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Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

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Page 1: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

Page 2: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

Motivation

• Complex Power Grids

• Optimization

• Reliability

Page 3: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

What is a Network?

• Generators

• Nodes

• Transmission lines

• Matrix

• What is synchronization

1 =d·

2 = ... =d·

n

Page 4: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

Building the Grid

• Newton’s Second Law

• Conservation of angular momentum

• Conservation of Energy

Id2didt2

= tmi -t ei

2Hi

wR

d2didt2

= Pmi -Pei

Ia =t

Hi =1

2Iw 2

Page 5: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

Network Structure ● Assumptions?

● Physical network vs Effective network

● Admittance

Y0=(Y0ij) : Y0ij is the negative of the admittance between i and

Page 6: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

Stability condition from the swing equation

Term 1: Term 2: Term 3:

Assume di =di

* +di'; Pei = Pei

* +Pei' ; Pmi = Pmi

* +Pmi'

2Hi

wR

d2di'

dt2=

¶Pmi

¶wi

wi

' -¶Pei

¶wi

wi

' -¶Pei

¶d jj=1

n

å d j'

Pei' = Diwi

' /wR + EiE j (Bij cosdij* -Gij sindij

*)dij'

j=1

n

å

¶Pmi /¶wi =Di /wR

¶Pmi /¶wi = -1/ (wRRi )

Page 7: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

Coupled 2nd Order Equations

X =X1

X2

é

ë

êê

ù

û

úú=

¾®¾

é

ë

êêê

ù

û

úúú

=X1

·

X2

·

é

ë

êêê

ù

û

úúú

=w®

¾®¾

é

ë

êêê

ù

û

úúú

X1

·

= X2

X2

·

= -PX1 -BX2

Page 8: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

Coupled 2nd Order Equations

B is the diagonal matrix of elementsβ

B =1

2Hi

+Di

2Hi

Page 9: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

Simplifying coupled equations

From the different equation, this has the solution

How we guarantee stabilities? By ensuring the REAL part is negative in both terms

j =0 1

-a j -b

æ

è

çç

ö

ø

÷÷z j, z j º

Z1 j

Z2 j

æ

è

çç

ö

ø

÷÷

(X®

1)el1t + (X

®

2 )el2t

Page 10: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

Finding Stability from Matrix

• From ODE’s, we can find requirements for stability.

• Lyopanov Exponents

l j± = -b

1

2b 2 - 4a j

Page 11: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

Keeping λ Negative

• Need to keep all Re(λ) < 0

• Alter function to Λ=max (Re (λ)) ≤ 0, j≥2

• J=1 is a null eigenvalue

• Related to shift in all phases

• How can we tune variable α to keep λ negative?

Page 12: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

Function Behavior

• For α<0

• Λ>0, not usable

• For α>0

• Λ<0, usable and decreases for increasing α

• For 0≤α≤β2/4

• Λ reaches minimum at α=β2/4

• Imaginary part is added past this value

Page 13: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

What value for α?

• α is based on eigenvalues of the matrix P

• It is dependent on properties of the generator in the system

• We want the smallest non- zero value of α

• This will increase stability

• Choose α2

• α1 is null, we ignore this value

Page 14: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

Parameters for changes in demand

• Droop Parameter (Off-line optimization)

• Damping Coefficient (Online optimization):

b = bopt º 2 a2

Ri =1

4Hi a2 -Dii =1,....,n

Di = 4Hi a2 -1

Ri, i =1,....,n

Page 15: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

Testing Methods

• MATLAB script written from a simplified coupled equations.

• Assumed β equal for all nodes

• Arbitrary values for α

• 5 node system

• Solved using ODE45 function

• Integrated δ solution for varying β

• Repeated multiple times

Page 16: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

Test Results

Page 17: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

Test Results

• Optimal Beta

Page 18: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

Test Results

Page 19: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

Conclusions

• Optimal Beta differs slightly from the expected value from the literature

• Can be explained by the randomness added to alpha values

• Within 10% range

Page 20: Spontaneous Synchronization in Power Grids€¦ · Spontaneous Synchronization in Power Grids Oren Lee, Thomas Taylor, Tianye Chi, Austin Gubler, Maha Alsairafi

Questions?