Think of alignment as the bottom of a bowl: the root-mounted model has a wider, gentler bowl, while the side-mounted model has a narrower, firmer one. The first can guide the layer home from farther away; the second limits its first swing past alignment.
These are model predictions, not prototype measurements. The study treats one turning layer as rigid and compares assumed magnet layouts, not a measured commercial cube; individual-piece wobble, contact, and dry friction are not included.
Reduced-order system model
I modeled the positive-z layer—four complete edges, four corners, and one center—as a rigid body about a fixed vertical axis, with angle measured from alignment and the remainder fixed. Inertia includes pieces, magnets, and adhesive mass; magnets follow piece ownership. This uncalibrated 1-DOF model omits dry friction, contact/impact, axial motion, compliance, and independent cubie motion.
| Input | Value |
| Cube envelope | \(56\ \mathrm{mm}\) |
| Axial cylindrical magnets | 48 total: 20 moving and 28 fixed; Ø3 × 2 mm |
| Aligned face gap | \(0.80\ \mathrm{mm}\) |
| Remanence \(B_r\) | \(1.20\ \mathrm{T}\) |
| Viscous damping \(c\) | \(2\times10^{-4}\ \mathrm{N\,m\,s/rad}\) |
The state and torque balance are:
\[
\begin{aligned}
\mathbf{x}&=(\theta,\omega),\\
\dot{\theta}&=\omega,\\
J\dot{\omega}&=\tau(t)-c\omega-U'(\theta).
\end{aligned}
\]
Free releases are unforced. Prescribed harmonic excitation uses 30 Hz for periodic-orbit analysis and 10–80 Hz for the frequency sweep:
\[
\begin{aligned}
\tau_{\mathrm{free}}&=0,\\
\tau_{\mathrm{forced}}(t)&=0.002\cos(2\pi ft)\ \mathrm{N\,m}.
\end{aligned}
\]
The finite-cylinder surface-charge model uses prescribed uniform magnetization and sums 560 moving–fixed pair energies; same-assembly interactions are constant. Position and orientation changes produce the nonlinear torque:
\[
\begin{aligned}
M&=\frac{B_r}{\mu_0},\\
\tau_{\mathrm{mag}}(\theta)&=-U'(\theta).
\end{aligned}
\]
Reflection and quarter-turn symmetry extend the 0–45° grid, sampled at 0.1°, into a periodic C² cubic spline. All simulations use this full magnetic potential. Alignment curvature defines the local linearization; a separate even-potential fit over 0–1° gives diagnostic coefficients, with angles in radians:
\[
\begin{aligned}
k_0&=U''(0),\\
U'(\theta)&\approx k_{\mathrm{fit}}\theta+\alpha\theta^3+\beta\theta^5.
\end{aligned}
\]
| Parameter | Root-mounted | Side-mounted |
| \(J\) (kg·m²) | \(1.0916\times10^{-5}\) | \(1.1732\times10^{-5}\) |
| \(k_0\) (N·m/rad) | \(0.441072\) | \(1.509802\) |
| \(k_{\mathrm{fit}}\) (N·m/rad) | \(0.441029\) | \(1.509283\) |
| \(\alpha\) (N·m/rad³) | \(-28.04\) | \(-340.61\) |
| \(\beta\) (N·m/rad⁵) | \(2167.29\) | \(99597.97\) |
Both layouts have positive alignment curvature. For unforced motion:
\[
\begin{aligned}
U'(\theta_*)&=0,\\
J\lambda^2+c\lambda+U''(\theta_*)&=0,\\
V&=\tfrac12J\omega^2+U(\theta)-U(\theta_*),\\
\dot V&=-c\omega^2.
\end{aligned}
\]
The model establishes local asymptotic stability, not global alignment capture. LaSalle’s argument applies within a compact invariant sublevel set containing no other equilibrium; both layouts also admit an attracting 45° equilibrium. The fitted coefficients characterize local behavior but do not replace the full potential in simulation.