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I Eigenvector Eigenvalues A matrix M maps one vector To another Mlx l y _it possible that M M just maps some D D vector lm the X same vector ms Mlm m l m eigen ____ ___ eigenvector eigenvalue Example M Mlm m m Write down the eigen equation explicitly A trivial soln is Cxy 00 If there ______________ are more solutions II 2 If o 5 M 2 ozm 2 Zm

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Page 1: II Ifocw.nthu.edu.tw/ocw/upload/269/5849/L5-eigenvectors-and... · 2020. 8. 18. · I Eigenvector Eigenvalues A matrix M maps one vector To another Mlx l y _it possible that M M just

I

Eigenvector Eigenvalues

A matrix M maps one vector To another

Mlx l y _it possible that

M M just maps some

D D vector lm 九 theX

same vector ms

Mlm m l m eigen____ ___

eigenvector eigenvalue

Example M 三三 Mlm m m

Write down the eigen equation explicitly

侣 引 伙 啊A trivial soln is Cxy ⼆ 0,0 If there______________

are more solutions

II 2

If o5 M 2

ozm 2 Zm

Page 2: II Ifocw.nthu.edu.tw/ocw/upload/269/5849/L5-eigenvectors-and... · 2020. 8. 18. · I Eigenvector Eigenvalues A matrix M maps one vector To another Mlx l y _it possible that M M just

some algebra is needed here 它2

5 m 2 m 2 2 0

ninm 6 0 m 6 m ⼯ 0

eigenvalues of M 3 m ⼯ 6

Lets work out the corresponding eigenvectorsm ⼯ Case

信 到今 Ifsizyi

2 2y y

me eigenvector is IYFÈ 位m 6 Case

X _zy

侣 IYY of5 zyx_x2y 6 y

ilne eigenvector is Y ⼆百

Page 3: II Ifocw.nthu.edu.tw/ocw/upload/269/5849/L5-eigenvectors-and... · 2020. 8. 18. · I Eigenvector Eigenvalues A matrix M maps one vector To another Mlx l y _it possible that M M just

3orthonormal basis 些

仜 167 ⼆ È 2 2 Èfoithogondb⼆ ⾔

2If 21 2 I ⼆ 0

The eigenvectors form an orthonormal basis

mlm 7 ⼆ Smmi

One can then expand an arbitrary vector Is

cin terms of the eigen basis of M

⼼ 不 alms

Lets compute the coefficient an

Ml U ⼆ 点 Galm a nlu______

Snm

We can rewrite the expansion to see ⼀

10 ⼆ 点 Cmlm ⼆ 点 lm a

不 lm mlu 不 lm ml ⼼

Page 4: II Ifocw.nthu.edu.tw/ocw/upload/269/5849/L5-eigenvectors-and... · 2020. 8. 18. · I Eigenvector Eigenvalues A matrix M maps one vector To another Mlx l y _it possible that M M just

Because ⼼ is arbitrary it means that4

不 lm ml ⼆ ⼆

check 势

⼝ Il ⼆ Èk É 12

j 泣16 61 ⼆ É f È 21

i 1台

去 lm m l 12 21 16 61

j 公 ⼿ 怒

⼆ ⼆⼆ 0

Page 5: II Ifocw.nthu.edu.tw/ocw/upload/269/5849/L5-eigenvectors-and... · 2020. 8. 18. · I Eigenvector Eigenvalues A matrix M maps one vector To another Mlx l y _it possible that M M just

5We can also construct the matrix M by its

eigenvectors and eigenvalues 它

M 吾 mm ml

Lets check 1⼯ I 1 ⼆ É 三 年

16 61 ⼆ É 台

不 mlm ml I.lt Ilt 6 16 61

劉 56 㑎

É 25 10

10 10

ki 三 It is M

Why can we construct the matrix M his way

Mlm 不 m'm mim m m_______

8mm

Page 6: II Ifocw.nthu.edu.tw/ocw/upload/269/5849/L5-eigenvectors-and... · 2020. 8. 18. · I Eigenvector Eigenvalues A matrix M maps one vector To another Mlx l y _it possible that M M just

6

Er an arbitrary vector 1 以

⼼ 不 1 以 您 凹⼈ Cm

不 Cmlm 7

When M acts on the vector ⼼

MIU 吾 Mlm mlu

不 mlm ml 以_arbitrary它

不 mlm ml ⼼

M 不 mlm ml YES

Page 7: II Ifocw.nthu.edu.tw/ocw/upload/269/5849/L5-eigenvectors-and... · 2020. 8. 18. · I Eigenvector Eigenvalues A matrix M maps one vector To another Mlx l y _it possible that M M just

7Lorentz Transformation revisited 它

Revisit the Lorentz trans Gmation in It I dim

uik 㑎器啊倒coshxx x 1 ____________

matrixLZzlcoshx2

sinhx _4in⼈ uyc 2

Lets find the eigenvectors and eigenvalues of L

coshx X

sinhxl oa coshjsinhlsinhxoshx

DX coshxts.in hx⼟

Now it is straightforward to find the eigenvectorscoshxsinhx a a

lsinnxoshx ⼆ 任

co.fa sinhx.b

fxt.sinhxJa.ba ⼀ È侣 Fi住

Page 8: II Ifocw.nthu.edu.tw/ocw/upload/269/5849/L5-eigenvectors-and... · 2020. 8. 18. · I Eigenvector Eigenvalues A matrix M maps one vector To another Mlx l y _it possible that M M just

8What is the physical meaningof these eigenvectors and eigenvalue

⺣ Y y 1U Lightpropagates along

1 x axisChoose everyx x 1

x ⼟ CEZ Z

Èll È信

The Lorentz transformation also works for ci

劉 爍众 㵘 倒 簇 ⼀

斷 簽 㵘 怡w shxsinhx ⼼

以器 ǖi 雨 2

free Doppler4岂 1 出 effect B

要 ⼯

Page 9: II Ifocw.nthu.edu.tw/ocw/upload/269/5849/L5-eigenvectors-and... · 2020. 8. 18. · I Eigenvector Eigenvalues A matrix M maps one vector To another Mlx l y _it possible that M M just

9

Similarly one can compute w for the eightpropagating along x axis gck w ⼀⼼

Woshxsinhxuósinhxcoshxk

w Gshxtsinhxjw

吢⼆ Ǜz ⼗⼀比

⼀1 4允2

1

4岂 1 台5

⼗⼆

Jig 1幾 ⼯