Part B · the action · spine

12

Lagrangian mechanics: coordinates stop mattering

Write one scalar, T − V, in whatever coordinates the constraints suggest, and the equations of motion follow — correct in every coordinate system at once, with the constraint forces never named.

needs 11, 08~2 h slides + 5 h problemsproblems: ./mr problems 12

12 · overview

One bead, one hoop, three lines

the running example

A bead ($m = 0.12$ kg) slides freely on a hoop of radius $R = 0.35$ m. A motor spins the hoop about its vertical diameter at a fixed $\Omega$. Where can the bead rest, and is it stable there?

By forces: two unknown reaction components, an acceleration in a rotating plane, a page of algebra. By this unit: one kinetic energy, one potential, three lines, and the answer:

$$\begin{aligned}\Omega^2 \lt g/R &:\ \text{stable only at the bottom};\\ \Omega^2 \gt g/R &:\ \text{stable at } \cos\theta_* = g/R\Omega^2.\end{aligned}$$
the programme

$L = T - V$ in any coordinates $q$ that fit the constraints. The motion makes $\int L\,\mathrm dt$ stationary, so it obeys the Euler–Lagrange equations $\ \dfrac{\mathrm d}{\mathrm dt}\dfrac{\partial L}{\partial\dot q_a} = \dfrac{\partial L}{\partial q_a}$ — unit 11's equation with $x$ renamed $t$.

how the answer is reached

1. The constraints leave one coordinate, $\theta$; write $L = T - V$ in it.

2. No explicit $t$ in $L$, so $h = \tfrac12 mR^2\dot\theta^2 + V_{\mathrm{eff}}(\theta)$ is conserved.

3. So the bead moves in a one-dimensional well, $V_{\mathrm{eff}}(\theta)$.

4. $V_{\mathrm{eff}}''(0) \propto g/R - \Omega^2$: the bottom is a minimum until $\Omega^2 = g/R$; after, the minima sit at $\cos\theta_*$ above.

Getting around. Dotted underline: glossary (G). Solid, like the hoop: running example, on hover. N: notes.

section 1

The principle

Constraints, the forces nobody wants to compute, and the one assumption that removes them.

12 · the principle

Generalised coordinates and constraints

definitions

$N$ particles have positions $x = (\vec x_1, \dots, \vec x_N) \in \mathbb R^{3N}$. A holonomic constraint is an equation $G(x, t) = 0$ restricting positions. It is scleronomic if $G$ has no explicit $t$, rheonomic if it does.

With $k$ independent constraints ($\mathrm DG$ of rank $k$), the allowed positions at each $t$ form, locally, the image of an injective map $q \mapsto x(q, t)$ from an open set of $\mathbb R^n$, $n = 3N - k$, with $\partial x/\partial q$ of rank $n$. The $q_a$ are generalised coordinates; $n$ is the number of degrees of freedom.

φ = Ωt fixed direction θ R Ω bead hoop: r = R

The running example, schematic. The wire holds the bead at distance $R$ from the centre; the motor holds the hoop's plane at azimuth $\varphi = \Omega t$ from a fixed direction. Of the bead's three coordinates, only $\theta$ is left free.

12 · the principle

On the hoop: two constraints, one coordinate

on the hoop

One particle, so $\mathbb R^3$. In spherical coordinates about the centre, two constraints: $r = R$ (scleronomic) and azimuth $\varphi = \Omega t$ (rheonomic: the motor). $n = 3 - 2 = 1$, and

$$x(\theta, t) = R\begin{pmatrix}\sin\theta\cos\Omega t\\ \sin\theta\sin\Omega t\\ -\cos\theta\end{pmatrix}.$$

$\partial x/\partial\theta = R(\cos\theta\cos\Omega t,\ \cos\theta\sin\Omega t,\ \sin\theta)$ has length $R \ne 0$: rank 1, as the definition asks.

The set of allowed positions, as a space in its own right, is the configuration space. For the hoop it is a circle: $\theta$ and $\theta + 2\pi$ are the same bead.

At each instant the allowed set is the hoop drawn on the previous slide, and it moves: the set itself depends on $t$, which is what "rheonomic" means. The coordinate $\theta$ does not see the motion; $x(\theta, t)$ carries it.

12 · the principle

Virtual displacements and d'Alembert's principle

definition

At a configuration $x(q, t)$, a virtual displacement is a tangent vector to the constraint set with time frozen:

$$\delta\vec x_k = \sum_{a=1}^n \frac{\partial\vec x_k}{\partial q_a}\,\delta q_a,\qquad \delta q \in \mathbb R^n \text{ arbitrary}.$$

The constraints are ideal if the forces $\vec R_k$ enforcing them do no work on any virtual displacement: $\sum_k \vec R_k\cdot\delta\vec x_k = 0$.

d'Alembert's principle

Newton gives $m_k\ddot{\vec x}_k = \vec F_k + \vec R_k$, with $\vec F_k$ the applied forces. If the constraints are ideal, then for every virtual displacement

$$\sum_{k=1}^N \big(\vec F_k - m_k\ddot{\vec x}_k\big)\cdot\delta\vec x_k = 0.$$

Proof. The bracket is $-\vec R_k$. ∎

The unknown forces are gone, at the price of one physical assumption.

12 · the principle

Frozen time: real work, no virtual work

On the hoop the reaction has two parts: $R_r$ along the radius (the wire) and $R_\varphi$ perpendicular to the hoop's plane (the motor turning it).

A virtual displacement $\delta x$ is taken at frozen $t$: it runs along the hoop as it stands, so both parts of the reaction are perpendicular to it. No virtual work: the constraints are ideal.

The actual displacement $\mathrm dx$ in time $\mathrm dt$ also carries the bead round with the hoop, a part $R\sin\theta\,\Omega\,\mathrm dt$ along $R_\varphi$. So $R_\varphi\cdot\mathrm dx \ne 0$: the motor does real work.

ideal is not energy-conserving

Ideal constraints remove the reactions from the equations of motion. They need not conserve energy, and on the hoop they do not (section 3).

δx t frozen dx actual R φ hoop at t hoop at t + dt

The hoop at $t$ and, rotated by an exaggerated angle, at $t + \mathrm dt$. The virtual $\delta x$ lies along the hoop at $t$; the actual $\mathrm dx$ adds the dotted part carried round with the hoop, out of its plane. $R_\varphi$ is perpendicular to the plane, so it is perpendicular to $\delta x$ but not to $\mathrm dx$. Schematic.

12 · the principle

From d'Alembert to Lagrange's equations

theorem · Lagrange's equations

Holonomic ideal constraints, applied forces $\vec F_k = -\nabla_k V(x, t)$. Put $T = \sum_k \tfrac12 m_k\lvert\dot{\vec x}_k\rvert^2$ written in $(q, \dot q, t)$, and $L = T - V$. Then along the motion, for each $a = 1, \dots, n$,

$$\frac{\mathrm d}{\mathrm dt}\frac{\partial L}{\partial\dot q_a} - \frac{\partial L}{\partial q_a} = 0 .$$

two identities and d'Alembert — full proof in the notes (N)

the two identities

From $\dot{\vec x}_k = \sum_a \dfrac{\partial\vec x_k}{\partial q_a}\dot q_a + \dfrac{\partial\vec x_k}{\partial t}$:

$$\frac{\partial\dot{\vec x}_k}{\partial\dot q_a} = \frac{\partial\vec x_k}{\partial q_a},\qquad \frac{\mathrm d}{\mathrm dt}\frac{\partial\vec x_k}{\partial q_a} = \frac{\partial\dot{\vec x}_k}{\partial q_a}.$$

For forces without a potential, the right-hand side is the generalised force $Q_a = \sum_k\vec F_k\cdot\partial\vec x_k/\partial q_a$, and $\frac{\mathrm d}{\mathrm dt}\frac{\partial T}{\partial\dot q_a} - \frac{\partial T}{\partial q_a} = Q_a$.

Dimensions: $[\partial L/\partial q_a] = \mathrm{J}/[q_a]$, and so is $[\tfrac{\mathrm d}{\mathrm dt}\partial L/\partial\dot q_a] = \mathrm J\,\mathrm s/([q_a]\,\mathrm s)$ ✓. For an angle, both are torques.

12 · the principle

Hamilton's principle

definition

The Lagrangian is $L(q, \dot q, t) = T - V$. The action of a path $q : [t_0, t_1] \to \mathbb R^n$ is the functional

$$S[q] = \int_{t_0}^{t_1} L\big(q(t), \dot q(t), t\big)\,\mathrm dt .$$
Hamilton's principle

For holonomic ideal constraints and potential forces, a $C^2$ path is a motion of the system if and only if it is a stationary point of $S$ among $C^2$ paths with the same endpoints $q(t_0)$, $q(t_1)$.

Proof. Unit 11's theorem for several dependent variables: stationary $\iff$ the Euler–Lagrange equations of $L$. The previous slide: those are Lagrange's equations, which hold $\iff$ the path is a motion. ∎

0 1 t₁ t₀ S = 0.827 S = 0.827 S = 0.194, the motion x

An oscillator ($m = k = 1$) from $x = 0$ at $t_0 = 0$ to $x = 1$ at $t_1 = 1.2$: the motion, and the motion plus $\pm0.6\sin(\pi t/t_1)$. Same ends, different paths, and the motion has the smallest action.

What the principle buys: a scalar, one per system, in any coordinates. The equations are its derivative. The next section proves that "any coordinates" costs nothing.

12 · the principle

Stationary, not least: the oscillator's conjugate point

stationary, not least

For the oscillator $L = \tfrac12 m\dot x^2 - \tfrac12 kx^2$, the second variation is $\int(\tfrac12 m\dot\eta^2 - \tfrac12 k\eta^2)\,\mathrm dt$ — unit 11's $\int(y'^2 - y^2)$ rescaled. Its conjugate point is at $t_1 - t_0 = \pi/\omega$: the true motion minimises $S$ only over less than half a period.

The picture is the reason. Every motion leaving $x = 0$ at $t_0$ is $x = (v_0/\omega)\sin\omega(t - t_0)$, and all of them are back at $x = 0$ together at $\omega(t - t_0) = \pi$, whatever $v_0$.

At that time the endpoint no longer picks out one motion — a whole family joins the same ends — and beyond it a varied path has smaller action than the motion.

π/2 3π/2 conjugate point, ω(t − t₀) = π x ω(t − t₀) t₀

$x = (v_0/\omega)\sin\omega(t - t_0)$ for six starting velocities. They spread, then refocus at $\omega(t - t_0) = \pi$: the conjugate point, half a period on.

12 · the principle

Newton, in Cartesian coordinates

theorem

For free particles in Cartesian coordinates, $L = \sum_k\tfrac12 m_k\lvert\dot{\vec x}_k\rvert^2 - V(x, t)$, the Euler–Lagrange equations are Newton's equations $m_k\ddot{\vec x}_k = -\nabla_kV$, and conversely.

Proof. $\partial L/\partial\dot{\vec x}_k = m_k\dot{\vec x}_k$, whose time derivative is $m_k\ddot{\vec x}_k$; and $\partial L/\partial\vec x_k = -\nabla_kV$. The Euler–Lagrange equation for $\vec x_k$ is their difference set to zero, which is Newton's law for particle $k$. ∎

check

Dimensions: $m\ddot{\vec x}$ and $\nabla V$ are both newtons ✓. Special case: $V = 0$ gives straight lines at constant speed, Newton's first law, and for one particle $S = \tfrac12 m\lvert\Delta\vec x\rvert^2/\Delta t$ on the straight path.

what $L$ is not

$L$ is not unique. $cL$ ($c \ne 0$) and $L + \text{const}$ give the same equations, and section 5 finds a much larger freedom. Nor is $L$ an energy: it has units of energy, but $T - V$ is not conserved.

12 · the principle · example

Worked: the bead's Lagrangian in three lines

the hoop, from scratch

1. Velocity. Differentiate $x(\theta, t) = R(\sin\theta\cos\Omega t,\ \sin\theta\sin\Omega t,\ -\cos\theta)$:

$$\dot{\vec x} = R\begin{pmatrix}\dot\theta\cos\theta\cos\Omega t - \Omega\sin\theta\sin\Omega t\\ \dot\theta\cos\theta\sin\Omega t + \Omega\sin\theta\cos\Omega t\\ \dot\theta\sin\theta\end{pmatrix}.$$

Square and add; the cross terms $\pm 2\dot\theta\Omega\cos\theta\sin\theta\sin\Omega t\cos\Omega t$ cancel, and $\cos^2 + \sin^2 = 1$ twice:

$$\lvert\dot{\vec x}\rvert^2 = R^2\big(\dot\theta^2 + \Omega^2\sin^2\theta\big).$$

2. Lagrangian. $V = mgz = -mgR\cos\theta$, so

$$L = \tfrac12 mR^2\big(\dot\theta^2 + \Omega^2\sin^2\theta\big) + mgR\cos\theta .$$
3. the equation

$\dfrac{\partial L}{\partial\dot\theta} = mR^2\dot\theta$, $\quad\dfrac{\partial L}{\partial\theta} = mR^2\Omega^2\sin\theta\cos\theta - mgR\sin\theta$. Equate the time derivative of the first to the second and divide by $mR^2$:

$$\boxed{\ \ddot\theta = \sin\theta\,\Big(\Omega^2\cos\theta - \frac gR\Big)\ }$$

Checks. Dimensions: $\mathrm{s^{-2}}$ on both sides ✓. $\Omega = 0$: $\ddot\theta = -(g/R)\sin\theta$, the pendulum of length $R$ ✓. $g = 0$: equilibria at $0$, $\pm\pi/2$ and $\pi$ only, the bead flung to the equator ✓.

section 2

Coordinates stop mattering

The theorem the whole formalism exists for, its proof twice, and a fictitious force obtained for nothing.

12 · invariance

The theorem the formalism exists for

theorem · form invariance

Let $q = \phi(Q, t)$ be a $C^2$ change of coordinates with $\partial\phi/\partial Q$ invertible at every point (a point transformation, allowed to depend on time). Define $\tilde L(Q, \dot Q, t) = L\big(\phi(Q,t),\ \tfrac{\partial\phi}{\partial Q}\dot Q + \tfrac{\partial\phi}{\partial t},\ t\big)$. Then $q(t)$ satisfies the Euler–Lagrange equations of $L$ if and only if $Q(t)$ satisfies those of $\tilde L$.

proof · without computing

$\tilde L$ is $L$ evaluated on the same path, so $\tilde S[Q] = S[q]$. The map $Q \mapsto \phi(Q, \cdot)$ is a bijection between paths, with fixed endpoints going to fixed endpoints. So $Q$ is stationary for $\tilde S$ iff $q$ is stationary for $S$, and by unit 11 stationarity is the Euler–Lagrange equations. ∎

"Write $L$ in any coordinates, then apply the same rule" is what the course later calls general covariance. Newton's law does not have it, as Newton's form is not invariant shows after the component proof.

12 · invariance

The proof in components, and how the equations transform

lemma

Write $\mathcal E_i = \frac{\mathrm d}{\mathrm dt}\frac{\partial L}{\partial\dot q_i} - \frac{\partial L}{\partial q_i}$ and $\tilde{\mathcal E}_a$ likewise for $\tilde L$. Along any $C^2$ path,

$$\tilde{\mathcal E}_a = \sum_{i=1}^n \mathcal E_i\,\frac{\partial q_i}{\partial Q_a}\qquad\text{i.e.}\qquad \tilde{\mathcal E} = J^{\top}\mathcal E,\quad J = \frac{\partial\phi}{\partial Q}.$$
proof

The same two identities as before, now for $\phi$: $\partial\dot q_i/\partial\dot Q_a = \partial q_i/\partial Q_a$ and $\partial\dot q_i/\partial Q_a = \frac{\mathrm d}{\mathrm dt}\,\partial q_i/\partial Q_a$. The chain rule gives $\partial\tilde L/\partial\dot Q_a = \sum_i\frac{\partial L}{\partial\dot q_i}\frac{\partial q_i}{\partial Q_a}$; differentiate that in $t$ and subtract $\partial\tilde L/\partial Q_a$. The notes do it line by line. ∎

$J$ is invertible, so $\mathcal E = 0 \iff \tilde{\mathcal E} = 0$: the theorem, again.

The rule $\tilde{\mathcal E} = J^{\top}\mathcal E$ is how the components of a derivative transform — unit 04's covector, not a vector. Unit 16 makes that a theorem about dual spaces.

12 · invariance

Newton's form is not invariant

Newton does not have this. A free particle in polar coordinates does not obey $m\ddot r = 0$; it obeys $\ddot r - r\dot\theta^2 = 0$. "Mass times the second derivative of the coordinate equals the force" is true only in inertial Cartesian coordinates.

The figure is the free particle passing the origin at distance $b$ with speed $v$: $r(t) = \sqrt{b^2 + v^2t^2}$. It curves upward though nothing pushes, $\ddot r = b^2v^2/r^3 \gt 0$.

The Lagrangian route gets this without thought: $\tilde L = \tfrac12 m(\dot r^2 + r^2\dot\theta^2)$, and $\partial\tilde L/\partial r = mr\dot\theta^2$ is the term "$m\ddot r = F_r$" misses.

O r 0 −2b/v 2b/v b t r(t) r̈ = rθ̇² > 0

Left: no force, so a straight line traversed in equal steps. Right: the polar coordinate $r$ along it. Its graph bends, so $\ddot r \ne 0$ with $F_r = 0$: Newton's law is not true "in polar coordinates".

12 · invariance · example

Worked: Coriolis for free

a time-dependent change of coordinates

A frame turns at constant $\vec\omega$. Unit 03's transport theorem: the inertial velocity, in rotating components, is $\dot{\vec x} + \vec\omega\times\vec x$. Rotation preserves length, so

$$L = \tfrac12 m\lvert\dot{\vec x} + \vec\omega\times\vec x\rvert^2 - V(\vec x).$$

Expand: $L = \tfrac12 m\lvert\dot{\vec x}\rvert^2 + m\,\dot{\vec x}\cdot(\vec\omega\times\vec x) + \tfrac12 m\lvert\vec\omega\times\vec x\rvert^2 - V$.

$\partial L/\partial\dot{\vec x} = m\dot{\vec x} + m\,\vec\omega\times\vec x$, with time derivative $m\ddot{\vec x} + m\,\vec\omega\times\dot{\vec x}$.

$\partial L/\partial\vec x = m\,\dot{\vec x}\times\vec\omega - m\,\vec\omega\times(\vec\omega\times\vec x) - \nabla V$. Subtract:

$$m\ddot{\vec x} = -\nabla V - 2m\,\vec\omega\times\dot{\vec x} - m\,\vec\omega\times(\vec\omega\times\vec x).$$

Coriolis and centrifugal, exactly as unit 03 found them — here from one scalar and no differentiation of rotating unit vectors.

back on the hoop

In the frame of the hoop, $\vec x = R(\sin\theta, 0, -\cos\theta)$ and $\vec\omega\times\vec x = \Omega R\sin\theta\,\hat y$. The cross term $\dot{\vec x}\cdot(\vec\omega\times\vec x)$ is $0$ — $\dot{\vec x}$ has no $\hat y$ part — and $\lvert\vec\omega\times\vec x\rvert^2 = \Omega^2R^2\sin^2\theta$: the same $L$, as the theorem promised.

12 · invariance

Configuration space is a manifold

The theorem holds chart by chart. Where two coordinate systems overlap, their Euler–Lagrange equations describe the same motions. So "the equations of motion" is a statement about the space of configurations, not about any chart of it.

systemconfiguration spaceone chart misses
bead on hoopcircle $S^1$one point
double pendulumtorus $S^1\times S^1$two circles
spherical pendulumsphere $S^2$at least a point
rigid bodyrotations $\times$ positions, $SO(3)\times\mathbb R^3$any three angles fail somewhere
informal, on purpose

"A space covered by overlapping charts, each a bijection with an open subset of $\mathbb R^n$, with smooth changes of chart" is a manifold. It is defined properly in unit 31. Here it is enough to know that no single chart need cover everything, and that nothing in the equations depends on which chart is used.

The spherical pendulum in $(\theta, \varphi)$ breaks at the bottom, where $\varphi$ is undefined. Problem P5 treats it a second way, in Cartesian coordinates with a multiplier, where nothing breaks.

12 · invariance

Two charts for a circle, a square for a torus

The hoop. $\theta \in (-\pi, \pi)$ covers every position but the top; $\theta \in (0, 2\pi)$ every one but the bottom. Where both apply they differ by $0$ or $2\pi$, so their Euler–Lagrange equations agree there.

No single chart will do. A chart lays the space continuously and one-to-one onto an open interval, and a closed loop cannot be laid flat without cutting it somewhere (the notes prove it).

The double pendulum. Draw $(\theta_1, \theta_2)$ in the square $[-\pi, \pi]^2$ and glue opposite edges: leaving through the right edge is re-entering through the left. That is the torus; the chart $(-\pi, \pi)^2$ misses the two glued edges, two circles.

θ ∈ (−π, π) misses the top θ ∈ (0, 2π) misses the bottom θ₁ from −π to π θ₂ (θ₁, θ₂) double pendulum: glue opposite edges the edges: the circles one chart misses

Left: two charts on the hoop's circle; each misses one point (open dot), and together they cover it. Right: the double pendulum's torus as a square with opposite edges glued, matching arrows to matching arrows.

section 3

Reading the equations

What falls out before any equation is solved: conserved momenta, a conserved energy function, and the hoop's bifurcation.

12 · reading

Generalised momenta and cyclic coordinates

definitions

The generalised momentum conjugate to $q_a$ is $p_a = \partial L/\partial\dot q_a$. A coordinate that does not appear in $L$ (only its velocity does) is cyclic.

theorem

If $q_a$ is cyclic, $p_a$ is constant along every motion.

Proof. The Euler–Lagrange equation reads $\dot p_a = \partial L/\partial q_a = 0$. ∎

$p$ is not always $m\dot q$

For an angle, $p$ is an angular momentum. In the rotating frame, $\vec p = m\dot{\vec x} + m\,\vec\omega\times\vec x$, the inertial momentum in rotating components. For a particle of charge $q$ — a constant, not a coordinate — in a magnetic field described by a vector potential $\vec A$ (both in section 5), $\vec p = m\dot{\vec x} + q\vec A$. Being cyclic also depends on the chart: in Cartesian coordinates the Kepler problem has none.

On the hoop, $p_\theta = mR^2\dot\theta$ and $\theta$ is not cyclic: gravity and the spin both see it.

12 · reading · example

Worked: Kepler, with no force drawn

unit 08 in five lines

1. Relative coordinate in the orbital plane, reduced mass $\mu$, polar $(r, \theta)$ (the free-particle $\tilde L$ of Newton's form is not invariant):

$$L = \tfrac12\mu\big(\dot r^2 + r^2\dot\theta^2\big) - V(r).$$

2. $\theta$ is cyclic, so $p_\theta = \mu r^2\dot\theta$ is constant: angular momentum, unit 08's $L$, and Kepler's second law.

3. The $r$ equation: $\mu\ddot r - \mu r\dot\theta^2 + V'(r) = 0$.

4. Eliminate $\dot\theta = p_\theta/\mu r^2$:

$$\mu\ddot r = -\frac{\mathrm d}{\mathrm dr}\Big(V(r) + \frac{p_\theta^2}{2\mu r^2}\Big) = -V_{\mathrm{eff}}'(r).$$

5. A one-dimensional problem in unit 08's effective potential.

check

$[p_\theta^2/\mu r^2] = (\mathrm{kg\,m^2\,s^{-1}})^2/(\mathrm{kg\,m^2}) = \mathrm J$ ✓. Circular orbit, $\ddot r = 0$: $\mu r\dot\theta^2 = V'(r)$, centripetal force equals attraction ✓.

Step 2 is where $L$ saved work: $\theta$ is absent from $L$, so its momentum is conserved before any equation is written. The next slide is the one way to spoil that.

12 · reading

The trap: eliminating a cyclic velocity in $L$

the trap

Substituting $\dot\theta = p_\theta/\mu r^2$ into $L$ and then varying gives $V - p_\theta^2/2\mu r^2$: the centrifugal term with the wrong sign. Eliminate a cyclic velocity in the equations, not in $L$.

The figure shows what the sign does for gravity, $V = -k/r$. The right effective potential has a barrier at small $r$ and a well; its minimum is the circular orbit at $r_c = p_\theta^2/\mu k$.

The wrong one has neither: every orbit with $\dot r \lt 0$ falls to the centre. An answer this unphysical is the symptom to recognise.

circular orbit, r = rc V + p²/2μr²: barrier and well V − p²/2μr²: no well, no orbit V = −k/r 0 −1 1 2 3 4 r / rc energy, in units of k/rc

Gravity in units of $r_c$ and $k/r_c$. Solid: $V + p_\theta^2/2\mu r^2$, minimum $-\tfrac12$ at $r = r_c$. Dashed: the trap's $V - p_\theta^2/2\mu r^2$, with no minimum at all. Grey: $V$ alone.

12 · reading

The energy function

theorem · the energy function

Put $h(q, \dot q, t) = \sum_a\dot q_a\,\dfrac{\partial L}{\partial\dot q_a} - L$. Along any motion, $\dfrac{\mathrm dh}{\mathrm dt} = -\dfrac{\partial L}{\partial t}$. So if $L$ has no explicit $t$, $h$ is conserved.

Proof. $\dot h = \sum_a(\ddot q_a p_a + \dot q_a\dot p_a) - \big(\partial_tL + \sum_a(\partial_{q_a}L\,\dot q_a + p_a\ddot q_a)\big) = -\partial_tL + \sum_a\dot q_a(\dot p_a - \partial_{q_a}L)$, and the bracket vanishes. ∎

This is unit 11's Beltrami identity with $n$ variables. Unit 13 explains it as time-translation symmetry; unit 14 calls $h$ the Hamiltonian.

on the hoop

$L$ has no explicit $t$ — though the constraint does. So

$$h = \tfrac12 mR^2\dot\theta^2 \underbrace{- \tfrac12 mR^2\Omega^2\sin^2\theta - mgR\cos\theta}_{V_{\mathrm{eff}}(\theta)}$$

is conserved. It is not the energy $E = T + V$, which has $+\tfrac12 mR^2\Omega^2\sin^2\theta$: $E - h = mR^2\Omega^2\sin^2\theta$, and $E$ changes whenever the bead moves, because the motor does work on it.

12 · reading

The hoop's effective potential

Since $h = \tfrac12 mR^2\dot\theta^2 + V_{\mathrm{eff}}(\theta)$ is conserved, the bead moves exactly like a particle in the effective potential $V_{\mathrm{eff}}$. Equilibria are its critical points:

$$V_{\mathrm{eff}}'(\theta) = mR^2\sin\theta\,\big(\omega_0^2 - \Omega^2\cos\theta\big),$$

with $\omega_0^2 = g/R$, so $\omega_0 = \Omega_c = 5.294\ \mathrm{s^{-1}}$.

theorem · the equilibria

$\theta = 0$ and $\theta = \pi$ always. If $\Omega \gt \omega_0$, also $\pm\theta_*$ with $\cos\theta_* = \omega_0^2/\Omega^2$. Stability, from $V_{\mathrm{eff}}''$:

bottom: $mR^2(\omega_0^2 - \Omega^2)$, stable iff $\Omega \lt \omega_0$; top: $-mR^2(\omega_0^2 + \Omega^2)$, never; tilted: $mR^2\Omega^2\sin^2\theta_* \gt 0$, always.

Ω = 4 s⁻¹ Ω = Ωc Ω = 6 s⁻¹ 38.87° -90° -45° 0° 45° 90° -20 0 20 40 mJ θ

$V_{\mathrm{eff}}(\theta) - V_{\mathrm{eff}}(0)$ for $m = 0.12$ kg, $R = 0.35$ m. Slow spin: one well, at the bottom. At $\Omega_c$ the bottom goes flat. Fast spin: the bottom is a hump, with a well on each side, 13.0 mJ deep at $\pm 38.87^\circ$.

12 · reading

The equilibria, checked and timed

checks

Dimensions: $\omega_0^2/\Omega^2$ is a pure number ✓. $\Omega \downarrow \omega_0$: $\theta_* \to 0$, the tilted pair is born at the bottom ✓. $\Omega \to \infty$: $\theta_* \to 90^\circ$, the $g = 0$ equator ✓.

$\Omega$ ($\mathrm{s^{-1}}$)$\theta_*$period at the minimum
0—1.187 s (bottom)
4.0—1.812 s (bottom)
$\omega_0 = 5.294$$0^\circ$$\infty$
6.0$38.87^\circ$1.669 s (tilted)
8.0$64.03^\circ$0.874 s (tilted)
1.187 s 1.812 s 1.669 s 0.874 s 0 2 4 6 8 10 0 1 2 3 4 Ωc = 5.294 Ω (s⁻¹) period at the minimum (s) at the bottom at the tilted pair

Small-oscillation period about the stable equilibrium, $2\pi/\sqrt{\omega_0^2 - \Omega^2}$ at the bottom and $2\pi/\Omega\sin\theta_*$ at the tilted pair. It diverges at $\Omega_c$ from both sides; the dots are the table's rows.

12 · reading

The pitchfork, in unit 02's normal form

Expand the equation of motion about the bottom, with $\mu = \Omega^2 - \omega_0^2$. Using $\sin\theta = \theta - \theta^3/6 + \dots$ and $\cos\theta = 1 - \theta^2/2 + \dots$,

$$\ddot\theta = \mu\,\theta - \Big(\frac{\Omega^2}2 + \frac\mu6\Big)\theta^3 + O(\theta^5).$$

The right side is unit 02's supercritical pitchfork bifurcation normal form $\mu x - x^3$ after rescaling $\theta$: one equilibrium for $\mu \lt 0$, three for $\mu \gt 0$, the outer two carrying the stability the middle one lost. It is a pitchfork because the hoop is symmetric under $\theta \mapsto -\theta$.

check against the exact answer

Balancing $\mu\theta$ against the leading cubic, $\tfrac12\omega_0^2\theta^3$, predicts $\theta_* \approx \sqrt{2\mu}/\omega_0$. At $\Omega = 5.5\ \mathrm{s^{-1}}$: $22.81^\circ$, against the exact $22.09^\circ$. The error is $O(\mu)$, as a normal form promises.

22.81° 22.09° 0 2 4 6 8 10 -90° -45° 0° 45° 90° Ωc exact, stable √(2μ)/ω₀ bottom, unstable θ* Ω (s⁻¹)

$\theta_*$ against $\Omega$ from $0$ to $10\ \mathrm{s^{-1}}$, exact: solid stable, dashed unstable. The thin dashed pair is the normal form's $\pm\sqrt{2\mu}/\omega_0$: it leaves $\Omega_c$ with the exact branches and pulls away as $\mu$ grows. The dots are the check at $\Omega = 5.5$.

12 · reading

Phase portraits on each side

Because $h$ is conserved, each motion stays on one level set of $h$ in the $(\theta, \dot\theta)$ plane: the phase portrait is a contour map, drawn without solving anything.

$\Omega = 4\ \mathrm{s^{-1}}$, below $\Omega_c$. One centre at the bottom, period 1.812 s for small swings. Closed curves round it are swings to and fro.

The separatrix through the top saddle (only its ends near $\theta = \pm\pi$ are on this scale) divides swinging from going over the top, the open curves at the edges.

−π −π/2 0 π/2 π -6 0 6 θ̇ (s⁻¹) θ

Level sets of $h$ at $\Omega = 4\ \mathrm{s^{-1}}$, $\theta \in [-\pi, \pi]$, $\dot\theta \in [-6, 6]\ \mathrm{s^{-1}}$. Green dot: a centre. Red dots: the top saddle, at $\pm\pi$, which are one point. Heavy curves: the separatrix.

12 · reading

Phase portrait above the critical spin

$\Omega = 6\ \mathrm{s^{-1}}$. Two centres at $\pm 38.87^\circ$, period 1.669 s. The bottom is now a saddle.

Its separatrix is a figure of eight around both wells: inside a lobe the bead rocks on one side; outside, it swings through the bottom and across.

The wells are shallow: the lobes reach only $\dot\theta = \pm 1.33\ \mathrm{s^{-1}}$, so a gentle push sends the bead across the bottom from one side to the other.

−π −π/2 0 π/2 π -6 0 6 θ̇ (s⁻¹) θ

Level sets of $h$ at $\Omega = 6\ \mathrm{s^{-1}}$, same axes as the previous slide. Green dots: centres. Red dots: saddles, at the bottom and the top. Heavy curves: the figure-of-eight separatrix and, at the edges, the one through the top.

section 4

Constraint forces, when you want them

Keep a redundant coordinate, add a multiplier, and the force appears as its value. Then the constraints that do not fit.

12 · constraint forces

Multipliers bring the forces back

theorem · constraint force by multiplier

Describe the system by more coordinates than it needs, $q \in \mathbb R^{n+k}$, with holonomic ideal constraints $G_j(q, t) = 0$, $j = 1..k$, and $\mathrm D_qG$ of rank $k$. Then there are functions $\lambda_j(t)$ with

$$\frac{\mathrm d}{\mathrm dt}\frac{\partial L}{\partial\dot q_a} - \frac{\partial L}{\partial q_a} = \sum_{j=1}^k\lambda_j\,\frac{\partial G_j}{\partial q_a},$$

and the right-hand side is the generalised constraint force: $\sum_j\lambda_j\partial G_j/\partial q_a = \sum_{i=1}^N\vec R_i\cdot\partial\vec x_i/\partial q_a$.

Proof. Unit 11's pointwise-constraint theorem, with several constraints: the implicit function theorem reduces to $n$ free coordinates, and the left side must annihilate every direction tangent to $G = 0$, so it lies in the span of the $\nabla_qG_j$. The notes give the linear algebra.

Use. $n + k$ equations plus $k$ constraints, for $n + k$ coordinates and $k$ multipliers. Keep only the coordinates whose forces you want: to get the hoop's normal force, keep $r$ and impose $r - R = 0$.

12 · constraint forces · example

Worked: what the hoop pushes with

the in-plane reaction

Keep $r$; release it from the constraint. With $\varphi = \Omega t$ still imposed,

$$\begin{aligned}L ={}& \tfrac12 m\big(\dot r^2 + r^2\dot\theta^2 + r^2\Omega^2\sin^2\theta\big)\\ &+ mgr\cos\theta,\end{aligned}$$

with constraint $G = r - R = 0$.

The $r$ equation: $m\ddot r - mr\dot\theta^2 - mr\Omega^2\sin^2\theta - mg\cos\theta = \lambda$. On the hoop $r = R$, $\ddot r = 0$:

$$\lambda = -mR\big(\dot\theta^2 + \Omega^2\sin^2\theta\big) - mg\cos\theta,$$

the outward radial reaction ($\Omega = 0$, at rest at the bottom: $-mg$, the hoop holding the bead up ✓). At rest at $\theta_*$, with $g\cos\theta_* = R\Omega^2\cos^2\theta_*$: $\lambda = -mR\Omega^2$.

$\lvert\lambda\rvert = 0.12 \times 0.35 \times 36 = 1.512$ N, inward — unit 04's P10 answer ✓.

θ* mg 1.177 N hoop 1.512 N sum 0.949 N axis

The bead at rest at $\theta_* = 38.87^\circ$, $\Omega = 6\ \mathrm{s^{-1}}$, forces to scale. Gravity plus the hoop's push along the radius add to a horizontal $mR\Omega^2\sin\theta_*$ toward the axis: exactly the centripetal force for the bead's circle round it.

12 · constraint forces · example

Worked: the motor's torque

the motor's torque

Now keep $\varphi$ too, with $G_2 = \varphi - \Omega t$ and $\partial G_2/\partial\varphi = 1$. The $\varphi$ equation, on the constraint:

$$\begin{aligned}\lambda_2 &= \frac{\mathrm d}{\mathrm dt}\big(mR^2\sin^2\theta\,\dot\varphi\big)\\ &= 2mR^2\Omega\,\dot\theta\sin\theta\cos\theta .\end{aligned}$$

A torque about the axis: zero at rest, and exactly the Coriolis term the hoop must supply when the bead moves. It is the $F_\varphi$ discarded when $L$ was built.

Check: $[\lambda_2] = \mathrm{kg\,m^2\,s^{-2}} = \mathrm{N\,m}$ ✓, a torque.

Ω axis ρ = R sin θ ρ̇ = Rθ̇ cos θ Fφ = 2mΩρ̇ the motor's push hoop, from above

Seen from above, schematic. A bead sliding outward along the turning hoop must be pushed sideways to keep up with it — farther out, the hoop moves faster. That push, perpendicular to the hoop's plane, is $\lambda_2$ divided by the lever arm $R\sin\theta$.

12 · constraint forces

Non-holonomic constraints, honestly

definition

A constraint $\sum_a A_a(q)\,\dot q_a = 0$ on velocities is non-holonomic if it is not equivalent to any constraint $f(q) = 0$ on positions.

the knife edge

A blade at $(x, y)$ with heading $\varphi$ cannot move sideways: $\dot x\sin\varphi - \dot y\cos\varphi = 0$. Yet it can reach every $(x, y, \varphi)$: turn, roll, turn. So no $f$ with $\nabla f \ne 0$ is constant along allowed motions.

allowed forbidden φ ẋ sin φ − ẏ cos φ = 0 start end 1 turn 2 roll 3 turn sideways, in three allowed moves

Left: the blade may roll along its heading, never sideways. Right: it gets sideways anyway — turn on the spot, roll, turn back — so the constraint restricts velocities without restricting where the blade can be.

12 · constraint forces

Lagrange–d'Alembert, and what does not work

the Lagrange–d'Alembert principle

Virtual displacements obey the constraint, $\sum_aA_{ja}\,\delta q_a = 0$. Ideal forces do no work on them. The row-space argument then gives

$$\frac{\mathrm d}{\mathrm dt}\frac{\partial L}{\partial\dot q_a} - \frac{\partial L}{\partial q_a} = \sum_j\lambda_jA_{ja}(q).$$
what does not work

Making $S$ stationary among curves obeying the constraint (vakonomic mechanics) gives different equations — here, a knife edge whose heading swings like a pendulum. Experiment sides with d'Alembert (cited: Lewis & Murray, 1995). Problem P9.

Solved by the principle, the knife edge runs at constant speed $v$ and constant turning rate $\omega$: a circle of radius $v/\omega$, with the multiplier $\lambda = -mv\omega$ as the sideways grip. The notes do it; problem P9 in full.

section 5

What $L$ is allowed to be

A total derivative changes nothing that can be measured, and a potential may depend on velocity.

12 · freedom in L

Gauge freedom

theorem · gauge freedom

For any $C^2$ function $f(q, t)$, the Lagrangians $L$ and $L' = L + \dfrac{\mathrm df}{\mathrm dt} = L + \sum_a\dfrac{\partial f}{\partial q_a}\dot q_a + \dfrac{\partial f}{\partial t}$ have the same Euler–Lagrange equations.

Proof. $S'[q] = S[q] + f(q(t_1), t_1) - f(q(t_0), t_0)$, and the added term is the same for every path with those endpoints. ∎

but not the same momenta

$p'_a = p_a + \partial f/\partial q_a$ and $h' = h - \partial f/\partial t$. The canonical momentum is not gauge-invariant, so it is not by itself a measurable quantity.

a Galilean boost is a gauge transformation

A free particle seen from a frame moving at $\vec u$: $\vec x = \vec x' + \vec ut$, so

$$\begin{aligned}\tfrac12 m\lvert\dot{\vec x}'+\vec u\rvert^2 &= \tfrac12 m\lvert\dot{\vec x}'\rvert^2 + \frac{\mathrm df}{\mathrm dt},\\ f &= m\,\vec u\cdot\vec x' + \tfrac12 m\lvert\vec u\rvert^2t.\end{aligned}$$

Same equations in both frames — Galilean relativity, in one line. The momenta differ by $m\vec u$, as they must.

On the hoop, $L$ and $L + c\,\dot\theta$ give identical motion; $p_\theta$ shifts by $c$ while $mR^2\dot\theta$ does not.

12 · freedom in L

Velocity-dependent potentials

definition

A generalised potential is a function $U(q, \dot q, t)$ with $Q_a = \dfrac{\mathrm d}{\mathrm dt}\dfrac{\partial U}{\partial\dot q_a} - \dfrac{\partial U}{\partial q_a}$. Then $L = T - U$ gives the motion, by the d'Alembert slide.

theorem · a charge in a field

A particle of mass $m$ and charge $q$ (a constant here, not a coordinate) in fields given by potentials $\phi$, $\vec A$: $\vec E = -\nabla\phi - \partial_t\vec A$, $\vec B = \nabla\times\vec A$. Then

$$L = \tfrac12 m\lvert\dot{\vec x}\rvert^2 - q\phi(\vec x, t) + q\,\dot{\vec x}\cdot\vec A(\vec x, t)$$

gives $m\ddot{\vec x} = q(\vec E + \dot{\vec x}\times\vec B)$, the Lorentz force.

BAC–CAB in components — full proof in the notes (N)

cited, not proved here

That the force on a charge is $q(\vec E + \vec v\times\vec B)$, and that every field can be written through potentials $\phi$, $\vec A$, are physics and a theorem of unit 24. Take them as given for now.

two things this explains

$\vec p = m\dot{\vec x} + q\vec A$, and the kinetic momentum $m\dot{\vec x}$ is the gauge-invariant part. Changing potentials by $\vec A \to \vec A + \nabla\chi$, $\phi \to \phi - \partial_t\chi$ adds $q\,\mathrm d\chi/\mathrm dt$ to $L$: the previous slide's freedom, with $f = q\chi$.

section 6

Small oscillations

Expand $L$ to second order about an equilibrium, and a matrix problem comes out.

12 · small oscillations

Linearising a Lagrangian

theorem

Let the constraints be scleronomic, so $T = \tfrac12\dot q^{\top}M(q)\,\dot q$, and let $q_0$ be a critical point of $V(q)$. With $q = q_0 + \eta$, the Euler–Lagrange equations truncated at first order in $(\eta, \dot\eta)$ are those of

$$L_2 = \tfrac12\dot\eta^{\top}M\dot\eta - \tfrac12\eta^{\top}K\eta,$$

with $M = M(q_0)$ and $K = \mathrm{Hess}\,V(q_0)$, namely $M\ddot\eta + K\eta = 0$.

$M$ is the mass matrix, symmetric and positive definite; $K$ is the stiffness matrix, symmetric.

proof

Terms of $L$ of degree three or more in $(\eta, \dot\eta)$ contribute degree two or more to the equations. $V(q_0)$ is a constant and the linear term of $V$ vanishes at a critical point. In $T$, $M(q_0 + \eta) = M(q_0) + O(\eta)$, and the $O(\eta)$ part is cubic. What remains is $L_2$. ∎

the hoop, as one degree of freedom

$T$ has a $\dot\theta$-free term, but it moves into $V_{\mathrm{eff}}$ and the theorem applies: $M = mR^2$, $K = V_{\mathrm{eff}}''$, $\omega^2 = K/M = \omega_0^2 - \Omega^2$ at the bottom ✓.

12 · small oscillations

Modes: $\det(K - \omega^2M) = 0$

Try $\eta = v\cos(\omega t + \alpha)$ with $v \in \mathbb R^n$ fixed. Then $M\ddot\eta + K\eta = (K - \omega^2M)v\cos(\omega t + \alpha)$, so $v \ne 0$ works exactly when

$$(K - \omega^2M)\,v = 0,\qquad \det(K - \omega^2M) = 0 .$$

Each root $\omega_j^2$ is a normal frequency squared, each $v_j$ a normal mode.

theorem

$M$ symmetric positive definite, $K$ symmetric. Then the $n$ roots are real, positive if $K$ is, and there are $n$ modes with $v_i^{\top}Mv_j = 0$ for $i \ne j$. Every solution is a sum of modes.

proof · the two short parts

Real: for complex $v$, $\bar v^{\top}Kv = \omega^2\,\bar v^{\top}Mv$, and both quadratic forms are real with $\bar v^{\top}Mv \gt 0$. Positive: take $v$ real, then $\omega^2 = v^{\top}Kv/v^{\top}Mv$. $M$-orthogonal: $v_i^{\top}Kv_j = \omega_j^2v_i^{\top}Mv_j$ and, by symmetry, $= \omega_i^2v_i^{\top}Mv_j$; subtract, for $\omega_i \ne \omega_j$. ∎

completeness by the spectral theorem — notes (N)

Unit 07, if you have met it, develops this at length. Nothing here depends on it.

12 · small oscillations · example

Worked: the double pendulum

two bobs, two rods, angles from the vertical

1. Positions. $\vec x_1 = l_1(\sin\theta_1, -\cos\theta_1)$, $\ \vec x_2 = \vec x_1 + l_2(\sin\theta_2, -\cos\theta_2)$.

2. Lagrangian. $\lvert\dot{\vec x}_2\rvert^2 = l_1^2\dot\theta_1^2 + l_2^2\dot\theta_2^2 + 2l_1l_2\dot\theta_1\dot\theta_2\cos(\theta_1 - \theta_2)$, so

$$\begin{aligned}L ={}& \tfrac12(m_1{+}m_2)l_1^2\dot\theta_1^2 + \tfrac12 m_2l_2^2\dot\theta_2^2\\ &+ m_2l_1l_2\dot\theta_1\dot\theta_2\cos(\theta_1{-}\theta_2)\\ &+ (m_1{+}m_2)gl_1\cos\theta_1 + m_2gl_2\cos\theta_2 .\end{aligned}$$

3. Linearise at $\theta = 0$. $\cos(\theta_1 - \theta_2) \to 1$ in $T$; $\cos\theta \to 1 - \theta^2/2$ in $V$:

$$M = \begin{pmatrix}(m_1{+}m_2)l_1^2 & m_2l_1l_2\\ m_2l_1l_2 & m_2l_2^2\end{pmatrix},$$ $$K = \begin{pmatrix}(m_1{+}m_2)gl_1 & 0\\ 0 & m_2gl_2\end{pmatrix}.$$
θ₁ θ₂ l₁ l₂ m₁ m₂

Both angles from the vertical, each measured at its own rod's upper end. The rods' fixed lengths are built into the coordinates, so their tensions never enter.

12 · small oscillations · example

The double pendulum's two modes

4. equal masses and lengths

$M = ml^2\begin{pmatrix}2&1\\1&1\end{pmatrix}$, $K = mgl\begin{pmatrix}2&0\\0&1\end{pmatrix}$. With $\omega^2 = \lambda g/l$:

$$\det\begin{pmatrix}2-2\lambda & -\lambda\\ -\lambda & 1-\lambda\end{pmatrix} = \lambda^2 - 4\lambda + 2 = 0,$$

so $\lambda = 2 \mp \sqrt2$. From the first row, $v_2/v_1 = (2 - 2\lambda)/\lambda = \pm\sqrt2$:

slow, in phase: $(1, \sqrt2)$, $\ \omega^2 = (2 - \sqrt2)\,g/l$;
fast, in antiphase: $(1, -\sqrt2)$, $\ \omega^2 = (2 + \sqrt2)\,g/l$.

$l = 1$ m: periods 2.621 s and 1.086 s, ratio $1 + \sqrt2$.

Checks: $v_1^{\top}Mv_2 \propto 2 + 1\cdot(-\sqrt2) + \sqrt2 \cdot 1 + \sqrt2 \cdot (-\sqrt2) = 0$ ✓. Single pendulum, 2.006 s, lies between ✓.

slow, in phase (1, √2) · period 2.621 s fast, in antiphase (1, −√2) · period 1.086 s

Each mode at both ends of its swing, amplitude exaggerated. Slow: the rods swing together, the lower angle $\sqrt2$ times the upper. Fast: the lower rod swings against the upper, again $\sqrt2$ times as far.

12 · closing

The hoop, closed

the running example, start to finish

1. Constraints $r = R$, $\varphi = \Omega t$ eliminated by the choice of $\theta$; $L$ in three lines; the reaction never named.

2. In the hoop's rotating frame, the same $L$; the Coriolis term drops out of the $\theta$ equation because the hoop absorbs it.

3. $h = \tfrac12 mR^2\dot\theta^2 + V_{\mathrm{eff}}$ conserved, though the energy is not; a pitchfork at $\Omega_c = 5.294\ \mathrm{s^{-1}}$; at $\Omega = 6$, $\theta_* = 38.87^\circ$, period $1.669$ s.

4. Multipliers returned the reaction, $1.512$ N at rest at $\theta_*$, and the motor's Coriolis torque.

5. Linearised, one mode, $\omega^2 = \omega_0^2 - \Omega^2$ below $\Omega_c$.

What this unit hands on

13 — cyclic coordinates and the energy function become one theorem: Noether's.

14 — $p = \partial L/\partial\dot q$ becomes a coordinate, and $h$ the Hamiltonian.

16 — $\tilde{\mathcal E} = J^{\top}\mathcal E$ is a covector's law, proved from a definition.

24, 28 — the charge's Lagrangian, justified and made relativistic.

31, 35 — configuration spaces as manifolds; then general covariance for spacetime itself.

12 · checkpoint

Done when

checkpoint

You can, on paper and without the deck, take one system — the spherical pendulum, say, or a particle on a cone — and

  • write its Lagrangian in two genuinely different coordinate systems (angles in one; Cartesian with a multiplier, or a rotating frame, in the other);
  • derive both sets of Euler–Lagrange equations and show, by an explicit substitution, that they describe the same motion; and
  • state the theorem that guaranteed it in advance: form invariance of the Euler–Lagrange equations under any $C^2$ point transformation $q = \phi(Q, t)$ with invertible $\partial\phi/\partial Q$, with $\tilde{\mathcal E} = J^{\top}\mathcal E$.

Falsifiable: two sets of equations that are not shown to agree, or agree only because one was derived from the other, fail it. Record it with ./mr done 12.

Problems

./mr problems 12 — 12 problems, about 5 hours. Hints and worked solutions fold under each problem on the same page.

Next

13 Noether · 14 Hamilton · 15 Hamilton–Jacobi · 16 rigid bodies and the first real tensor.