Rotation of axes in two dimensions
In mathematics, a rotation of axes in two dimensions is a mapping from an xy-Cartesian coordinate system to an x′y′-Cartesian coordinate system in which the origin is kept fixed and the x′ and y′ axes are obtained by rotating the x and y axes counterclockwise through an angle [math]\displaystyle{ \theta }[/math]. A point P has coordinates (x, y) with respect to the original system and coordinates (x′, y′) with respect to the new system.[1] In the new coordinate system, the point P will appear to have been rotated in the opposite direction, that is, clockwise through the angle [math]\displaystyle{ \theta }[/math]. A rotation of axes in more than two dimensions is defined similarly.[2][3] A rotation of axes is a linear map[4][5] and a rigid transformation.
Motivation
Coordinate systems are essential for studying the equations of curves using the methods of analytic geometry. To use the method of coordinate geometry, the axes are placed at a convenient position with respect to the curve under consideration. For example, to study the equations of ellipses and hyperbolas, the foci are usually located on one of the axes and are situated symmetrically with respect to the origin. If the curve (hyperbola, parabola, ellipse, etc.) is not situated conveniently with respect to the axes, the coordinate system should be changed to place the curve at a convenient and familiar location and orientation. The process of making this change is called a transformation of coordinates.[6]
The solutions to many problems can be simplified by rotating the coordinate axes to obtain new axes through the same origin.
Derivation
The equations defining the transformation in two dimensions, which rotates the xy axes counterclockwise through an angle [math]\displaystyle{ \theta }[/math] into the x′y′ axes, are derived as follows.
In the xy system, let the point P have polar coordinates [math]\displaystyle{ (r, \alpha) }[/math]. Then, in the x′y′ system, P will have polar coordinates [math]\displaystyle{ (r, \alpha - \theta) }[/math].
Using trigonometric functions, we have
[math]\displaystyle{ x = r \cos \alpha }[/math] |
|
() |
[math]\displaystyle{ y = r \sin \alpha }[/math] |
|
() |
and using the standard trigonometric formulae for differences, we have
[math]\displaystyle{ x' = r \cos( \alpha - \theta ) = r \cos \alpha \cos \theta + r \sin \alpha \sin \theta }[/math] |
|
() |
[math]\displaystyle{ y' = r \sin( \alpha - \theta ) = r \sin \alpha \cos \theta - r \cos \alpha \sin \theta . }[/math] |
|
() |
Substituting equations (1) and (2) into equations (3) and (4), we obtain[7]
[math]\displaystyle{ x' = x \cos \theta + y \sin \theta }[/math] |
|
() |
[math]\displaystyle{ y' = - x \sin \theta + y \cos \theta . }[/math] |
|
() |
Equations (5) and (6) can be represented in matrix form as [math]\displaystyle{ \begin{bmatrix} x' \\ y' \end{bmatrix} = \begin{bmatrix} \cos \theta & \sin \theta \\ - \sin \theta & \cos \theta \end{bmatrix} \begin{bmatrix} x \\ y \end{bmatrix}, }[/math]
which is the standard matrix equation of a rotation of axes in two dimensions.[8]
The inverse transformation is[9]
[math]\displaystyle{ x = x' \cos \theta - y' \sin \theta }[/math] |
|
() |
[math]\displaystyle{ y = x' \sin \theta + y' \cos \theta , }[/math] |
|
() |
or [math]\displaystyle{ \begin{bmatrix} x \\ y \end{bmatrix} = \begin{bmatrix} \cos \theta & - \sin \theta \\ \sin \theta & \cos \theta \end{bmatrix} \begin{bmatrix} x' \\ y' \end{bmatrix}. }[/math]
Examples in two dimensions
Example 1
Find the coordinates of the point [math]\displaystyle{ P_1 = (x, y) = (\sqrt 3, 1) }[/math] after the axes have been rotated through the angle [math]\displaystyle{ \theta_1 = \pi / 6 }[/math], or 30°.
Solution: [math]\displaystyle{ x' = \sqrt 3 \cos ( \pi / 6 ) + 1 \sin ( \pi / 6 ) = (\sqrt 3)({\sqrt 3}/2) + (1)(1/2) = 2 }[/math] [math]\displaystyle{ y' = 1 \cos ( \pi / 6 ) - \sqrt 3 \sin ( \pi / 6 ) = (1)({\sqrt 3}/2) - (\sqrt 3)(1/2) = 0 . }[/math]
The axes have been rotated counterclockwise through an angle of [math]\displaystyle{ \theta_1 = \pi / 6 }[/math] and the new coordinates are [math]\displaystyle{ P_1 = (x', y') = (2, 0) }[/math]. Note that the point appears to have been rotated clockwise through [math]\displaystyle{ \pi / 6 }[/math] with respect to fixed axes so it now coincides with the (new) x′ axis.
Example 2
Find the coordinates of the point [math]\displaystyle{ P_2 = (x, y) = (7, 7) }[/math] after the axes have been rotated clockwise 90°, that is, through the angle [math]\displaystyle{ \theta_2 = - \pi / 2 }[/math], or −90°.
Solution: [math]\displaystyle{ \begin{bmatrix} x' \\ y' \end{bmatrix} = \begin{bmatrix} \cos ( - \pi / 2 ) & \sin( - \pi / 2 ) \\ - \sin( - \pi / 2 ) & \cos( - \pi / 2 ) \end{bmatrix} \begin{bmatrix} 7 \\ 7 \end{bmatrix} = \begin{bmatrix} 0 & -1 \\ 1 & 0 \end{bmatrix} \begin{bmatrix} 7 \\ 7 \end{bmatrix} = \begin{bmatrix} -7 \\ 7 \end{bmatrix}. }[/math]
The axes have been rotated through an angle of [math]\displaystyle{ \theta_2 = - \pi / 2 }[/math], which is in the clockwise direction and the new coordinates are [math]\displaystyle{ P_2 = (x', y') = (-7, 7) }[/math]. Again, note that the point appears to have been rotated counterclockwise through [math]\displaystyle{ \pi / 2 }[/math] with respect to fixed axes.
Rotation of conic sections
The most general equation of the second degree has the form
[math]\displaystyle{ Ax^2 + Bxy + Cy^2 + Dx + Ey + F = 0 }[/math] ([math]\displaystyle{ A, B, C }[/math] not all zero).[10] |
|
() |
Through a change of coordinates (a rotation of axes and a translation of axes), equation (9) can be put into a standard form, which is usually easier to work with. It is always possible to rotate the coordinates at a specific angle so as to eliminate the x′y′ term. Substituting equations (7) and (8) into equation (9), we obtain
[math]\displaystyle{ A'x'^2 + B'x'y' + C'y'^2 + D'x' + E'y' + F' = 0 , }[/math] |
|
() |
where
|
|
() |
If [math]\displaystyle{ \theta }[/math] is selected so that [math]\displaystyle{ \cot 2 \theta = (A - C)/B }[/math] we will have [math]\displaystyle{ B' = 0 }[/math] and the x′y′ term in equation (10) will vanish.[11]
When a problem arises with B, D and E all different from zero, they can be eliminated by performing in succession a rotation (eliminating B) and a translation (eliminating the D and E terms).[12]
Identifying rotated conic sections
A non-degenerate conic section given by equation (9) can be identified by evaluating [math]\displaystyle{ B^2-4AC }[/math]. The conic section is:[13]
- an ellipse or a circle, if [math]\displaystyle{ B^2-4AC\lt 0 }[/math];
- a parabola, if [math]\displaystyle{ B^2-4AC=0 }[/math];
- a hyperbola, if [math]\displaystyle{ B^2-4AC\gt 0 }[/math].
Generalization to several dimensions
Suppose a rectangular xyz-coordinate system is rotated around its z axis counterclockwise (looking down the positive z axis) through an angle [math]\displaystyle{ \theta }[/math], that is, the positive x axis is rotated immediately into the positive y axis. The z coordinate of each point is unchanged and the x and y coordinates transform as above. The old coordinates (x, y, z) of a point Q are related to its new coordinates (x′, y′, z′) by[14] [math]\displaystyle{ \begin{bmatrix} x' \\ y' \\ z' \end{bmatrix} = \begin{bmatrix} \cos \theta & \sin \theta & 0 \\ - \sin \theta & \cos \theta & 0 \\ 0 & 0 & 1 \end{bmatrix} \begin{bmatrix} x \\ y \\ z \end{bmatrix}. }[/math]
Generalizing to any finite number of dimensions, a rotation matrix [math]\displaystyle{ A }[/math] is an orthogonal matrix that differs from the identity matrix in at most four elements. These four elements are of the form
- [math]\displaystyle{ a_{ii} = a_{jj} = \cos \theta }[/math] and [math]\displaystyle{ a_{ij} = - a_{ji} = \sin \theta , }[/math]
for some [math]\displaystyle{ \theta }[/math] and some i ≠ j.[15]
Example in several dimensions
Example 3
Find the coordinates of the point [math]\displaystyle{ P_3 = (w, x, y, z) = (1, 1, 1, 1) }[/math] after the positive w axis has been rotated through the angle [math]\displaystyle{ \theta_3 = \pi / 12 }[/math], or 15°, into the positive z axis.
Solution: [math]\displaystyle{ \begin{align} \begin{bmatrix} w' \\ x' \\ y' \\ z' \end{bmatrix} &= \begin{bmatrix} \cos( \pi / 12 ) & 0 & 0 & \sin( \pi / 12 ) \\ 0 & 1 & 0 & 0 \\ 0 & 0 & 1 & 0 \\ - \sin( \pi / 12 ) & 0 & 0 & \cos( \pi / 12 ) \end{bmatrix} \begin{bmatrix} w \\ x \\ y \\ z \end{bmatrix} \\[4pt] &\approx \begin{bmatrix} 0.96593 & 0.0 & 0.0 & 0.25882 \\ 0.0 & 1.0 & 0.0 & 0.0 \\ 0.0 & 0.0 & 1.0 & 0.0 \\ - 0.25882 & 0.0 & 0.0 & 0.96593 \end{bmatrix} \begin{bmatrix} 1.0 \\ 1.0 \\ 1.0 \\ 1.0 \end{bmatrix} = \begin{bmatrix} 1.22475 \\ 1.00000 \\ 1.00000 \\ 0.70711 \end{bmatrix}. \end{align} }[/math]
See also
Notes
References
- Anton, Howard (1987), Elementary Linear Algebra (5th ed.), New York: John Wiley & Sons, ISBN 0-471-84819-0
- Beauregard, Raymond A.; Fraleigh, John B. (1973), A First Course In Linear Algebra: with Optional Introduction to Groups, Rings, and Fields, Boston: Houghton Mifflin Co., ISBN 0-395-14017-X, https://archive.org/details/firstcourseinlin0000beau
- Burden, Richard L.; Faires, J. Douglas (1993), Numerical Analysis (5th ed.), Boston: Prindle, Weber and Schmidt, ISBN 0-534-93219-3, https://archive.org/details/numericalanalysi00burd
- Protter, Murray H.; Morrey, Charles B. Jr. (1970), College Calculus with Analytic Geometry (2nd ed.), Reading: Addison-Wesley
 |  |
