Math Problem Statement

Let T be the linear operator on R3 defined by

T(xଵ, xଶ, xଷ) = (3xଵ + xଷ, −2xଵ + xଶ, −xଵ + 2xଶ + 4xଷ).

What is the matrix of T in the ordered basis {αଵ, αଶ, αଷ} where

αଵ = (1,0,1), αଶ = (−1,2,1), αଵ = (2,1,1)?

Solution

To find the matrix representation of the linear operator TT in the given ordered basis {α1,α2,α3}\{ \alpha_1, \alpha_2, \alpha_3 \}, we follow these steps:

Step 1: Compute T(α1)T(\alpha_1), T(α2)T(\alpha_2), and T(α3)T(\alpha_3)

We substitute each basis vector αi\alpha_i into TT and calculate the result in terms of the standard basis {e1,e2,e3}\{e_1, e_2, e_3\}, where: e1=(1,0,0),e2=(0,1,0),e3=(0,0,1).e_1 = (1, 0, 0), \quad e_2 = (0, 1, 0), \quad e_3 = (0, 0, 1).

Compute T(α1)T(\alpha_1):

α1=(1,0,1),T(x1,x2,x3)=(3x1+x3,2x1+x2,x1+2x2+4x3).\alpha_1 = (1, 0, 1), \quad T(x_1, x_2, x_3) = (3x_1 + x_3, -2x_1 + x_2, -x_1 + 2x_2 + 4x_3). T(α1)=T(1,0,1)=(3(1)+1,2(1)+0,1(1)+2(0)+4(1))=(4,2,3).T(\alpha_1) = T(1, 0, 1) = (3(1) + 1, -2(1) + 0, -1(1) + 2(0) + 4(1)) = (4, -2, 3).

Compute T(α2)T(\alpha_2):

α2=(1,2,1),T(x1,x2,x3)=(3x1+x3,2x1+x2,x1+2x2+4x3).\alpha_2 = (-1, 2, 1), \quad T(x_1, x_2, x_3) = (3x_1 + x_3, -2x_1 + x_2, -x_1 + 2x_2 + 4x_3). T(α2)=T(1,2,1)=(3(1)+1,2(1)+2,(1)+2(2)+4(1))=(2,4,9).T(\alpha_2) = T(-1, 2, 1) = (3(-1) + 1, -2(-1) + 2, -(-1) + 2(2) + 4(1)) = (-2, 4, 9).

Compute T(α3)T(\alpha_3):

α3=(2,1,1),T(x1,x2,x3)=(3x1+x3,2x1+x2,x1+2x2+4x3).\alpha_3 = (2, 1, 1), \quad T(x_1, x_2, x_3) = (3x_1 + x_3, -2x_1 + x_2, -x_1 + 2x_2 + 4x_3). T(α3)=T(2,1,1)=(3(2)+1,2(2)+1,(2)+2(1)+4(1))=(7,3,4).T(\alpha_3) = T(2, 1, 1) = (3(2) + 1, -2(2) + 1, -(2) + 2(1) + 4(1)) = (7, -3, 4).

Step 2: Express T(α1)T(\alpha_1), T(α2)T(\alpha_2), T(α3)T(\alpha_3) in the basis {α1,α2,α3}\{ \alpha_1, \alpha_2, \alpha_3 \}

We solve for scalars c1,c2,c3c_1, c_2, c_3 such that: T(αi)=c1α1+c2α2+c3α3for i=1,2,3.T(\alpha_i) = c_1 \alpha_1 + c_2 \alpha_2 + c_3 \alpha_3 \quad \text{for } i = 1, 2, 3. This involves solving a system of linear equations for each T(αi)T(\alpha_i).

Solve for T(α1)=(4,2,3)T(\alpha_1) = (4, -2, 3) in terms of {α1,α2,α3}\{ \alpha_1, \alpha_2, \alpha_3 \}:

Let: 4e12e2+3e3=c1(1,0,1)+c2(1,2,1)+c3(2,1,1).4 \cdot e_1 - 2 \cdot e_2 + 3 \cdot e_3 = c_1(1, 0, 1) + c_2(-1, 2, 1) + c_3(2, 1, 1). This yields the system: c1c2+2c3=4,2c2+c3=2,c1+c2+c3=3.c_1 - c_2 + 2c_3 = 4, \quad 2c_2 + c_3 = -2, \quad c_1 + c_2 + c_3 = 3.

Solve this system to find c1,c2,c3c_1, c_2, c_3. Repeat for T(α2)T(\alpha_2) and T(α3)T(\alpha_3).

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Linear Transformation
Matrix Representation
Vector Spaces

Formulas

T(x₁, x₂, x₃) = (3x₁ + x₃, −2x₁ + x₂, −x₁ + 2x₂ + 4x₃)
T(α₁) = c₁α₁ + c₂α₂ + c₃α₃

Theorems

Change of Basis
Matrix Representation of a Linear Transformation

Suitable Grade Level

Grades 11-12 (Advanced)