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Matrix Eigenvalue Problems TF2101 Matematika Rekayasa Sistem
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Page 1: Kreyzig ch 08 linear algebra

Matrix Eigenvalue Problems

TF2101

Matematika Rekayasa Sistem

Page 2: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 3: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 4: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 5: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 6: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 7: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 8: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 9: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 10: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 11: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Matrix Eigenvalue Problems

Page 12: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

22

25A

2

1

2

1

22

25

x

x

x

xAx

221

121

22

25

xxx

xxx

0)2(2

02)5(

21

21

xx

xx

Page 13: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Pages 335-336a

Continued

Page 14: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Pages 335-336b

Page 15: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 16: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 337a

Continued

Page 17: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 337b

Page 18: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 338

Page 19: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Pages 339-340a

Continued

Page 20: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Pages 339-340b

Continued

Page 21: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Pages 339-340c

Page 22: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 23: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 24: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 346 (3)

Page 25: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 26: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Eigenbases, Diagonalization, Quadratic Forms

Page 27: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 28: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Example

Page 29: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 30: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 352

>> [V,E] =eig(A)V = -0.3015 0.4364 -0.3015 0.3015 0.2182 0.9045 -0.9045 0.8729 -0.3015 E = -4.0000 0 0 0 -0.0000 0 0 0 3.0000

Page 31: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Quadratic Forms. Transformation to Principal Axes

Page 32: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 353 (2)

Page 33: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 353 (3)

Page 34: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 354 (1)

Page 35: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 354 (2a)

Continued

Page 36: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 354 (2b)

Page 37: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Complex Matrices and FormsThe three classes of real matrices have complex counterparts that are of practical interest in certain applications, mainly because of their spectra, for instance in quantum mechanics. To define these classes, we need the following standard.

ii

i

i

ii

i

ii

521

643,

526

143,

526

143 TAAA

Example if then and

Page 38: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

i

i

ii

ii

i

i

2

13

2

1

32

1

2

1

,2

23,

731

314CBA

Example Hermitian Skew-Hermitian unitary

Page 39: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

i

i

ii

ii

i

i

2

13

2

1

32

1

2

1

,2

23,

731

314CBA

Example Hermitian Skew-Hermitian unitary

iii

iii

32

1,3

2

101:

2,4082:

2,901811:

2

2

2

C

B

ACharacteristic equation Eigenvalues

Page 40: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 41: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 42: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 363a

Continued

Page 43: Kreyzig ch 08 linear algebra

Advanced Engineering Mathematics by Erwin KreyszigCopyright 2007 John Wiley & Sons, Inc. All rights reserved.

Page 363b