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1 1 Tuesday, August 14, 2007 A NEW STABILIZER AND DESIGN ALGORITHM TO MINIMIZE THE EXCITATION OF UNDESIRABLE OSCILLATIONS N. Kshatriya, U.D. Annakkage, A.M. Gole 2 Tuesday, August 14, 2007 OUTLINE Background Partial Left Eigenstructure Assignment Technique SS type PSS Design Algorithm Results Conclusions

A New Stabilizer and Design Algorithm to Minimize the Excitation of Undesirable Oscillations

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1 Tuesday, August 14, 2007

A NEW STABILIZER AND

DESIGN ALGORITHM TO MINIMIZE THE EXCITATION OF

UNDESIRABLE OSCILLATIONS

N. Kshatriya, U.D. Annakkage, A.M. Gole

2 Tuesday, August 14, 2007

OUTLINE

Ø Background

Ø Partial Left Eigenstructure Assignment Technique

Ø SS type PSS

Ø Design Algorithm

Ø Results

Ø Conclusions

2

3 Tuesday, August 14, 2007

POWER SYSTEM STABILIZERS

Traditional PSS Design Objective

Exciter Ge(s)

Generator Gg(s)

1 2Hs

1 s

∆ωr

∆Te

∆Tm

+ _ ∆δ Vref

PSS K*Gp(s)

Power System

Et,

θ

Pg, Qg Et

Vpss

Proportional to ∆ωr

Exciter Ge(s)

Generator Gg(s)

1 2Hs 1

2Hs 1 s 1 s

∆ωr

∆Te

∆Tm

+ _ ∆δ Vref

PSS K*Gp(s)

Power System

Et,

θ

Pg, Qg Et

Vpss

Proportional to ∆ωr

Re(λ)

Im(λ)

Damp=0.05

x x

Improve damping of poorly damped mode

Re(λ)

Im(λ)

Damp=0.05

x x

Make unstable mode sufficiently damped

4 Tuesday, August 14, 2007

WHY EIGENSTRUCTURE?

( ) ( ) ( ) x t A x t B u t •

= +

Linear System Dynamics

( ) (0) t x t V e W x Λ =

Time domain solution

V = right eigenvector matrix

W = left eigenvector matrix

Λ = diagonal matrix of eigenvalues

x(0) = initial condition

Ø Traditional PSS and design algorithm is concerned about closed­loop eigenvalues only

Ø Eigenvalues decides rate of decay

Ø Right and Left eigenvectors together decide the shape of the response

Ø Further improvement in dynamical performance can be achieved if eigenstructure is considered in design algorithm

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5 Tuesday, August 14, 2007

RIGHT AND LEFT EIGENVECTORS

LEFT EIGENVECTOR

Ø Decides excitation of mode : y i (0) = w i ix(0)

Ø Judicious selection can minimize excitation of mode

RIGHT EIGENVECTOR

Ø Decides presence of mode in states: x(t) = Σ v i y i (t)

Ø Judicious selection can minimize presence of mode in states

Proposed New algorithm optimally selects left eigenvector

( ) (0) t x t V e W x Λ =

Time domain solution

6 Tuesday, August 14, 2007

EIGENSTRUCTURE ASSIGNMENT TECHNIQUE

Ø Suitable for Multi­Input, Multi­Output (MIMO) LTI system

Ø First theoretical application in 1970’s

Ø Many techniques for controller design based on ESA

Ø Application : Aircrafts, helicopters, missiles, etc.

Ø Not yet found its place in power system

Ø Proposed algorithm is based on Partial LESA technique

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7 Tuesday, August 14, 2007

CONTROL SYSTEM

LTI System

LINEAR output feedback control system

( ) ( ) ( ) ( ) ( ) x t A x t B u t y t C x t

= + =

g u(t)

Linear Controller

K

y(t)

states: ; inputs: ; outputs:

n m r

states: a

states: ; inputs: ; outputs:

n n a m m a r r a

= + = + = +

G F K

E D

=

LTI System

( ) ( ) ( ) ( ) ( ) x t A x t B u t y t C x t

= +

=

g

( ) ( ) ( ) ( ) ( ) ( )

z t D z t E y t u t F z t G y t

= + = +

g

DYNAMIC output feedback control system

Dynamic Controller

( ) u t ( ) y t

8 Tuesday, August 14, 2007

PARTIAL LESA : PARAMETRIC SOLUTION

( ) ( ) ( ) ( ) ( ) ( ) ( )

x t A x t Bu t y t C x t u t K y t

= + = =

g

states: ; inputs: ; outputs: n m r

LINEAR output feedback control system

( ) ( ); C

C

x t A x t A A B K C

=

+

g

@

Closed­Loop System

Problem Statement

If m­eigenvalues λ 1 ,…,λ m are to be assigned to Ac then find parametric solution of associated left eigenvector and K.

Solution* Parametric Vectors

1 , , m g g K 1 ( ) T T i i i n w g C I A λ − = −

1 ( ) m m K W B G − =

Left eigenvector Controller

1 1

;

T T

m m T T

m m

w g W G

w g

= =

M M

*M.M. Fahmy, J. O'Reilly, “Multistage Parametric Eigenstructure Assignment by Output­Feedback Control,” Int. J. Control, vol. 48, no. 1, pp. 97­116, 1988

r i i g if λ ∈ ∈ ¡ ¡

, * , * r i i i i g g if λ λ ∈ ∈ £ £

5

9 Tuesday, August 14, 2007

STATE­SPACE TYPE PSS

LTI System

( ) ( ) ( ) ( ) ( ) x t A x t B u t y t C x t

= +

=

g

states: ; inputs: ; outputs: n m r

( ) ( ) ( ) ( ) ( ) ( )

z t D z t E y t u t F z t G y t

= +

= +

g

Dynamic Controller

states: a

( ) ( ) ( ) ( ) ( ) x t A x t B u t y t C x t

= + =

g LTI System Linear Controller

( ) ( ) u t K y t G F

K E D

=

=

states: ; inputs: ; outputs: n m r

Ø Total degrees of freedom available are m*r

• Independently assignable elements of (m x r) matrix K

Ø Degrees of freedom utilized as:

• r­degrees of freedom are utilized in assigning eigenvalues

• r*(m­1) degrees of freedom are utilized in assigning associated left eigenvector

Ø A lead­lag type PSS can be formulated as dynamic controller

• Independently assignable elements will be less than m*r

• Degrees of freedom in assigning eigenvalues and/or left eigenvector must be sacrificed

10 Tuesday, August 14, 2007

ALGORITHM BASED ON PARTIAL LESA

1. Linearized system around an operating point

• states: ; inputs: ; outputs: n m r

2. Selectm eigenvalues, Λ o,m ,those are to be assigned new values.

• Poorly damped modes or unstable modes

• Most sensitive to controller

3. Calculate dimension of dynamic compensator states

• a m m = −

4. Selectm eigenvalues, Λ m , to be assigned to Λ o,m

5. Optimize parametric vectors g 1 , … ,g m using non­linear optimization

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11 Tuesday, August 14, 2007

NON­LINEAR OPTIMIZATION

1 1

m Ti i

i

w t φ =

= ∑ g Ø Minimize weighted sum of left eigenvector :

Objectives

Constraint

max 2: max ( ) C abs K < k Ø Controller parameters should be reasonably small :

min

min

min ( ) 1:

minRe( ) i

i

damp C

λλ

>< dr Ø Unassigned closed­loop eigenvalues are acceptable :

2 , 1

( ) m

T i i i o i i

i w BKCv φ λ λ

=

= − + ∑b Ø Λ o,m Λ m :

12 Tuesday, August 14, 2007

TEST SYSTEM

ØEach generator represented using 2­axis model ØEach generator equipped with an exciter (type AC4A)

Bus­1 Bus­2

Bus­3 Bus­4

Bus­5

Bus­6

Gen.­1 Gen.­2

Gen.­3 Gen.­4

Area­1

Area­2

0.0025+j0.025

0.0025+j0.025

0.001+j0.010

0.001+j0.010

0.022+j0.22

1.02 pu 1.01 pu

1.01 pu 1.02 pu

1400MW 250MVAR

­254MVAR

900MW 250MVAR ­255MVAR

400 MW

Eigen­Analysis (No PSS)

ω4

ω2

δ3

Dominant State

Area­2 Plant

Area­1 Plant

Inter­Area

Mode type

19.08 1.1992 ­1.4643±j7.5345 3

16.13 1.2303 ­1.2633±j7.7302 2

2.80 0.3352 ­0.059±j2.1062 1

Damping Ratio (%) Freq. (Hz) Eigenvalue No.

7

13 Tuesday, August 14, 2007

CASE ­ 1

1 K s T s +

1

3

1 1

T s T s

+ +

2

4

1 1

T s T s

+ +

u y

Washout Filter

Lead­Lag Blocks

Input

1. Lead­Lag type PSS

Ø Designed using traditional phase­compensation technique

3. Input

Ø Speed Ø Generator power

2. State­Space type PSS

Ø Designed using proposed algorithm

( ) ( ) ( ) ( ) ( ) ( ) z t D z t E y t u t F z t G y t

= + = +

& Input

Washout Filter

State­Space PSS y

u 1 T s T s +

14 Tuesday, August 14, 2007

Eigenvalue­Analysis

RESULT : SPEED INPUT…

­1.6±j7.5345 ­1.4677±j7.5552 ­1.4643±j7.5345 3 ­1.2624±j7.7335 ­1.2632±j7.73302 ­1.2633±j7.7302 2 ­0.1058±j2.1073 ­0.1058±j2.1063 ­0.059±j2.1062 1

SS PSS Lead­Lag PSS No­PSS No.

8

15 Tuesday, August 14, 2007

RESULT : SPEED INPUT… Non­linear simulation : 20 ms three­phase fault at Bus­1

16 Tuesday, August 14, 2007

RESULT : POWER INPUT…

Eigenvalue­Analysis

­1.6±j7.5345 ­1.6023±j7.9486 ­1.4643±j7.5345 3

­1.2635±j7.7306 ­1.2638±j7.7315 ­1.2633±j7.7302 2 ­0.1058±j2.1073 ­0.1052±j2.1042 ­0.059±j2.1062 1

SS PSS Lead­Lag PSS No­PSS No.

9

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RESULT : POWER INPUT Non­linear simulation : 20 ms three­phase fault at Bus­1

18 Tuesday, August 14, 2007

CASE ­ 2 1. Dual input Lead­Lag type PSS : PSS2A

Ø Designed using traditional phase­compensation technique

2. Dual Input State­Space type PSS

ω Gen4

Pe Gen4

M=5 N=1

Filter and Transducer

Assumed to be known

ω Gen4

Pe Gen4

M=5 N=1

ω Gen4

Pe Gen4

M=5 N=1

Filter and Transducer

Assumed to be known

Filter and Transducer

Assumed to be known

To be designed Assumed to be known

Filters and Transducers

3 z∈ ¡ sz Dz Ey u Fz Gy

= + = + u

1

1 1 w

w

sT sT +

2

2 1 w

w

sT sT + 6

1 1 sT +

3

3 1 w

w

sT sT +

4

4 1 w

w

sT sT +

2

7 1 s K sT +

y

ω Gen4

Pe Gen4

D(3x3), E(3x2), F(3x1), G(2x1)

To be designed To be designed Assumed to be known

Filters and Transducers

Assumed to be known

Filters and Transducers

3 z∈ ¡ sz Dz Ey u Fz Gy

= + = + u

1

1 1 w

w

sT sT +

2

2 1 w

w

sT sT + 6

1 1 sT +

3

3 1 w

w

sT sT +

4

4 1 w

w

sT sT +

2

7 1 s K sT +

y

ω Gen4

Pe Gen4

D(3x3), E(3x2), F(3x1), G(2x1)

3 z∈ ¡ sz Dz Ey u Fz Gy

= + = + u

1

1 1 w

w

sT sT +

2

2 1 w

w

sT sT + 6

1 1 sT +

3

3 1 w

w

sT sT +

4

4 1 w

w

sT sT +

2

7 1 s K sT +

y

ω Gen4

Pe Gen4

D(3x3), E(3x2), F(3x1), G(2x1)

sz Dz Ey u Fz Gy

= + = + u

1

1 1 w

w

sT sT +

2

2 1 w

w

sT sT + 6

1 1 sT +

3

3 1 w

w

sT sT +

4

4 1 w

w

sT sT +

2

7 1 s K sT +

y sz Dz Ey u Fz Gy

= + = + u

1

1 1 w

w

sT sT +

2

2 1 w

w

sT sT + 6

1 1 sT +

3

3 1 w

w

sT sT +

4

4 1 w

w

sT sT +

2

7 1 s K sT +

y

ω Gen4

Pe Gen4

D(3x3), E(3x2), F(3x1), G(2x1)

Ø Designed using proposed algorithm

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19 Tuesday, August 14, 2007

CASE : 2

Real Imag. Real Imag. 1 ­0.1058 2.1073 ­0.1068 2.1063 2 ­1.2633 7.7306 ­1.2634 7.7311 3 ­1.5552 7.5940 ­0.3267 1.5863 4 ­0.2493 0.3802 ­1.6000 7.7500 5 ­0.6301 0.9345 ­0.2571 0.3976 6 ­0.2872 0.3916 ­0.1579 0.2435

Mode PSS2A SS PSS

Eigenvalue­Analysis

20 Tuesday, August 14, 2007

Comparison of speed transient for 20 ms 3­Phase fault at Bus­1

CASE : 2

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21 Tuesday, August 14, 2007

CONCLUSIONS

Ø Selecting optimum weights in optimization is critical

Ø Objective : Minimize excitation of low­frequency low­damped mode

Ø Proposed

• State­Space Type PSS

• Design algorithm based on Partial Left Eigenstructure Assignment technique

Ø Results depends on type of input and number of inputs

• Speed input : No improvement

• Elect. Power : Excitation of inter­area mode is minimized to a good extent

• Dual Input : Inter­area mode is completely suppressed

22 Tuesday, August 14, 2007

THANK YOU!!

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23 Tuesday, August 14, 2007

Acceptable Unacceptable

Re(λ)

Im(λ)

x

*

* x

x x

x

*

* x

x x

PRECISE EV ASSIGNMENT

*, * :OPEN­LOOP eigenvalues x : Assigned eigenvalues

24 Tuesday, August 14, 2007

Not acceptable

CLOSED­LOOP EV CONSTRAINT

x

x

*

*

*

*

*

*

* x

* *

x

* *

*

Acceptable Unacceptable

Re(λ)

Im(λ)

*, x :OPEN­LOOP eigenvalues

x : Concern low­damped mode

*, x :CLOSED­LOOP eigenvalues

x : Concern low­damped mode