Math Problem Statement

explain step by step

Find a matrix A such that T(x) = Ax for T(x, y, z) = [x + z; 2y].

Solution

We are given the transformation T(x,y,z)T(x, y, z) as follows:

T(x,y,z)=[x+z2y]T(x, y, z) = \begin{bmatrix} x + z \\ 2y \end{bmatrix}

Problem 1: Find a matrix AA such that T(x)=AxT(x) = A x.

To represent this transformation as a matrix, we will express T(x,y,z)T(x, y, z) as a matrix multiplication. Assume xx, yy, and zz are represented as a column vector:

[xyz]\begin{bmatrix} x \\ y \\ z \end{bmatrix}

We are looking for a matrix AA such that:

T(x,y,z)=A[xyz]T(x, y, z) = A \begin{bmatrix} x \\ y \\ z \end{bmatrix}

Step-by-Step Solution:

Step 1: Write the transformation in terms of components

The transformation is given as:

T(x,y,z)=[x+z2y]T(x, y, z) = \begin{bmatrix} x + z \\ 2y \end{bmatrix}

We want to find a matrix AA that transforms the vector [xyz]\begin{bmatrix} x \\ y \\ z \end{bmatrix} into [x+z2y]\begin{bmatrix} x + z \\ 2y \end{bmatrix}.

Step 2: Analyze the first component

The first component of the output vector is x+zx + z. This suggests that the first row of matrix AA should take the xx-coordinate and add the zz-coordinate, while ignoring the yy-coordinate. Therefore, the first row of AA will be:

[101]\begin{bmatrix} 1 & 0 & 1 \end{bmatrix}

This row represents the transformation of the input vector to produce the first component x+zx + z.

Step 3: Analyze the second component

The second component of the output vector is 2y2y. This suggests that the second row of matrix AA should take the yy-coordinate, multiply it by 2, and ignore the xx- and zz-coordinates. Therefore, the second row of AA will be:

[020]\begin{bmatrix} 0 & 2 & 0 \end{bmatrix}

This row represents the transformation of the input vector to produce the second component 2y2y.

Step 4: Construct the matrix AA

Now, we combine the two rows we derived into a single matrix. The matrix AA is:

A=[101020]A = \begin{bmatrix} 1 & 0 & 1 \\ 0 & 2 & 0 \end{bmatrix}

Thus, the transformation T(x,y,z)T(x, y, z) can be written as:

T(x,y,z)=A[xyz]=[101020][xyz]T(x, y, z) = A \begin{bmatrix} x \\ y \\ z \end{bmatrix} = \begin{bmatrix} 1 & 0 & 1 \\ 0 & 2 & 0 \end{bmatrix} \begin{bmatrix} x \\ y \\ z \end{bmatrix}

Verifying:

A[xyz]=[1x+0y+1z0x+2y+0z]=[x+z2y]A \begin{bmatrix} x \\ y \\ z \end{bmatrix} = \begin{bmatrix} 1 \cdot x + 0 \cdot y + 1 \cdot z \\ 0 \cdot x + 2 \cdot y + 0 \cdot z \end{bmatrix} = \begin{bmatrix} x + z \\ 2y \end{bmatrix}

This confirms that the matrix AA is correct.


Would you like more details or have any further questions? Here are 5 related questions to consider:

  1. How would the matrix change if the transformation was T(x,y,z)=[x+2z3y]T(x, y, z) = \begin{bmatrix} x + 2z \\ 3y \end{bmatrix}?
  2. How do you find the inverse of matrix AA, assuming it exists?
  3. What are the conditions for a matrix transformation to be invertible?
  4. How can you interpret matrix transformations geometrically in 3D space?
  5. How do you compute the determinant of matrix AA, and what does it represent?

Tip: Understanding matrix transformations helps in visualizing how vectors in space are stretched, rotated, or sheared through multiplication.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Matrix Transformation
Vector Spaces

Formulas

Matrix Multiplication: A * [x; y; z] = [x + z; 2y]

Theorems

Linear Transformation
Matrix Representation of Linear Maps

Suitable Grade Level

Grades 10-12 or Undergraduate