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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 303

which produces:

ans =

7

-1

which isavectorcontaining the eigenvalues.

UseMATLAB ® orasimilar language to confirm the

restofthe eigenvalues given in Exercises8.11.2.

8.11.3 Eigenvectors

We have studied the system

AX=λX

anddeterminedthevaluesof λforwhichnon-trivialsolutionsexist.Thesevaluesof λare

calledeigenvaluesofthesystem,or,moresimply,eigenvaluesofA.Foreacheigenvalue

thereisanon-trivialsolution of the system.This solution iscalled aneigenvector.

Example8.46 Find the eigenvectors of

where

AX=λX

A =

( ) ( 4 1 x

andX=

3 2 y)

Solution We seek solutions ofAX = λX which may be written as

(A−λI)X=0

The eigenvalues werefound inExample 8.44 tobe λ = 1,5.

Firstlywe consider λ = 1.The systemequation becomes

(A−λI)X =0

(A−I)X =0

[( ) ( ( ) ( 4 1 1 0 x 0

− =

3 2 0 1)]

y 0)

( ) ( 3 1 x 0

=

3 1)(

y 0)

Writtenas individual equations wehave

3x+y =0

3x+y =0

Clearlythereisonlyoneequationwhichisrepeated.Aslongasy = −3xtheequationis

satisfied.Thusthereareaninfinitenumberofsolutionssuchasx = 1,y = −3;x = −5,

y = 15;and so on. Generally we write

x=t,y=−3t

for any numbert. Thus the eigenvector corresponding to λ = 1 is

( ( ) ( ) x t 1

X = = =t

y)

−3t −3

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