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082-Engineering-Mathematics-Anthony-Croft-Robert-Davison-Martin-Hargreaves-James-Flint-Edisi-5-2017

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8.11 Eigenvalues and eigenvectors 305

The concept ofeigenvectors iseasilyextended tomatrices ofhigher order.

Example8.48 Determine the eigenvectors of

⎛ ⎞ ⎛ ⎞ ⎛ ⎞

1 2 0 x x

⎝−1−1 1⎠

⎝y⎠ = λ ⎝y⎠

3 2−2 z z

The eigenvalues werefound inExample 8.45.

Solution FromExample8.45theeigenvaluesare λ = −2,−1,1.Weconsidereacheigenvaluein

turn.

λ=−2

⎛ ⎞ ⎛ ⎞ ⎛ ⎞

1 2 0 x x

⎝−1−1 1⎠

⎝y⎠ = −2⎝y⎠

3 2−2 z z

⎡⎛

⎞ ⎛ ⎞⎤⎛

⎞ ⎛ ⎞

1 2 0 100 x 0

⎣⎝−1−1 1⎠ +2⎝010⎠⎦

⎝y⎠ = ⎝0⎠

3 2−2 001 z 0

⎛ ⎞ ⎛ ⎞ ⎛ ⎞

320 x 0

⎝−111⎠

⎝y⎠ = ⎝0⎠

320 z 0

We note that the first and lastrows areidentical. So wehave

3x +2y =0

−x+y +z=0

Solving these equations gives

x=t, y=− 3 2 t, z=5 2 t

Hence the corresponding eigenvector is

⎛ ⎞

1

− 3 X =t ⎜ 2⎟

⎝ ⎠

5

2

λ=−1

We have

⎡⎛

1 2 0

⎛ ⎞⎤⎛

100 x

⎣⎝−1−1 1⎠ + ⎝010⎠⎦

⎝y⎠ =

3 2−2 001 z

⎛ ⎞ ⎛ ⎞

22 0 x

⎝−10 1⎠

⎝y⎠ =

32−1 z

⎛ ⎞

0

⎝0⎠

0

⎛ ⎞

0

⎝0⎠

0

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