Insight/Intuition into rotations in R²

Click For Summary
SUMMARY

This discussion centers on the understanding of rotation matrices in R², specifically the equations x' = x cos(θ) - y sin(θ) and y' = x sin(θ) + y cos(θ). The user seeks a geometric and visual explanation of how these transformations maintain the distance from the origin while affecting both axes. Key insights include the projection and rejection components of the rotation, emphasizing the importance of understanding the orthogonal relationship between these components. The discussion highlights the need for intuitive visual aids rather than purely algebraic proofs.

PREREQUISITES
  • Understanding of basic trigonometry, including sine and cosine functions.
  • Familiarity with 2D coordinate systems and vector representation.
  • Knowledge of rotation matrices and their applications in linear transformations.
  • Ability to interpret geometric concepts visually.
NEXT STEPS
  • Explore the geometric interpretation of rotation matrices in R².
  • Learn about the concept of vector projection and rejection in linear algebra.
  • Study visual resources or videos that explain rotation transformations intuitively.
  • Investigate the implications of orientation in R² and its effects on transformations.
USEFUL FOR

This discussion is beneficial for students, educators, and anyone interested in mastering the geometric concepts of rotation matrices in two-dimensional space.

STENDEC
Messages
21
Reaction score
0
I've been using rotation matrices for quite some time now without fully grasping them. Whenever I tried to develop an intuitive understanding of...<br /> x&#039; = x\cos\theta - y\sin\theta \\<br /> y&#039; = x\sin\theta + y \cos\theta<br />... I failed and gave up. I've looked at numerous online texts and videos, but following the step-by-step explanations didn't lead to me seeing the whole picture as I had hoped.

Could someone explain to me (like I'm 5 years old), why -y\sin\theta and x\sin\theta are used to affect the value along the other axis?

Looking at the following picture (pardon the quality):
drawing.png

Is the contribution of y to x and vice versa there, to ensure that P maintains the correct distance to the origin, or is that a misguided simplification of mine? The yellow line cannot be sin + cos (Pythagorean theorem) yet I may combine these two to get x&#039; and y&#039;. Do you see where my gap in understanding lies? Is there a drawing that could clarify how these terms combine to give the correct value we observe? Algebraic proofs don't work with me I'm afraid, I need a geometric/visual explanation.
 
Last edited:
Physics news on Phys.org
The component ##\left(\begin{smallmatrix}x\cos\theta\\y\cos\theta\end{smallmatrix}\right)## represents the projection of ##\left(\begin{smallmatrix}x'\\y'\end{smallmatrix}\right)## onto the original vector ##\left(\begin{smallmatrix}x\\y\end{smallmatrix}\right)##. The other component (the "rejection") should therefore have magnitude ##|\sqrt{x^2+y^2}\sin\theta|## and be orthogonal to the projection. There are two unique solutions for such a vector.

Finally, when ##\theta## is nonzero but less than a straight angle, an increase in ##y'## corresponds to a decrease in ##x'##; i.e., the x-component of the rejection should be negative. (This condition is equivalent to a choice of orientation on ##\mathbb{R}^2##.) This tells us which solution is the desired one.

As for your drawing, I don't quite understand what you mean. Could you elaborate?
 

Similar threads

  • · Replies 1 ·
Replies
1
Views
4K
  • · Replies 1 ·
Replies
1
Views
3K
  • · Replies 26 ·
Replies
26
Views
1K
  • · Replies 6 ·
Replies
6
Views
3K
  • · Replies 2 ·
Replies
2
Views
2K
Replies
22
Views
4K
  • · Replies 3 ·
Replies
3
Views
10K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 2 ·
Replies
2
Views
1K