Illustrating Linear Transformation: Sketches for T

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Homework Help Overview

The discussion revolves around illustrating a linear transformation \( T \) through sketches, specifically focusing on how to demonstrate its linearity by visualizing vectors and their transformations. The subject area includes linear algebra concepts, particularly linear transformations and their properties.

Discussion Character

  • Exploratory, Conceptual clarification, Mathematical reasoning

Approaches and Questions Raised

  • The original poster seeks clarification on the requirements for sketching to illustrate the linearity of \( T \). Some participants suggest maintaining the position of line \( L \) while applying \( T \) to various vectors. They discuss the steps of drawing vectors, applying the transformation, and using the parallelogram law to explore additivity and homogeneity.

Discussion Status

Participants are actively engaging with the problem, offering suggestions on how to approach the sketching task and discussing the implications of the transformation. There is a focus on understanding the geometric interpretation of linear transformations and the relationships between the vectors before and after applying \( T \).

Contextual Notes

Participants mention the use of trigonometric rules to express components of transformed vectors in terms of angles and the matrix representation of the transformation. There is an emphasis on the geometric aspects of the problem, including reflections and angles related to the line of reflection.

yango_17
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Homework Statement


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Homework Equations

The Attempt at a Solution


I would just like to know what is being requested when it asks me to draw sketches in order to illustrate that T is linear. Does it have something to do with altering to position of the line L itself? Any help would be very much appreciated. Thanks.
 
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No, you keep the line ##L## fixed at all times in this exercise.
  1. Start by drawing a vector ##\mathbf{x}## in the diagram, say somewhere betwee the horizontal axis and the line ##L##. Now apply ##T## to ##\mathbf{x}##. Where does ##T(\mathbf{x})## go?
  2. After this, draw another vector ##\mathbf{y}## in the same way. Also draw ##T(\mathbf{y})## again.
  3. Next, add ##\mathbf{x}## and ##\mathbf{y}## using the parallelogram law. Call the result ##\mathbf{z}## and draw ##T(\mathbf{z})##.
  4. Finally, add ##T(\mathbf{x})## and ##T(\mathbf{y})## using the parallelogram law. If you have done the previous steps correctly, the resulting vector should coincide with ##T(\mathbf{z})##. Do you understand why this should be the case?
The previous steps illustrate the additivity of ##T##. It remains to sketch the homogeneity of ##T##. You can probably figure out how?
 
Thank you! Any suggestions on how to approach part b?
 
yango_17 said:
Any suggestions on how to approach part b?

Hint: In your sketch in step 1. above, using rules from trigonometry, you should be able to express ##[T(\mathbf{x})]_1## and ##[T(\mathbf{x})]_2## in terms of ##x_1, x_2## and ##\theta##. The ##2 \times 2## matrix
$$
A =
\begin{bmatrix}
a_{11} & a_{12}\\
a_{21} & a_{22}
\end{bmatrix}
$$
you are asked to find, is such that
$$
\begin{bmatrix}
[T(\mathbf{x})]_1\\
[T(\mathbf{x})]_2
\end{bmatrix}
=
A
\begin{bmatrix}
x_1\\
x_2
\end{bmatrix}
$$
This matrix is a function of ##\theta## alone.
 
Thank you!
 
Note that if you apply matrix [itex]\begin{bmatrix}a & b \\ c & d\end{bmatrix}[/itex] to the vector [itex]\begin{bmatrix}1 \\ 0 \end{bmatrix}[/itex] the result is [itex]\begin{bmatrix}a & b \\ c & d \end{bmatrix}\begin{bmatrix} 1 \\ 0 \end{bmatrix}= \begin{bmatrix}a(1)+ b(0) \\ c(1)+ d(0)\end{bmatrix}= \begin{bmatrix}a \\ c \end{bmatrix}[/itex].

That is, applying a matrix to the vector (1, 0) gives the first column of the matrix as a vector. Similarly, applying a matrix to the vector (0, 1) gives the second column of the matrix.

Now, the vector (1, 0) is 10 degrees "below" the line of reflection so its reflection is 10 degrees "above" or 20 degrees above the x-axis. What are the components of a vector of length 1 that makes an angle 20 degrees above the x-axis? The vector (0, 1) is 80 degrees "above" the line of reflection so its reflection is 80 degrees "below" the line of reflection or 70 degrees below the x- axis. What are the components of a vector of length 1 that makes an angle 70 degrees below the x-axis?
 

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