# The Context

In my work, I am using a vibration table to test the resonant properties and survivability of a structure under different shaking regimes. The table is driven by an eccentrically weighted rotary motor which excites vibrations in the Y and Z axes (green and blue respectively in the image below).

Using 3-axis accelerometers on the table and at various points on the structure, I can record the excitation and response vibrations in each axis (example plot at 20Hz below).

However, two sinusoids of differing amplitudes and phases define an elliptical polarization (the same data as above is plotted parametrically below).

# The Question

Based on the answers to other Stack Exchange questions (here and here), I know that the parametric form of an ellipse, centered at the origin and rotated by an angle $\theta$ is $$a_y(t) = A\cos\big(2\pi ft\big)\cos\big(\theta\big) - B\sin\big(2\pi ft\big)\sin\big(\theta\big)$$ $$a_z(t) = A\cos\big(2\pi ft\big)\sin\big(\theta\big) + B\sin\big(2\pi ft\big)\cos\big(\theta\big)$$ where $A$ and $B$ are the major and minor radii respectively.

My question is, how can I convert my axes-aligned sinusoids $$a_y(t) = Y\sin\big(2\pi ft\big)$$ $$a_z(t) = Z\sin\big(2\pi ft + \phi\big)$$ into the above form, such that I can immediately read off the rotation angle and radii?

My goal is to know the direction and magnitude of the major radius of the acceleration ellipse, so that I can better align my structure in the direction of strongest vibration.

# What I've Tried So Far

Based on the process discussed in this article, I’ve attempted to simply set the two forms equal to one another and solve for $A$, $B$, and $\theta$ as functions of $Y$, $Z$, and $\phi$. However, that process has yielded inconsistent results, and none of them seem to agree with the ellipse as I’ve plotted it.

I also have a gut feeling that the major and minor radii correspond to the eigenvalues/eigenvectors of some transformation matrix, but I have no idea how to go about constructing said matrix.

Numerically, the sinusoids I've plotted above have parameters $Y = 0.7847g$, $Z = 1.0498g$, and $\phi = 0.9537$. The major and minor radii are approximately $R = 1.1805g$ and $r = 0.5696g$ respectively, and the rotation angle is approximately $\theta = 1.0330$.

• I tried the formulas in the linked article with a couple of examples and didn’t get the right results, either. Haven’t looked more closely to see where the error might be, though. – amd Aug 18 '18 at 6:01
• Are you sure of your value for $\phi$? From your graph one would rather guess $\phi$ to be near $-\pi/2$. – Intelligenti pauca Aug 19 '18 at 17:44
• @Aretino, you were right. My plots and numbers had an error that I've now corrected. – uniquely average Aug 20 '18 at 23:22

It’s fairly easy to convert your parametric equations to an implicit Cartesian equation. Once you have that, you can use a variety of methods to extract the ellipse’s parameters. To reduce clutter a bit, I’ll set $\omega = 2\pi f$.

First, expand the second equation using the formula for the sine of a sum and isolate $\cos{\omega t}$ (don’t worry about zero denominators at this point): $$\cos{\omega t} = {a_z/Z - \sin{\omega t} \cos\phi \over \sin\phi}.$$ From the first equation we have $\sin{\omega t} = a_y/Y$. Substitute into the above and then use the trig identity $\cos^2{\omega t} + \sin^2{\omega t} = 1$ to eliminate $\omega t$: $$\left({a_z/Z - a_y/Y \cos\phi \over \sin\phi}\right)^2 + \left(a_y/Y\right)^2 = 1,$$ then rearrange into the more standard-looking $${a_y^2 \over Y^2} - 2{\cos\phi \over YZ} a_y a_z + {a_z^2 \over Z^2} = \sin^2\phi.$$ If you like, you can multiply through by $Y^2Z^2$ to eliminate all of the denominators.

From here you could proceed by constructing the corresponding symmetric matrix and then computing its eigensystem, but you can save yourself a quite a bit of work by using fairly well-known formulas. In terms of the general conic equation $Ax^2+Bxy+Cy^2+Dx+Ey+F=0$ we have $$A = \frac1{Y^2} \\ B = -2{\cos\phi \over YZ} \\ C = \frac1{Z^2} \\ D=E=0 \\ F=-\sin^2\phi.$$ Set $\Delta = B^2-4AC$. Using the formulas from the ellipse article on Wikipedia we have $$\tan\Theta = {C-A-\sqrt{(A+C)^2+\Delta} \over B}$$ for the inclination of the ellipse’s major axis from the $x$-axis. With that angle in hand, you can determine the semiaxis lengths by applying the inverse rotation, intersecting the line with this direction and its perpendicular with the ellipse, or just using the formulas from the same source. Most of the terms vanish, leaving $$a,b = -{\sqrt{2\Delta F \left(A+C \pm \sqrt{(A+C)^2+\Delta}\right)} \over \Delta}.$$ I’ll leave plugging in the values of these coefficients and simplifying to you.

Another way to attack this is to use a somewhat different parameterization of an ellipse: $$\mathbf c + \mathbf u \cos\tau + \mathbf v \sin\tau,$$ where $\mathbf u$ and $\mathbf v$ are conjugate radii of the ellipse and $\mathbf c$ is its center (in this case the origin). The two vectors are conjugate if $\mathbf v$ is parallel to $\dot{\mathbf u}$, or vice-versa. Setting $\mathbf u = [Y\sin{\omega t_1},Z\sin(\omega t_1+\phi)]$ and $\mathbf v = [Y\sin{\omega t_2},Z\sin(\omega t_2+\phi)]$, that constraint can be expressed as \begin{align} \det\begin{bmatrix}\dot{\mathbf u} \\ \mathbf v\end{bmatrix} &= \det\begin{bmatrix} \omega Y \cos{\omega t_1} & \omega Z \cos(\omega t_1+\phi) \\ Y\sin{\omega t_2} & Z\sin(\omega t_2+\phi) \end{bmatrix} \\ &= \omega YZ \left( \cos{\omega t_1}\sin(\omega t_2+\phi) - \cos(\omega t_1+\phi)\sin{\omega t_2} \right) = 0. \end{align} When $\mathbf u$ and $\mathbf v$ are orthogonal, they coincide with the semiaxes of the ellipse. Thus, we want \begin{align} \mathbf u\cdot\mathbf v &= [Y\sin{\omega t_1},Z\sin(\omega t_1+\phi)]\cdot[Y\sin{\omega t_2},Z\sin(\omega t_2+\phi)] \\ &= Y^2 \sin{\omega t_1}\sin{\omega t_2} + Z^2 \sin(\omega t_1+\phi)\sin(\omega t_2+\phi) = 0.\end{align} In principle, you can solve these equations for $t_1$ and $t_2$, which gives you both the principal axes of the ellipse ($\mathbf u$ and $\mathbf v$) and its semiaxis lengths (their norms).

• This is a great answer! – joriki Aug 18 '18 at 6:31

My goal is to know the direction and magnitude of the major radius of the acceleration ellipse, so that I can better align my structure in the direction of strongest vibration.

I also have a gut feeling that the major and minor radii correspond to the eigenvalues/eigenvectors of some transformation matrix, but I have no idea how to go about constructing said matrix.

Your trajectory is \begin{align} \begin{bmatrix}a_y\\a_z\end{bmatrix} &= \begin{bmatrix}Y\sin(2\pi ft) \\ Z\sin(2\pi ft + \phi)\end{bmatrix} \\ &= \begin{bmatrix}0\cos(2\pi ft)+Y\sin(2\pi ft) \\ Z\sin\phi\cos(2\pi ft) + Z\cos\phi\sin(2\pi ft)\end{bmatrix} \\ &= \underbrace{\begin{bmatrix}0 & Y \\ Z\sin\phi & Z\cos\phi\end{bmatrix}}_M \begin{bmatrix}\cos(2\pi ft)\\\sin(2\pi ft)\end{bmatrix}. \end{align} Thus, the trajectory is a unit circle transformed by the matrix $M$, so its major and minor axes are given by the singular values and left singular vectors in its singular value decomposition, $M = U\Sigma V^T$. For your particular numbers $Y = 0.7847$, $Z = 1.0498$, and $\phi = 0.9537$, this gives \begin{align} M &= \begin{bmatrix}0 & 0.7847 \\ 0.8562 & 0.6075\end{bmatrix} \\ &= \underbrace{\begin{bmatrix} 0.5223 & 0.8528 \\ 0.8528 & -0.5223 \end{bmatrix}}_U \underbrace{\begin{bmatrix} 1.1807 & \\ & 0.5690 \end{bmatrix}}_\Sigma \biggl(\underbrace{\begin{bmatrix} 0.6184 & -0.7859 \\ 0.7859 & 0.6184 \end{bmatrix}}_V\biggr)^T. \end{align} Thus the lengths of the the major and minor axes are $1.1807$ and $0.5690$, and the major axis points along the unit vector $(0.5223, 0.8528)$ which is at $1.0212$ radians from the $x$-axis.

The mismatch arises from the presence of an offset in time: in the parametric equations of an ellipse point $t=0$ is at an endpoint of the major axis, while that is not true for your axes-aligned sinusoids. To overcome this problem you just need to introduce an unknown time-offset $t_0$ and rewrite your sinusoid equations with $t$ replaced by $t+t_0$: \begin{align} a_y(t) &= Y\sin\big(\omega t+\omega t_0\big)\\ a_z(t) &= Z\sin\big(\omega t+\omega t_0 + \phi\big)\\ \end{align} (where I set $2\pi f=\omega$). Expanding and comparing with the parametric equations yields four equations in the unknowns $A, B, \theta, t_0$: \begin{align} &Y\cos\omega t_0=-B\sin\theta\\ &Y\sin\omega t_0=A\cos\theta\\ &Z\cos(\omega t_0+\phi)=B\cos\theta\\ &Z\sin(\omega t_0+\phi)=A\sin\theta\\ \end{align} Solve these to get $A$, $B$ and $\theta$.

• I believe you may have mixed up your system of equations. Shouldn't the right hand sides of 1 and 2 be exchanged, and the right hand sides of 3 and 4 be exchanged? – uniquely average Aug 20 '18 at 23:42
• You are right: I corrected my answer and the equations should be right now. – Intelligenti pauca Aug 21 '18 at 7:03
• Using python, I was able to numerically solve your system of equations with the correct result. I'm still struggling to find an analytical solution though. Can you suggest an approach? – uniquely average Aug 23 '18 at 19:51