[2

2

21]0[]0[

Page 5: Newton Raphson & Jacobi

Power Systems I

Newton-Raphson Method

u Assuming the error, ∆x[0], is small, the higher-order terms areneglected, resulting in

u where

u rearranging the equations

( ) ]0[]0[]0[]0[ xdxdfccx

dxdfxf ∆

≈∆⇒≈∆

+

( )]0[]0[ xfcc −=∆

]0[]0[]1[

]0[]0[

xxx

dxdfcx

∆+=

∆=∆

Page 6: Newton Raphson & Jacobi

Power Systems I

Examplel Find the root of the equation: f(x) = x3 - 6x2 + 9x - 4 = 0

Page 7: Newton Raphson & Jacobi

Power Systems I

Newton-Raphson Method

0 1 2 3 4 5 6-10

0

10

20

30

40

50

x

f(x) = x3-6x2+9x-4

Page 8: Newton Raphson & Jacobi

Power Systems I

( )∑

∑∑

=

==

+∠−∠=−

=−

+∠==

n

jjijjijiii

iiii

n

jjijjij

n

jjiji

VYVQjP

IVQjP

VYVYI

1

*

11

δθδ

δθ

Power Flow Equations

l KCL for current injection

l Real and reactive power injection

l Substituting for Ii yields:

Page 9: Newton Raphson & Jacobi

Power Systems I

Power Flow Equations

( )

( )∑

=

=

+−−=

+−=

n

jjiijijjii

n

jjiijijjii

YVVQ

YVVP

1

1

sin

cos

δδθ

δδθ

l Divide into real and reactive parts

Page 10: Newton Raphson & Jacobi

Power Systems I

Newton-Raphson Formation

( )

( )

( ) ( )( )

=

=

=

+−−=

+−=

=

=

][

][][

][

][][

1

][][][][][

1

][][][][][

sin

cos

kinj

kinjk

k

kk

schinj

schinj

n

j

kj

kiijij

kj

ki

ki

n

j

kj

kiijij

kj

ki

ki

xQxP

xfV

xQP

c

YVVQ

YVVP

δ

δδθ

δδθ

l Cast power equations into iterative form

l Matrix function formation of the system of equations

Page 11: Newton Raphson & Jacobi

Power Systems I

Newton-Raphson Formation

( )

( )( )

( )dx

xdf

dxxdf

xfcxx

xxxfc

k

k

kkk

solutionsolution

][

][

][][]1[

]0[ of estimate initial

−+=

==

+

l General formation of the equation to find a solution

l The iterative equation

l The Jacobian - the first derivative of a set of functions

a matrix of all combinatorial pairs

Page 12: Newton Raphson & Jacobi

Power Systems I

The Jacobian Matrix

( )

∆∆

=

∆∆

∆∆

∂∂

∂∂

∂∂

∂∂

=

∆∆

∂∂

∂∂

∂∂

∂∂

∂∂

∂∂

∂∂

∂∂

∂∂

∂∂

∂∂

∂∂

∂∂

∂∂

∂∂

∂∂

−−

−−

−−

−−

−−

−−

mn

n

VQ

VQQQ

VQ

VQQQ

VP

VPPP

VP

VPPP

mn

n

V

V

Q

QP

P

VV

QQV

PP

QP

dxxdf

mn

mnmn

n

mnmn

mnn

mn

nn

n

nn

mnn

M

M

LLMOMMOM

LL

LLMOMMOM

LL

M

M

1

1

1

1

1

1

111

1

1

1

1

1

1

1

1

1

1

1

1

1

1

1

1

1

1

1

1

1

δ

δ

δ

δ

δ

δδ

δδ

δδ

δδ

Page 13: Newton Raphson & Jacobi

Power Systems I

Jacobian Terms

( )

( )

( )

( ) jiYVVP

YVYVVP

jiYVVP

YVVP

jiijijij

i

ijjiijijjiiiii

i

i

jiijijjij

i

ijjiijijji

i

i

≠+−=∂∂

+−+=∂∂

≠+−−=∂∂

+−=∂∂

δδθ

δδθθ

δδθδ

δδθδ

cos

coscos2

sin

sin

l Real power w.r.t. the voltage angle

l Real power w.r.t. the voltage magnitude

Page 14: Newton Raphson & Jacobi

Power Systems I

l Reactive power w.r.t. the voltage angle

l Reactive power w.r.t. the voltage magnitude

Jacobian Terms

( )

( )

( )

( ) jiYVVQ

YVYVVQ

jiYVVQ

YVVQ

jiijijij

i

ijjiijijjiiiii

i

i

jiijijjij

i

ijjiijijji

i

i

≠+−−=∂∂

+−+−=∂∂

≠+−−=∂∂

+−=∂∂

δδθ

δδθθ

δδθδ

δδθδ

sin

sinsin2

cos

cos

Page 15: Newton Raphson & Jacobi

Power Systems I

Iteration process

l Power mismatch or power residualsu difference in schedule to calculated power

l New estimates for the voltages

][][]1[

][][]1[

][][

][][

ki

ki

ki

ki

ki

ki

ki

schi

ki

ki

schi

ki

VVV

QQQ

PPP

∆+=∆+=

−=∆−=∆

+

+ δδδ

Page 16: Newton Raphson & Jacobi

Power Systems I

Bus Type and the Jacobian Formation

l Slack Bus / Swing Busu one generator bus must be selected and defined as the voltage

and angular referencen The voltage and angle are known for this busn The angle is arbitrarily selected as zero degreesn bus is not included in the Jacobian matrix formation

l Generator Busn have known terminal voltage and real (actual) power injectionn the bus voltage angle and reactive power injection are computedn bus is included in the real power parts of the Jacobian matrix

l Load Busn have known real and reactive power injectionsn bus is fully included in the Jacobian matrix

Page 17: Newton Raphson & Jacobi

Power Systems I

Newton-Raphson Steps

1. Set flat startu For load buses, set voltages equal to the slack bus or 1.0∠0°u For generator buses, set the angles equal the slack bus or 0°

2. Calculate power mismatchu For load buses, calculate P and Q injections using the known and

estimated system voltagesu For generator buses, calculate P injectionsu Obtain the power mismatches, ∆P and ∆Q

3. Form the Jacobian matrixu Use the various equations for the partial derivatives w.r.t. the

voltage angles and magnitudes

Page 18: Newton Raphson & Jacobi

Power Systems I

Newton-Raphson Steps

4. Find the matrix solution (choose a or b)u a. inverse the Jacobian matrix and multiply by the mismatch

poweru b. perform gaussian elimination on the Jacobian matrix with the b

vector equal to the mismatch powercompute ∆δ and ∆V

5. Find new estimates for the voltage magnitude and angle6. Repeat the process until the mismatch (residuals) are

less than the specified accuracy

ε

ε

≤∆

≤∆][

][

ki

ki

Q

P

Page 19: Newton Raphson & Jacobi

Power Systems I

Line Flows and Losses

l After solving for bus voltages and angles, power flowsand losses on the network branches are calculatedu Transmission lines and transformers are network branchesu The direction of positive current flow are defined as follows for a

branch element (demonstrated on a medium length line)u Power flow is defined for each end of the branch

n Example: the power leaving bus i and flowing to bus j

VjVi

yj0yi0

yijBus i Bus j

Iij IjiIL

Ij0Ii0

Page 20: Newton Raphson & Jacobi

Power Systems I

Line Flows and Losses

l current and power flows:

l power loss:

VjVi

yj0yi0

yijBus i Bus j

Iij IjiIL

Ij0Ii0

( )( ) ***

02*

00

jijiiijiijiij

iijiijiLij

VyVyyVIVS

VyVVyIIIji

−+==

+−=+=→

( )( ) ***

02*

00

iijjjijjjijji

jjijijjLji

VyVyyVIVS

VyVVyIIIij

−+==

+−=+−=→

jiijijLoss SSS +=

Page 21: Newton Raphson & Jacobi

Power Systems I

Example

j0.04

3

1

2

138.6 MW 45.2 MVAR

256.6 MW 110.2 MVAR

Slack BusV1 = 1.05∠0°

j0.02j0.025

l Using N-R method, find thephasor voltages at buses 2and 3

l Find the slack bus realand reactive power

l Calculate line flowsand line lossesu 100 MVA base