1
The characteristic matrix has the form
A − λ E = ( 9 − λ 1 − 2 − 3 − λ ) A-\lambda E=\begin{pmatrix}
9-\lambda & 1 \\
-2 & -3-\lambda
\end{pmatrix}\\ A − λ E = ( 9 − λ − 2 1 − 3 − λ )
The characteristic equation has the form
∣ 9 − λ 1 − 2 − 3 − λ ∣ = 0 ( 9 − λ ) ( − 3 − λ ) − ( − 2 ) = 0 − 27 − 9 λ + 3 λ + λ 2 + 2 = 0 λ 2 − 6 λ − 25 = 0 \begin{vmatrix}
9-\lambda & 1 \\
-2 & -3-\lambda
\end{vmatrix}=0\\
(9-\lambda)(-3-\lambda)-(-2)=0\\
-27-9\lambda+3\lambda+\lambda^{2}+2=0\\
\lambda^{2}-6\lambda-25=0 ∣ ∣ 9 − λ − 2 1 − 3 − λ ∣ ∣ = 0 ( 9 − λ ) ( − 3 − λ ) − ( − 2 ) = 0 − 27 − 9 λ + 3 λ + λ 2 + 2 = 0 λ 2 − 6 λ − 25 = 0
2
The image of v=(1,4,9)
T ( v 1 , v 2 , v 3 ) = ( v 2 − v 1 , v 2 ≠ v 2 , 2 v 3 ) T(v_{1},v_{2},v_{3})=(v_{2}-v_{1},v_{2}\not=v_{2},2v_{3}) T ( v 1 , v 2 , v 3 ) = ( v 2 − v 1 , v 2 = v 2 , 2 v 3 )
T ( v ) = T ( 1 ; 4 ; 9 ) = ( 4 − 1 , x , 2 ⋅ 9 ) = ( 3 , x , 18 ) T(v)=T(1;4;9)=(4-1,x,2\cdot9)=(3,x,18) T ( v ) = T ( 1 ; 4 ; 9 ) = ( 4 − 1 , x , 2 ⋅ 9 ) = ( 3 , x , 18 )
where x ≠ 4 x\not=4 x = 4
3a
T ( a , b ) = a 2 T(a,b)=a^{2} T ( a , b ) = a 2
If T is a linear transformation then
∀ x = ( x 1 , x 2 ) ∈ R 2 , y = ( y 1 , y 2 ) ∈ R 2 \forall x=(x_{1},x_{2})\in R^{2}, y=(y_1,y_2)\in R^{2} ∀ x = ( x 1 , x 2 ) ∈ R 2 , y = ( y 1 , y 2 ) ∈ R 2
1)T ( x + y ) = T ( x ) + T ( y ) T(x+y)=T(x)+T(y) T ( x + y ) = T ( x ) + T ( y )
2)T ( α x ) = α T ( x ) T(\alpha x)=\alpha T(x) T ( αx ) = α T ( x )
1)T ( x + y ) = T ( x 1 + y 1 , x 2 + y 2 ) = ( x 1 + y 1 ) 2 = x 1 2 + 2 x 1 y 1 + y 1 2 T(x+y)=T(x_1+y_1,x_2+y_2)=(x_1+y_1)^{2}=x_1^2+2x_1y_1+y_1^2 T ( x + y ) = T ( x 1 + y 1 , x 2 + y 2 ) = ( x 1 + y 1 ) 2 = x 1 2 + 2 x 1 y 1 + y 1 2
T ( x ) = T ( x 1 , x 2 ) = x 1 2 , T ( y ) = T ( y 1 , y 2 ) = y 1 2 T(x)=T(x_1,x_2)=x_1^2, T(y)=T(y_1,y_2)=y_1^2 T ( x ) = T ( x 1 , x 2 ) = x 1 2 , T ( y ) = T ( y 1 , y 2 ) = y 1 2
T ( x ) + T ( y ) = x 1 2 + y 1 2 T(x)+T(y)=x_1^2+y_1^2 T ( x ) + T ( y ) = x 1 2 + y 1 2
T ( x + y ) ≠ T ( x ) + T ( y ) T(x+y)\not=T(x)+T(y) T ( x + y ) = T ( x ) + T ( y )
T is not a linear transformation
3b
T ( a , b , c ) = a 3 T(a,b,c)=a^3 T ( a , b , c ) = a 3
If T is a linear transformation then
∀ x = ( x 1 , x 2 , x 3 ) ∈ R 3 , y = ( y 1 , y 2 , y 3 ) ∈ R 3 \forall x=(x_1,x_2,x_3)\in R^3, y=(y_1,y_2,y_3)\in R^3 ∀ x = ( x 1 , x 2 , x 3 ) ∈ R 3 , y = ( y 1 , y 2 , y 3 ) ∈ R 3
1 ) T ( x + y ) = T ( x ) + T ( y ) 2 ) T ( α x ) = α T ( x ) 1)T(x+y)=T(x)+T(y)\\
2) T(\alpha x)=\alpha T(x) 1 ) T ( x + y ) = T ( x ) + T ( y ) 2 ) T ( αx ) = α T ( x )
1 ) T ( x + y ) = T ( x 1 + y 1 , x 2 + y 2 , x 3 + y 3 ) = = ( x 1 + y 1 ) 3 = x 1 3 + 3 x 1 2 y 1 + 3 x 1 y 1 2 + y 1 3 T ( x ) = T ( x 1 , x 2 , x 3 ) = x 1 3 1) T(x+y)=T(x_1+y_1,x_2+y_2,x_3+y_3)=\\
=(x_1+y_1)^3=x_1^3+3x_1^2y_1+3x_1y_1^2+y_1^3\\
T(x)=T(x_1,x_2,x_3)=x_1^3 1 ) T ( x + y ) = T ( x 1 + y 1 , x 2 + y 2 , x 3 + y 3 ) = = ( x 1 + y 1 ) 3 = x 1 3 + 3 x 1 2 y 1 + 3 x 1 y 1 2 + y 1 3 T ( x ) = T ( x 1 , x 2 , x 3 ) = x 1 3
T ( y ) = T ( y 1 , y 2 , y 3 ) = y 1 3 T ( x ) + T ( y ) = x 1 3 + y 1 3 T(y)=T(y_1,y_2,y_3)=y_1^3\\
T(x)+T(y)=x_1^3+y_1^3 T ( y ) = T ( y 1 , y 2 , y 3 ) = y 1 3 T ( x ) + T ( y ) = x 1 3 + y 1 3
T ( x + y ) ≠ T ( x ) + T ( y ) T(x+y)\not =T(x)+T(y) T ( x + y ) = T ( x ) + T ( y )
T is not a linear transformation
4
The characteristic equation has the form
∣ A − λ E ∣ = ∣ 6 − λ 16 − 1 − 4 − λ ∣ = 0 ( 6 − λ ) ( − 4 − λ ) + 16 = 0 − 24 − 6 λ + 4 λ + λ 2 + 16 = 0 λ 2 − 2 λ − 8 = 0 D = 4 + 4 ⋅ 8 = 36 λ 1 = 2 − 6 2 = − 4 2 = − 2 λ 2 = 2 + 6 2 = 8 2 = 4 |A-\lambda E|=\begin{vmatrix}
6-\lambda & 16 \\
-1 & -4-\lambda
\end{vmatrix}=0\\
(6-\lambda)(-4-\lambda)+16=0\\
-24-6\lambda+4\lambda+\lambda^2+16=0\\
\lambda^2-2\lambda-8=0\\
D=4+4\cdot8=36\\
\lambda_1=\frac{2-6}{2}=\frac{-4}{2}=-2\\
\lambda_2=\frac{2+6}{2}=\frac{8}{2}=4\\ ∣ A − λ E ∣ = ∣ ∣ 6 − λ − 1 16 − 4 − λ ∣ ∣ = 0 ( 6 − λ ) ( − 4 − λ ) + 16 = 0 − 24 − 6 λ + 4 λ + λ 2 + 16 = 0 λ 2 − 2 λ − 8 = 0 D = 4 + 4 ⋅ 8 = 36 λ 1 = 2 2 − 6 = 2 − 4 = − 2 λ 2 = 2 2 + 6 = 2 8 = 4
So, λ 1 = − 2 , λ 2 = 4 \lambda_1=-2, \lambda_2=4 λ 1 = − 2 , λ 2 = 4 .
Find a vector x = ( x 1 , x 2 ) , x ≠ 0 x=(x_1,x_2), x\not=0 x = ( x 1 , x 2 ) , x = 0 that satisfies the condition
( A − λ 1 E ) x = 0 1 ) λ 1 = − 2 ( 8 16 − 1 − 2 ) ⋅ ( x 1 x 2 ) = ( 0 0 ) (A-\lambda_1E)x=0\\
1) \lambda_1=-2\\
\begin{pmatrix}
8 & 16 \\
-1 & -2
\end{pmatrix} \cdot \begin{pmatrix}
x_1 \\
x_2
\end{pmatrix}=\begin{pmatrix}
0 \\
0
\end{pmatrix} ( A − λ 1 E ) x = 0 1 ) λ 1 = − 2 ( 8 − 1 16 − 2 ) ⋅ ( x 1 x 2 ) = ( 0 0 )
{ 8 x 1 + 16 x 2 = 0 − x 1 − 2 x 2 = 0 \left \{
\begin{matrix}
8x_1+16x_2=0 \\
-x_1-2x_{2}=0
\end{matrix}\right. { 8 x 1 + 16 x 2 = 0 − x 1 − 2 x 2 = 0
x 1 = − 2 x 2 , x 2 ∈ R x_1=-2x_2, x_2\in R x 1 = − 2 x 2 , x 2 ∈ R
x = ( − 2 ; 1 ) x=(-2;1) x = ( − 2 ; 1 )
2 ) λ 2 = 4 ( 2 16 − 1 − 8 ) ⋅ ( x 1 x 2 ) = ( 0 0 ) 2)\lambda_2=4\\
\begin{pmatrix}
2 & 16 \\
-1 & -8
\end{pmatrix} \cdot \begin{pmatrix}
x_1 \\
x_2
\end{pmatrix}=\begin{pmatrix}
0 \\
0
\end{pmatrix} 2 ) λ 2 = 4 ( 2 − 1 16 − 8 ) ⋅ ( x 1 x 2 ) = ( 0 0 )
{ 2 x 1 + 16 x 2 = 0 − x 1 − 8 x 2 = 0 \left \{
\begin{matrix}
2x_1+16x_2=0 \\
-x_1-8x_{2}=0
\end{matrix} \right. { 2 x 1 + 16 x 2 = 0 − x 1 − 8 x 2 = 0
x 1 = − 8 x 2 , x 2 ∈ R x = ( − 8 ; 1 ) x_1=-8x_2, x_2\in R\\
x=(-8;1) x 1 = − 8 x 2 , x 2 ∈ R x = ( − 8 ; 1 )
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