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Let \(T: \mathbb{R}^{3} \rightarrow R^{3}\) be defined by \(T([x, y, z])=[x-2 y, 3 x+z, 4 x+3 y]\). Find the volume of the image under \(T\) of each of the given regions in \(\mathbf{R}^{3}\). The ball \(x^{2}+(y-3)^{2}+(z+2)^{2} \leq 16\)

Short Answer

Expert verified
The image under the transformation has a volume of \(\frac{1280}{3}\pi\).

Step by step solution

01

Understanding the Problem

We need to find the volume of the image under the transformation of a ball in \( \mathbb{R}^3 \) by the linear transformation \( T \). The ball is defined by the equation \( x^2+(y-3)^2+(z+2)^2 \leq 16 \).
02

Matrix Representation of the Transformation

The linear transformation \( T \) can be represented by a matrix \( A \). The transformation \( T([x, y, z])=[x-2 y, 3 x+z, 4 x+3 y] \) can be written in matrix form as:\[A = \begin{bmatrix} 1 & -2 & 0 \ 3 & 0 & 1 \ 4 & 3 & 0 \end{bmatrix}\]
03

Calculation of the Determinant of Matrix A

To find how the volume is affected by the transformation, we need to calculate the determinant of matrix \( A \).\\[\det(A) = 1 \cdot (0 \cdot 0 - 1 \cdot 3) - (-2) \cdot (3 \cdot 0 - 1 \cdot 4) + 0 \cdot (3 \cdot 3 - 0 \cdot 4)\\]This simplifies to:\\[-3 + 8 = 5\]
04

Calculating Volume of the Original Ball

The original region is a sphere with center \( (0, 3, -2) \) and radius 4. The volume \( V \) of a sphere is given by \( V = \frac{4}{3} \pi r^3 \). Substituting the radius, \( r = 4 \), we have: \[V = \frac{4}{3} \pi (4)^3 = \frac{256}{3} \pi\]
05

Calculating Volume of the Image Under T

The volume of the image of the ball under transformation \( T \) is obtained by multiplying the volume of the original ball by the absolute value of the determinant of \( A \). Thus, the volume of the image is:\[V_{image} = |\det(A)| \times \frac{256}{3} \pi = 5 \times \frac{256}{3} \pi = \frac{1280}{3} \pi\]
06

Result Interpretation

Therefore, the volume of the transformed region (image under \( T \)) is \( \frac{1280}{3} \pi \). This result shows how the volume of the geometric shape is scaled by the transformation matrix.

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Key Concepts

These are the key concepts you need to understand to accurately answer the question.

Matrix Representation
When dealing with linear transformations in geometry, especially in three-dimensional space, it's efficient to use matrices. A matrix is a rectangular array of numbers that represents a linear transformation. Here, the transformation \( T \) maps each point \([x, y, z]\) in \( \mathbb{R}^3 \) to a new point. Writing this transformation using a matrix allows us to see the mapping in a structured way.

For the transformation \( T \) described by \( T([x, y, z])=[x-2y, 3x+z, 4x+3y] \), we can represent it using a 3x3 matrix \( A \):
\[ A = \begin{bmatrix} 1 & -2 & 0 \ 3 & 0 & 1 \ 4 & 3 & 0 \end{bmatrix} \]
This matrix tells us how each coordinate is transformed. The first row indicates how \( x \), \( y \), and \( z \) contribute to the new x-coordinate, and so forth for subsequent rows.

The significance of matrix representation lies in its ability to condense complex transformations into simple calculations, greatly simplifying the manipulation of geometric objects.
Determinant Calculation
The determinant of a matrix essentially provides a scalar value that indicates how the transformation affects space. For a 3x3 matrix representing a linear transformation, the determinant shows the factor by which areas and volumes are scaled.

The determinant of matrix \( A \) is found by applying a formula that involves its elements:

\[ \det(A) = 1 \cdot (0 \cdot 0 - 1 \cdot 3) - (-2) \cdot (3 \cdot 0 - 1 \cdot 4) + 0 \cdot (3 \cdot 3 - 0 \cdot 4) \]
Simplifying this, we get:

\[ -3 + 8 = 5 \]

This determinant value of 5 suggests how volumes change under this transformation. When the determinant is positive, as it is here, it indicates that the orientation of space is preserved even though the volume is scaled.
Volume Transformation
Volume transformation involves figuring out how the original volume of a geometric shape changes under a given transformation. To do this, we can use the determinant of the transformation matrix.

For an original shape, like a sphere in 3D space, its volume is calculated using well-known formulas. In this exercise, the original shape is a ball defined by its equation, giving it a volume \( V = \frac{256}{3} \pi \).

To find the new volume after applying the transformation \( T \), multiply the original volume by the absolute value of the determinant of matrix \( A \). That is:

\[ V_{image} = | ext{det}(A)| \times V = 5 \times \frac{256}{3} \pi = \frac{1280}{3} \pi \]

This calculation shows the new volume in space resulting from \( T \), illustrating the transformation's effect on the geometric size.
Geometric Interpretation
Understanding the geometric impact of linear transformations can be immensely helpful in visualizing complex mathematical concepts. In this context, geometrically interpreting a transformation involves observing how shapes, like spheres, change in size, position, and orientation.

A linear transformation represented by a matrix \( A \) rearranges the space in which the original geometric objects lie. The determinant provides the scaling factor for these objects' volumes. Here, it shows that the sphere's volume is scaled by a factor of 5.

Geometrically, this means every point of the sphere is moved in a specific direction determined by the transformation, and the entire shape expands or contracts according to the determinant's magnitude.
  • Positive determinants maintain the same orientation.
  • Negative determinants flip the shape's orientation.
This particular transformation increases the volume of the sphere significantly while maintaining the same orientation in space.

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Most popular questions from this chapter

Mark each of the following True or False. a. The determinant of a \(2 \times 2\) matrix is a vector. b. If two rows of a \(3 \times 3\) matrix are interchanged, the sign of the determinant is changed. c. The determinant of a \(3 \times 3\) matrix is zero if two rows of the matrix are parallel vectors in \(R^{3}\). d. In order for the determinant of a \(3 \times 3\) matrix to be zero, two rows of the matrix must be parallel vectors in \(R^{3}\). e. The determinant of a \(3 \times 5\) matrix is zero if the points in \(R^{3}\) given by the rows of the matrix lie in a plane. f. The determinant of a \(3 \times 3\) matrix is zero if the points in \(R^{3}\) given by the rows of the matrix lie in a plane through the origin. g. The parallelogram in \(\mathrm{R}^{2}\) determined by nonzero vectors a and \(b\) is a square if and only if \(a \cdot b=0\). h. The box in \(R^{3}\) determined by vectors \(a, b\), and \(c\) is a cube if and only if \(a+b=\) \(a+c=b \cdot c=0\) and \(a \cdot a=b \cdot b=c \cdot c\). i. If the angle between vectors \(a\) and \(b\) in \(\mathbb{R}^{3}\) is \(\pi / 4\), then \(\|a \times b\|=|a+b|\). j. For any vector a in \(R^{3}\), we have \(\|a \times a\|=\) \(\|a\|^{2}\).

The routine YUREDUCE in LINTEK has a menu option \(D\) that will compute and display the product of the diagonal elements of a square matrix. The routine MATCOMP has a menu option \(D\) to compute a determinant. Use YUREDUCE or MATLAB to compute the determinant of the matrices in Exercises 40-42. Write down your results. If you used YUREDUCE, use MATCOMP to compute the determinants of the same matrices again and compare the answers. $$ \left|\begin{array}{rrr} 11 & -9 & 28 \\ 32 & -24 & 21 \\ 10 & 13 & -19 \end{array}\right| $$

Prove that a square matrix is invertible if and only if its adjoint is an invertible matrix.

In Exercises \(37-40\), find the volume of the box having the given vectors as adjacent edges. \(-2 i+j, 3 i-4 j+k, i-2 k\)

Let \(T: \mathbb{R}^{2} \rightarrow \mathbb{R}^{2}\) be the linear transformation defined by \(T([x, y])=\) \([4 x-2 y, 2 x+3 y]\). Find the area of the image under \(T\) of each of the given regions in \(\mathrm{R}^{2}\). The parallelogram determined by \(2 e_{1}+3 e_{2}\) and \(4 e_{1}-e_{2}\)

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