Part A · unit 06 · problems
The damped driven oscillator, which is most of linear physics
Work each problem on paper first. Under it, Hints opens a ladder one rung at a time — each rung appears only once the one before it is open, and the last gives the first line of the working — and Worked solution has the whole thing: the idea, the working, then a check. Read the solution after your attempt, including when you got it right. F folds everything back; D switches dark and light.
Twelve problems, about five hours. Work them on paper first. Every number asked for can be got exactly or to four figures by hand.
The instrument. Several problems use the deck's galvanometer: \(I\ddot\theta + b\dot\theta + \kappa\theta = \alpha\,i(t)\) with \(I = 1.0\times10^{-8}\,\mathrm{kg\,m^2}\), \(\kappa = 6.4\times10^{-7}\,\mathrm{N\,m\,rad^{-1}}\), \(\alpha = 2.0\times10^{-3}\,\mathrm{N\,m\,A^{-1}}\), coil resistance \(r = 5\,\Omega\). Hence \(\omega_0 = 8\,\mathrm{rad\,s^{-1}}\) and \(\gamma = 400/(R+r)\, \mathrm{s^{-1}}\) with \(R\) the external resistance. Full scale is \(1.5625\,\mathrm{rad} = 89.5^\circ\), reached by a steady \(0.50\) mA.
Throughout, \(L x = \ddot x + \gamma\dot x + \omega_0^2 x\), \(p(\lambda) = \lambda^2 + \gamma\lambda + \omega_0^2\), \(\lambda_\pm = -\gamma/2 \pm \sqrt{\gamma^2/4-\omega_0^2}\), \(\omega_\mathrm{d} = \sqrt{\omega_0^2-\gamma^2/4}\), \(\chi(\omega) = 1/p(i\omega)\) and \(G\) is the impulse response.
P1 Turning the knob routine
exercises: the characteristic polynomial, classification of regimes, decay times
For the galvanometer at \(R = 995\,\Omega\), \(R = 75\,\Omega\), \(R = 20\,\Omega\) and \(R = 0\):
- Compute \(\gamma\), the discriminant \(\gamma^2 - 4\omega_0^2\), both roots of \(p\) to four figures, the regime, and \(Q\).
- Write down a basis of \(\ker L\) in each case, real-valued.
- Give the time constant of the slowest-decaying term in each case, and say which setting brings the needle to rest soonest.
- Check every row against \(\lambda_+\lambda_- = \omega_0^2\) and \(\lambda_+ + \lambda_- = -\gamma\).
Hints · 4 rungs
Rung 1
A four-row table: two numbers, two roots, a word, and a time constant per row. Part 3's answer is one of the four settings.
Rung 2
\(\gamma = 400/(R+r)\) with \(r = 5\,\Omega\), and the only comparison that matters is \(\gamma\) against \(2\omega_0 = 16\). Do that comparison for all four rows before you solve a single quadratic.
Rung 3
For the underdamped rows the slow decay is the envelope \(e^{-\gamma t/2}\), so the time constant is \(2/\gamma\). For the overdamped row it is set by the root nearer zero, not the larger one — and that root is the surprise of the problem.
Rung 4 — the first line
\(R = 995\,\Omega \Rightarrow \gamma = 400/1000 = 0.4\), and \(\gamma^2-4\omega_0^2 = 0.16-256 < 0\).
Worked solution
Idea. One quadratic, four times. Compare \(\gamma\) with \(2\omega_0 = 16\) before touching the square root.
Working. \(\gamma = 400/(R+5)\).
| \(R\) | \(\gamma\) | \(\gamma^2-4\omega_0^2\) | \(\lambda_\pm\) | regime | \(Q\) | slowest \(\tau\) |
|---|---|---|---|---|---|---|
| \(995\,\Omega\) | \(0.4\) | \(-255.84\) | \(-0.2000 \pm 7.9975\,i\) | underdamped | \(20\) | \(2/\gamma = 5.000\) s |
| \(75\,\Omega\) | \(5\) | \(-231\) | \(-2.500 \pm 7.5993\,i\) | underdamped | \(1.6\) | \(2/\gamma = 0.400\) s |
| \(20\,\Omega\) | \(16\) | \(0\) | \(-8\) (twice) | critical | \(0.5\) | \(1/\omega_0 = 0.125\) s |
| \(0\) | \(80\) | \(6144\) | \(-0.8082,\ -79.19\) | overdamped | \(0.1\) | \(1/0.8082 = 1.237\) s |
Bases of \(\ker L\), real-valued:
- \(\{e^{-0.2t}\cos 7.9975t,\ e^{-0.2t}\sin 7.9975t\}\);
- \(\{e^{-2.5t}\cos 7.5993t,\ e^{-2.5t}\sin 7.5993t\}\);
- \(\{e^{-8t},\ te^{-8t}\}\);
- \(\{e^{-0.8082t},\ e^{-79.19t}\}\).
For the underdamped rows the decay is set by the envelope \(e^{-\gamma t/2}\), time constant \(2/\gamma\); for the overdamped row by the slow root, and \(\sqrt{6144} = 78.3837\) gives \(\lambda_+ = (-80+78.3837)/2 = -0.80816\). The critical setting, \(R = 20\,\Omega\), brings the needle to rest soonest: its time constant \(0.125\) s beats every other row, including the heavily damped one.
Check. \(\lambda_+\lambda_- = \omega_0^2 = 64\): \(0.2^2 + 7.9975^2 = 0.04 + 63.96 = 64.00\) ✓; \(2.5^2+7.5993^2 = 6.25+57.75 = 64.00\) ✓; \((-8)^2 = 64\) ✓; \(0.80816\times79.1918 = 64.00\) ✓. Sums: \(0.8082+79.1918 = 80 = \gamma\) ✓. Limit: as \(R \to \infty\), \(\gamma \to 0\), \(\lambda_\pm \to \pm 8i\), a free oscillator — as an open circuit must be.
P2 The complex exponential, used routine
exercises: Euler's formula, real and imaginary parts of complex solutions
- From \(\exp(z+w) = \exp z\exp w\) and Euler's formula, derive the addition formulas for \(\cos(a+b)\) and \(\sin(a+b)\) in two lines.
- Evaluate \((1+i)^8\) and \(\exp(i\pi/3)\) exactly, and \(|\exp(2 - 3i)|\).
- Prove that if \(L\) has real coefficients and \(z : \mathbb{R} \to \mathbb{C}\) satisfies \(Lz = 0\), then \(\operatorname{Re}z\) and \(\operatorname{Im}z\) are both in \(\ker L\). Then use it to turn the complex basis \(\{e^{\lambda_+t}, e^{\lambda_-t}\}\) of the underdamped case into a real one, and compute that real pair's Wronskian.
- Where exactly does the argument in part 3 fail if \(L\) is allowed a complex coefficient? Give an \(L\) and a \(z\) that break it.
Hints · 4 rungs
Rung 1
Part 1 is two identities; part 2 is three numbers, two of them exact; part 3 is a proof followed by a pair of functions and one more number; part 4 is a counterexample.
Rung 2
For part 1, write \(e^{i(a+b)}\) two ways and equate real and imaginary parts — legitimate only because \(a\) and \(b\) are real. For part 2, square \(1+i\) before doing anything else.
Rung 3
For part 3, the whole proof is the observation that \(L\) has real coefficients, so \(Lz = Lu + iLv\) with \(Lu\) and \(Lv\) real-valued. Part 4 asks you to break exactly that sentence: take an \(L\) with a genuinely complex coefficient and a \(z\) in its kernel.
Rung 4 — the first line
\(\cos(a+b)+i\sin(a+b) = e^{i(a+b)} = e^{ia}e^{ib}\).
Worked solution
Idea. Everything follows from \(\exp(z+w) = \exp z\exp w\) and Euler.
Working.
- \(\cos(a+b) + i\sin(a+b) = e^{i(a+b)} = e^{ia}e^{ib} = (\cos a + i\sin a)(\cos b + i\sin b) = (\cos a\cos b - \sin a\sin b) + i(\sin a\cos b + \cos a\sin b)\). Both \(a, b\) real, so the real and imaginary parts may be equated, giving both formulas at once.
- \((1+i)^2 = 2i\), so \((1+i)^8 = (2i)^4 = 16\,i^4 = 16\). \(e^{i\pi/3} = \cos60^\circ + i\sin60^\circ = \tfrac12 + \tfrac{\sqrt3}{2}i\). \(|e^{2-3i}| = e^2 = 7.38906\).
Proof. Write \(z = u + iv\) with \(u, v\) real-valued. Since differentiation acts componentwise and \(\gamma, \omega_0^2\) are real, \(Lz = (\ddot u + \gamma\dot u + \omega_0^2u) + i(\ddot v + \gamma\dot v + \omega_0^2v) = Lu + i\,Lv\), and both \(Lu\) and \(Lv\) are real-valued. A complex number vanishes exactly when its real and imaginary parts do, so \(Lz = 0 \Rightarrow Lu = Lv = 0\). \(\square\)
With \(\lambda_+ = -\gamma/2 + i\omega_\mathrm{d}\), \(e^{\lambda_+t} = e^{-\gamma t/2}(\cos\omega_\mathrm{d}t + i\sin\omega_\mathrm{d}t)\), so \(x_1 = e^{-\gamma t/2}\cos\omega_\mathrm{d}t\) and \(x_2 = e^{-\gamma t/2}\sin\omega_\mathrm{d}t\). At \(t = 0\): \(x_1 = 1\), \(\dot x_1 = -\gamma/2\), \(x_2 = 0\), \(\dot x_2 = \omega_\mathrm{d}\), so \(W(0) = 1\cdot\omega_\mathrm{d} - 0 = \omega_\mathrm{d} \ne 0\) and by Abel \(W(t) = \omega_\mathrm{d}e^{-\gamma t}\). A basis.
- The step that fails is "\(Lu\) and \(Lv\) are real". Take \(Lx = \ddot x + 2i\dot x - x\), whose characteristic polynomial is \((\lambda+i)^2\), so \(z = e^{-it} \in \ker L\). But \(\operatorname{Re}z = \cos t\) gives \(L(\cos t) = -\cos t - 2i\sin t - \cos t = -2\cos t - 2i\sin t \ne 0\).
Check. Part 1 at \(a = b = \pi/4\): \(\cos(\pi/2) = \tfrac12-\tfrac12 = 0\) ✓. Part 3 in the limit \(\gamma \to 0\): \(W = \omega_0\), constant — Abel with \(\gamma = 0\) ✓. Number: for the galvanometer at \(R = 995\,\Omega\), \(W(0) = \omega_\mathrm{d} = 7.9975\).
P3 Abel's identity, and reduction of order medium
exercises: the Wronskian, Abel's identity, producing the second solution without guessing
- Prove that for any \(x_1, x_2 \in \ker L\) the Wronskian satisfies \(\dot W = -\gamma W\), and deduce Abel's identity. State precisely where the equation \(Lx = 0\) is used.
- Prove the equivalence: \(W(t_0) \ne 0\) for some \(t_0\) \(\iff\) \(W(t) \ne 0\) for all \(t\) \(\iff\) \(\{x_1,x_2\}\) is a basis of \(\ker L\). Your proof must use \(\dim\ker L = 2\) and say where.
- Take \(\gamma = 2\omega_0\) and the known solution \(x_1 = e^{-\omega_0t}\). Without guessing the second solution, use Abel's identity as a first-order equation for \(x_2\) — that is, solve \(x_1\dot x_2 - x_2\dot x_1 = W(0) e^{-\gamma t}\) by unit 00's methods — and recover \(x_2 = te^{-\omega_0t}\).
- Repeat part 3 for a general \(\gamma < 2\omega_0\) with \(x_1 = e^{-\gamma t/2}\cos\omega_\mathrm{d}t\), on an interval where \(x_1 \ne 0\), and recover the sine solution.
Hints · 4 rungs
Rung 1
Parts 1 and 2 are proofs; parts 3 and 4 each end with a named function you have already seen, obtained without guessing it.
Rung 2
For part 1, differentiate \(W = x_1\dot x_2-x_2\dot x_1\) and watch two of the four terms cancel before you substitute anything. For part 2, the three implications are (i)\(\Rightarrow\)(ii)\(\Rightarrow\)(iii)\(\Rightarrow\)(i), and exactly one of them needs \(\dim\ker L = 2\).
Rung 3
For parts 3 and 4, treat Abel's identity as a first-order equation for the unknown \(x_2\) with \(x_1\) known. Dividing through by \(x_1^2\) turns the left side into a derivative of a quotient — that is the whole trick, and it is unit 00's integrating-factor idea.
Rung 4 — the first line
\(\dfrac{\mathrm{d}}{\mathrm{d}t}\Big(\dfrac{x_2}{x_1}\Big) = \dfrac{x_1\dot x_2-x_2\dot x_1}{x_1^{2}} = \dfrac{W}{x_1^{2}}\).
Worked solution
Idea. Differentiate \(W\) once; everything else is bookkeeping. Then use Abel backwards as a first-order equation for the unknown second solution.
Working.
- \(\dot W = \dot x_1\dot x_2 + x_1\ddot x_2 - \dot x_2\dot x_1 - x_2\ddot x_1 = x_1\ddot x_2 - x_2\ddot x_1\). Here and only here substitute \(\ddot x_i = -\gamma\dot x_i - \omega_0^2x_i\): \[\dot W = x_1(-\gamma\dot x_2-\omega_0^2x_2) - x_2(-\gamma\dot x_1-\omega_0^2x_1) = -\gamma(x_1\dot x_2 - x_2\dot x_1) = -\gamma W,\] the \(\omega_0^2\) terms cancelling identically. Then \((We^{\gamma t})^{\boldsymbol\cdot} = e^{\gamma t}(\dot W + \gamma W) = 0\), so \(We^{\gamma t}\) is constant: \(W(t) = W(t_0)e^{-\gamma(t-t_0)}\). \(\square\)
- (i) \(\Rightarrow\) (ii): the exponential never vanishes. (ii) \(\Rightarrow\) (iii): \(W(t_0) \ne 0\) makes \(M = \begin{pmatrix}x_1(t_0)&x_2(t_0)\\\dot x_1(t_0)&\dot x_2(t_0)\end{pmatrix}\) invertible, so \(\mathrm{ev}(c_1x_1+c_2x_2) = M(c_1,c_2)^{\!\top}\) covers all of \(\mathbb{R}^2\); since \(\mathrm{ev}\) is a bijection onto \(\mathbb{R}^2\) and \(\dim\ker L = 2\), the span is all of \(\ker L\), and two spanning elements of a two-dimensional space are a basis. (iii) \(\Rightarrow\) (i): contrapositive — if \(W(t_0) = 0\), choose \((c_1,c_2) \ne 0\) in \(\ker M\); then \(x = c_1x_1+c_2x_2\) has \(\mathrm{ev}(x) = 0\), hence \(x \equiv 0\) by injectivity of \(\mathrm{ev}\), so \(x_1, x_2\) are linearly dependent. \(\square\)
- \(\gamma = 2\omega_0\), \(x_1 = e^{-\omega_0t}\). Normalise \(W(0) = 1\), so \(W = e^{-2\omega_0t}\). Divide \(x_1\dot x_2 - \dot x_1x_2 = W\) by \(x_1^2 = e^{-2\omega_0t}\): \[\Big(\frac{x_2}{x_1}\Big)^{\boldsymbol\cdot} = \frac{W}{x_1^2} = \frac{e^{-2\omega_0t}}{e^{-2\omega_0t}} = 1 \implies \frac{x_2}{x_1} = t + C.\] Take \(C = 0\): \(x_2 = te^{-\omega_0t}\). No guessing was involved, and the factor \(t\) appears because \(W/x_1^2\) happens to be constant — which is exactly the statement \(\lambda_+ = \lambda_-\).
- \(x_1 = e^{-\gamma t/2}\cos\omega_\mathrm{d}t\), \(W = W(0)e^{-\gamma t}\), so on an interval where \(\cos\omega_\mathrm{d}t \ne 0\), \((x_2/x_1)^{\boldsymbol\cdot} = W(0)e^{-\gamma t}/(e^{-\gamma t}\cos^2\omega_\mathrm{d}t) = W(0)\sec^2\omega_\mathrm{d}t\), whence \(x_2/x_1 = W(0)\tan(\omega_\mathrm{d}t)/\omega_\mathrm{d}\) and \(x_2 = \frac{W(0)}{\omega_\mathrm{d}}e^{-\gamma t/2}\sin\omega_\mathrm{d}t\). Choosing \(W(0) = \omega_\mathrm{d}\) gives the sine solution exactly; it extends to all \(t\) by continuity, or by noting that it solves \(Lx = 0\) everywhere.
Check. Dimensions: \([W] = [x]^2\mathrm{T^{-1}}\) and the exponent \(\gamma(t-t_0)\) is a pure number ✓. Limit \(\gamma \to 0\): \(W\) constant, the undamped flow preserving phase-space area ✓. Number: at \(\gamma = 0.4\), \(W(1\,\mathrm{s})/W(0) = e^{-0.4} = 0.6703\).
P4 Critical damping is genuinely special medium
exercises: the repeated root, the Jordan-block degeneracy, an extremal claim
Take \(x(0) = x_0 > 0\), \(\dot x(0) = 0\).
- Show that \(\gamma = 2\omega_0\) gives a repeated root and that \(\{e^{-\omega_0t}, te^{-\omega_0t}\}\) is a basis, and write \(x(t)\) explicitly for these initial conditions.
- Prove that for every \(\gamma > 2\omega_0\) the slow root satisfies \(|\lambda_+| < \omega_0\), so the approach to equilibrium is strictly slower than in the critical case; and that \(|\lambda_+| \to 0\) as \(\gamma \to \infty\).
- Prove that for every \(\gamma < 2\omega_0\) the solution crosses zero, infinitely often. Conclude: critical damping is the unique fastest return without overshoot.
- For the galvanometer, compute the time to settle permanently within \(1\%\) of \(x_0\) at \(\gamma = 16\) and at \(\gamma = 80\), to three figures, and give their ratio.
Hints · 4 rungs
Rung 1
Part 1 is an explicit function; parts 2 and 3 are inequalities proved about the roots; part 4 is two times and their ratio.
Rung 2
For part 2, do not compute \(\lambda_+\) from the square root. Use \(\lambda_+\lambda_- = \omega_0^2\) together with the fact that \(\lambda_-\) is the more negative of the two.
Rung 3
For part 3, write the solution in the form \(Ce^{-\gamma t/2}\cos(\omega_\mathrm{d}t-\psi)\) by combining the cosine and sine into one; zeros of a cosine are easy to count, zeros of a sum of two are not. For part 4, note that in the overdamped case one of the two exponentials is irrelevant after a few hundredths of a second.
Rung 4 — the first line
Critical, from rest: \(x(t) = x_0e^{-\omega_0t}(1+\omega_0t)\); solve \((1+u)e^{-u} = 0.01\) with \(u = \omega_0t\).
Worked solution
Idea. The degenerate root is where the two exponentials collide; the extremal claim is two inequalities about where the roots sit.
Working.
- \(\gamma = 2\omega_0\) makes the discriminant \(\gamma^2-4\omega_0^2 = 0\), so \(\lambda = -\omega_0\) twice, \(p(\lambda) = p'(\lambda) = 0\), and \(L(te^{\lambda t}) = p(\lambda)te^{\lambda t}+p'(\lambda)e^{\lambda t} = 0\). The Wronskian at \(t = 0\) is \(1\cdot1 - 0\cdot(-\omega_0) = 1 \ne 0\), so they are a basis. With \(x(0) = x_0\), \(\dot x(0) = 0\): \[x(t) = x_0\,e^{-\omega_0t}(1+\omega_0t), \qquad \dot x = -x_0\,\omega_0^2\,t\,e^{-\omega_0t}.\]
- Proof. For \(\gamma > 2\omega_0\) both roots are real and negative, with \(\lambda_+\lambda_- = \omega_0^2\) and \(|\lambda_-| > |\lambda_+|\) (because \(\lambda_- < \lambda_+ < 0\)). Hence \(|\lambda_+|^2 < |\lambda_+||\lambda_-| = \omega_0^2\), so \(|\lambda_+| < \omega_0\): every overdamped solution decays strictly more slowly than \(e^{-\omega_0t}\). And \(|\lambda_+| = \omega_0^2/|\lambda_-| \le \omega_0^2/(\gamma/2) \to 0\) as \(\gamma \to \infty\). \(\square\)
Proof. For \(\gamma < 2\omega_0\), the solution from rest is \[x(t) = x_0e^{-\gamma t/2}\Big(\cos\omega_\mathrm{d}t + \tfrac{\gamma}{2\omega_\mathrm{d}}\sin\omega_\mathrm{d}t\Big) = x_0A\,e^{-\gamma t/2}\cos(\omega_\mathrm{d}t-\psi),\] with \(A = \sqrt{1+\gamma^2/4\omega_\mathrm{d}^2} > 0\) and \(\tan\psi = \gamma/2\omega_\mathrm{d}\). The cosine vanishes at \(t = (\psi + (n+\tfrac12)\pi)/\omega_\mathrm{d}\) for every integer \(n\), and the exponential prefactor never does; so \(x\) changes sign infinitely often. \(\square\)
Combining: the non-overshooting cases are exactly \(\gamma \ge 2\omega_0\), and among them the eventual decay rate is \(\omega_0\) at \(\gamma = 2\omega_0\) and \(|\lambda_+| < \omega_0\) for every larger \(\gamma\). It is therefore maximised at \(\gamma = 2\omega_0\): critical damping is the unique fastest return without overshoot.
- \(\gamma = 16\): solve \((1+8t)e^{-8t} = 0.01\). Putting \(u = 8t\), \((1+u)e^{-u} = 0.01\) gives \(u = 6.6384\), so \(t = 0.830\) s. \(\gamma = 80\): \(x/x_0 = (\lambda_-e^{\lambda_+t}-\lambda_+e^{\lambda_-t})/ (\lambda_--\lambda_+) = 1.0103\,e^{-0.80816t} - 0.0103\,e^{-79.19t}\); the fast term is negligible after a few hundredths of a second, and \(1.0103\,e^{-0.80816t} = 0.01\) gives \(t = 5.71\) s. Ratio \(5.711/0.8298 = 6.88\).
Check. Dimensions: \(\omega_0t\) is a pure number ✓. Limit: as \(\gamma \to 2\omega_0^+\), \(|\lambda_+| \to \omega_0\) and the overdamped settling time tends continuously to the critical one ✓. Number: at \(\gamma = 80\) the instrument is \(6.88\) times slower than at \(\gamma = 16\), which is the whole reason a shorted galvanometer is useless as a meter.
P5 Resonance is not at \(\omega_0\) medium
exercises: the frequency response, three different resonant frequencies, the exact half-power width
With \(\chi(\omega) = 1/(\omega_0^2-\omega^2+i\gamma\omega)\):
- Show that \(|\chi|\) is maximal at \(\omega_{\text{peak}} = \sqrt{\omega_0^2-\gamma^2/2}\), that this exists only for \(Q > 1/\sqrt2\), and that the maximum value is \(1/(\gamma\omega_\mathrm{d})\).
- Show that the velocity amplitude \(\omega|\chi|\) and the mean absorbed power both peak exactly at \(\omega_0\), for every \(\gamma\).
- Show that the absorbed-power curve's full width at half maximum is exactly \(\gamma\), with no approximation, and that \(\omega_0/\Delta\omega = Q\).
- For the galvanometer at \(R = 995\,\Omega\), give \(\omega_0\), \(\omega_\mathrm{d}\) and \(\omega_{\text{peak}}\) to six figures, and the two half-power frequencies to four. Which of the three does a physicist mean by "the resonant frequency", and why?
Hints · 4 rungs
Rung 1
Part 1 is one frequency and one maximum value; part 2 is a proof that a maximum sits at a specific point; part 3 is an exact width; part 4 is five numbers and a sentence.
Rung 2
Never differentiate with respect to \(\omega\) here. Set \(u = \omega^2\): the amplitude's denominator becomes a quadratic in \(u\), and finding a quadratic's vertex needs no calculus at all.
Rung 3
For parts 2 and 3, divide the denominator through by \(\omega^2\): the power curve depends on \(\omega\) only through \(g(\omega) = \omega_0^2/\omega - \omega\), and \(g\) vanishes at exactly one positive frequency. The half-power condition is then \(g^2 = \gamma^2\), a pair of quadratics whose roots differ by \(\gamma\).
Rung 4 — the first line
\(D(u) = (\omega_0^2-u)^2+\gamma^2u\), so \(\mathrm{d}D/\mathrm{d}u = -2(\omega_0^2-u)+\gamma^2\).
Worked solution
Idea. Maximise \(|\chi|^2\) in the variable \(u = \omega^2\); then notice that the velocity and power curves are a different function of \(\omega\), whose maximum is exact.
Working.
- \(|\chi|^{-2} = D(\omega) = (\omega_0^2-\omega^2)^2 + \gamma^2\omega^2\). With \(u = \omega^2 \ge 0\), \(D = (\omega_0^2-u)^2 + \gamma^2u\) is a quadratic in \(u\) with positive leading coefficient, minimised where \(\mathrm{d}D/\mathrm{d}u = -2(\omega_0^2-u)+\gamma^2 = 0\), i.e. \(u = \omega_0^2-\gamma^2/2\). That is admissible (\(u > 0\)) exactly when \(\gamma^2 < 2\omega_0^2\), i.e. \(Q > 1/\sqrt2\); otherwise the minimum over \(u \ge 0\) is at \(u = 0\) and \(|\chi|\) decreases from the start. At the interior minimum, \[D = \Big(\frac{\gamma^2}{2}\Big)^2 + \gamma^2\Big(\omega_0^2-\frac{\gamma^2}{2}\Big) = \gamma^2\Big(\omega_0^2-\frac{\gamma^2}{4}\Big) = \gamma^2\omega_\mathrm{d}^2,\] so \(|\chi|_{\max} = 1/(\gamma\omega_\mathrm{d})\).
- The velocity amplitude and the mean absorbed power are \[\omega|\chi| = \Big[\frac{(\omega_0^2-\omega^2)^2}{\omega^2}+\gamma^2\Big]^{-1/2}, \qquad \bar P = \tfrac12\gamma F_0^2\Big[\frac{(\omega_0^2-\omega^2)^2}{\omega^2} + \gamma^2\Big]^{-1}.\] Both are decreasing functions of \(g(\omega)^2\), where \(g(\omega) = \omega_0^2/\omega - \omega\). Since \(g^2 \ge 0\) with equality only at \(\omega = \omega_0\), both are maximal exactly there, for every \(\gamma\) and with no approximation.
- Half maximum needs \(g^2 = \gamma^2\), i.e. \(|\omega_0^2-\omega^2| = \gamma\omega\), i.e. \(\omega^2 \pm \gamma\omega - \omega_0^2 = 0\). The positive roots are \(\omega_\mp = \mp\tfrac\gamma2 + \sqrt{\omega_0^2+\gamma^2/4}\), so \(\Delta\omega = \omega_+-\omega_- = \gamma\) exactly, and \(\omega_0/\Delta\omega = \omega_0/\gamma = Q\).
\(\gamma = 0.4\): \(\omega_0 = 8.00000\), \(\omega_\mathrm{d} = \sqrt{64-0.04} = 7.99750\), \(\omega_{\text{peak}} = \sqrt{64-0.08} = 7.99500\). Half-power points \(\mp0.2+\sqrt{64.04} = 7.8025\) and \(8.2025\), difference \(0.4000\).
A physicist saying "the resonant frequency" means \(\omega_0\), and is right to: it is where the system absorbs power, it is where the phase is exactly \(\pi/2\), and both statements are exact for every damping. \(\omega_{\text{peak}}\) is a fact about the amplitude curve, and \(\omega_\mathrm{d}\) about the free ring-down; neither is what an absorption measurement returns.
Check. Dimensions: all four frequencies are \(\mathrm{T^{-1}}\), and \(\gamma^2/2\) is too ✓. Limit \(\gamma \to 0\): all three collapse to \(\omega_0\) and \(|\chi|_{\max} \to \infty\) — undamped resonance ✓. Number: \(|\chi|_{\max} = 1/(0.4\times7.99750) = 0.3125977\) against \(|\chi(\omega_0)| = 1/3.2 = 0.3125000\); the peak is \(0.031\%\) higher.
P6 The phase lag routine
exercises: the argument of the frequency response, phase as a measurement of ω₀
- Show that \(\varphi(\omega_0) = \pi/2\) for every \(\gamma > 0\), and that \(\varphi\) increases from \(0\) to \(\pi\) as \(\omega\) runs over \((0,\infty)\).
- Find the two frequencies at which \(\varphi = \pi/4\) and \(\varphi = 3\pi/4\), and show that their difference is exactly \(\gamma\). Where have you met these two frequencies before?
- Compute \(\mathrm{d}\varphi/\mathrm{d}\omega\) at \(\omega = \omega_0\) and express it in terms of \(Q\).
- For the galvanometer at \(R = 995\,\Omega\), by how many degrees does the phase change when the drive frequency is shifted by \(1\%\) from \(\omega_0\)? Compare with the fractional change in amplitude over the same shift, and say which is the better way to find \(\omega_0\).
Hints · 4 rungs
Rung 1
Parts 1 and 2 are exact statements about one complex number's argument; part 3 is a derivative expressed through \(Q\); part 4 is two percentages and a verdict.
Rung 2
\(\varphi = \arg(\omega_0^2-\omega^2+i\gamma\omega)\). Ask what happens to the real part and to the imaginary part separately as \(\omega\) grows, and the monotonicity falls out without calculus.
Rung 3
For parts 2 and 3, work with \(\cot\varphi\) rather than \(\tan\varphi\): it is a simple function of \(\omega\), it is finite at \(\omega_0\), and it is monotone. The two frequencies of part 2 should look familiar from P5.
Rung 4 — the first line
\(\cot\varphi = \dfrac{\omega_0^2-\omega^2}{\gamma\omega} = \dfrac{\omega_0^2}{\gamma\omega}-\dfrac{\omega}{\gamma}\).
Worked solution
Idea. \(\varphi = \arg(\omega_0^2-\omega^2+i\gamma\omega)\), so every question is about one complex number's argument.
Working.
- At \(\omega = \omega_0\) the real part vanishes and the imaginary part is \(\gamma\omega_0 > 0\), so the number is on the positive imaginary axis and \(\varphi = \pi/2\) — independent of \(\gamma\). The imaginary part \(\gamma\omega\) is positive for all \(\omega > 0\), so \(\varphi \in (0,\pi)\) always; the real part decreases strictly from \(\omega_0^2\) to \(-\infty\), and \(\cot\varphi = (\omega_0^2-\omega^2)/(\gamma\omega) = \omega_0^2/\gamma\omega - \omega/\gamma\) decreases strictly, so \(\varphi\) increases strictly, from \(0^+\) to \(\pi^-\).
- \(\varphi = \pi/4\) needs \(\cot\varphi = +1\), i.e. \(\omega_0^2-\omega^2 = \gamma\omega\), i.e. \(\omega = \omega_- = -\tfrac\gamma2 + \sqrt{\omega_0^2+\gamma^2/4}\). \(\varphi = 3\pi/4\) needs \(\cot\varphi = -1\), giving \(\omega = \omega_+ = +\tfrac\gamma2 + \sqrt{\omega_0^2+\gamma^2/4}\). Difference \(\gamma\), exactly. These are the half-power points of P5: the power falls to half precisely where the phase has turned a further quarter-turn either side of \(\pi/2\).
- Differentiate \(\cot\varphi = \omega_0^2/\gamma\omega - \omega/\gamma\): \(-\csc^2\!\varphi\;\varphi' = -\omega_0^2/(\gamma\omega^2) - 1/\gamma\). At \(\omega = \omega_0\), \(\csc^2\varphi = 1\), so \(\varphi'(\omega_0) = \dfrac{2}{\gamma} = \dfrac{2Q}{\omega_0}\).
\(\gamma = 0.4\), \(Q = 20\). A \(1\%\) shift is \(\Delta\omega = 0.08\, \mathrm{rad\,s^{-1}}\). Exactly: at \(\omega = 8.08\), \(\varphi = 111.70^\circ\), a change of \(+21.70^\circ\); at \(\omega = 7.92\), \(\varphi = 68.10^\circ\), a change of \(-21.90^\circ\). (The linearised estimate \(2\Delta\omega/\gamma = 0.4\) rad \(= 22.92^\circ\) is a few per cent high, as it must be: the phase curve flattens on both sides of its steep middle, as an arctangent does.) The amplitude meanwhile changes by \(-8.0\%\) above and \(-6.3\%\) below.
Phase is the better instrument for two reasons: a \(21.7^\circ\) change is far easier to measure than an \(8\%\) one, and phase is signed — it tells you which way to move — whereas the amplitude falls on both sides and cannot.
Check. Dimensions: \(\varphi' = 2/\gamma\) has dimension \(\mathrm{T}\), as \(\mathrm{d}(\text{angle})/\mathrm{d}\omega\) must ✓. Limit \(\gamma\to0\): \(\varphi'(\omega_0) \to \infty\) — the phase jumps from \(0\) to \(\pi\) at \(\omega_0\), which is the undamped case ✓. Number: \(2Q/\omega_0 = 40/8 = 5\) radians per \(\mathrm{rad\,s^{-1}}\).
P7 The square-pulse drive, twice hard
exercises: convolution with G, piecewise matching, agreement at the corners
The galvanometer sits at \(R = 995\,\Omega\) (\(\gamma = 0.4\)) at rest. A switch is closed at \(t = 0\) and opened at \(t = T = 0.100\) s, passing a steady \(i_0 = 0.100\) mA, so that \(f(t) = F_0 = \alpha i_0/I = 20\, \mathrm{rad\,s^{-2}}\) on \([0,T]\) and zero outside.
- Solve by convolution: evaluate \(\theta(t) = \int_0^{\min(t,T)}G(t-s)F_0\, \mathrm{d}s\) in closed form, separately for \(t \le T\) and \(t > T\).
- Solve again by matching: find the general solution on \([0,T]\) with \(\theta(0) = \dot\theta(0) = 0\); read off \(\theta(T)\) and \(\dot\theta(T)\); use them as initial data for the free equation on \(t > T\).
- Show the two answers agree identically, and check explicitly that \(\theta\) and \(\dot\theta\) are continuous at \(t = T\) while \(\ddot\theta\) jumps by \(-F_0\). Why is a jump in \(\ddot\theta\) not a defect?
- Numbers: give \(\theta\) at \(t = 0.05,\ 0.10,\ 0.20,\ 0.50\) and \(1.00\) s to five decimal places in radians; find the maximum deflection and when it occurs; and compare the maximum with the ballistic estimate \(F_0 T\, G(t_\ast)\) that treats the pulse as an instantaneous impulse of the same area.
Hints · 4 rungs
Rung 1
Two formulas for \(\theta\), one on \([0,T]\) and one after; then a table of five numbers, a maximum, and a comparison.
Rung 2
Convolution with a constant drive is just an integral of \(G\). So compute \(H(t) = \int_0^tG\) once, in closed form, and both pieces of the answer are differences of \(H\). Guess the antiderivative and verify by differentiating: it is \(1/\omega_0^2\) times \(1\) minus an exponential times a combination of \(\cos\omega_\mathrm{d}t\) and \(\sin\omega_\mathrm{d}t\).
Rung 3
For the matching route, the particular solution on \([0,T]\) is the constant \(F_0/\omega_0^2\), so no ansatz is needed. For part 3, argue by uniqueness rather than by grinding: both candidates solve the same homogeneous equation after \(t = T\) with the same \(\theta(T)\) and \(\dot\theta(T)\).
Rung 4 — the first line
\[H(t) = \int_0^tG(u)\,\mathrm{d}u = \frac{1}{\omega_0^2}\Big[1-e^{-\gamma t/2}\Big(\cos\omega_\mathrm{d}t + \frac{\gamma}{2\omega_\mathrm{d}}\sin\omega_\mathrm{d}t\Big)\Big].\]
Worked solution
Idea. Convolution with a constant is an integral of \(G\), and that integral has a closed form. The piecewise route must give the same thing, and the corner is where the check bites.
Working.
The step response. Let \[H(t) = \int_0^{t}G(u)\,\mathrm{d}u = \frac{1}{\omega_0^2}\Big[1 - e^{-\gamma t/2}\Big(\cos\omega_\mathrm{d}t + \frac{\gamma}{2\omega_\mathrm{d}}\sin\omega_\mathrm{d}t\Big)\Big] \equiv \frac{h(t)}{\omega_0^2}.\] Verification, by differentiating (all trigonometric arguments are \(\omega_\mathrm{d}t\)): \[h'(t) = \tfrac{\gamma}{2} e^{-\gamma t/2}\Big(\cos + \tfrac{\gamma}{2\omega_\mathrm{d}}\sin\Big) - e^{-\gamma t/2}\Big(-\omega_\mathrm{d}\sin + \tfrac{\gamma}{2}\cos\Big) = e^{-\gamma t/2}\sin\,\Big(\tfrac{\gamma^2}{4\omega_\mathrm{d}} + \omega_\mathrm{d}\Big),\] which is \(\frac{\omega_0^2}{\omega_\mathrm{d}}e^{-\gamma t/2}\sin\omega_\mathrm{d}t = \omega_0^2\,G(t)\), using \(\gamma^2/4+\omega_\mathrm{d}^2 = \omega_0^2\). And \(h(0) = 0\). ✓
- By convolution. \(f(s) = F_0\) on \([0,T]\), so with \(u = t-s\) \[t \le T:\quad \theta = F_0\!\int_0^{t}\! G(u)\,\mathrm{d}u = \frac{F_0}{\omega_0^2}h(t); \qquad t > T:\quad \theta = F_0\!\int_{t-T}^{t}\! G(u)\,\mathrm{d}u = \frac{F_0}{\omega_0^2}\big[h(t)-h(t-T)\big].\]
- By matching. On \([0,T]\) the constant \(\theta = F_0/\omega_0^2\) is a particular solution, so \(\theta = F_0/\omega_0^2 + e^{-\gamma t/2}(A\cos \omega_\mathrm{d}t + B\sin\omega_\mathrm{d}t)\). \(\theta(0) = 0\) gives \(A = -F_0/\omega_0^2\); \(\dot\theta(0) = -\tfrac\gamma2A + \omega_\mathrm{d}B = 0\) gives \(B = \gamma A/2\omega_\mathrm{d}\). Hence \(\theta = (F_0/\omega_0^2)h(t)\) on \([0,T]\), and \[\theta(T) = \frac{F_0}{\omega_0^2}h(T), \qquad \dot\theta(T) = \frac{F_0}{\omega_0^2}h'(T) = F_0\,G(T).\] For \(t > T\), \(\theta\) solves \(L\theta = 0\) with these data.
They agree. Put \(\theta_2(t) = (F_0/\omega_0^2)[h(t)-h(t-T)]\). Since \(L\big((F_0/\omega_0^2)h\big) = F_0\) for \(t > 0\) (it is the step response, and \(L\) applied to \(F_0\!\int_0^tG\) gives \(F_0\) by Duhamel), we get \(L\theta_2 = F_0 - F_0 = 0\) for \(t > T\). At \(t = T\): \(h(0) = 0\) and \(h'(0) = \omega_0^2G(0) = 0\), so \(\theta_2\) and \(\dot\theta_2\) take the values \((F_0/\omega_0^2)h(T)\) and \(F_0G(T)\) from the left as well as from the right. Same equation, same data, so by uniqueness (unit 01) the two solutions coincide.
\(\ddot\theta = f - \gamma\dot\theta - \omega_0^2\theta\), and \(\theta, \dot\theta\) are continuous while \(f\) drops from \(F_0\) to \(0\); hence \(\ddot\theta\) jumps by \(-F_0 = -20\,\mathrm{rad\,s^{-2}}\). This is not a defect: the drive itself is discontinuous, and the equation says the acceleration must follow it. The solution is \(C^1\) everywhere and \(C^2\) except at \(t = 0, T\), which is the right regularity for a discontinuous forcing.
Numbers, with \(F_0 = 20\), \(F_0/\omega_0^2 = 0.3125\) rad, \(\gamma = 0.4\), \(\omega_\mathrm{d} = 7.997500\), \(T = 0.1\) s:
\(t\) / s \(\theta\) / rad \(\theta\) / deg \(0.05\) \(0.02451\) \(1.404\) \(0.10\) \(0.09354\) \(5.360\) \(0.20\) \(0.22007\) \(12.609\) \(0.50\) \(-0.09797\) \(-5.614\) \(1.00\) \(0.19469\) \(11.155\) The maximum is where \(\dot\theta = 0\), i.e. \(G(t) = G(t-T)\), at \(t = 0.24345\) s, with \(\theta_{\max} = 0.23416\,\mathrm{rad} = 13.416^\circ\).
The ballistic estimate treats the pulse as an impulse of the same area, \(F_0T = 2\,\mathrm{rad\,s^{-1}}\), predicting \(F_0T\,G(t_\ast) = 2\times0.120260 = 0.24052\) rad — \(2.72\%\) high. It should be: \(T = 0.1\) s is not small compared with \(T_0 = 0.785\) s, and spreading the impulse over a time during which the oscillator moves costs amplitude.
Check. Dimensions: \(F_0/\omega_0^2\) is an angle ✓. Limit \(T \to \infty\): \(\theta \to F_0/\omega_0^2 = 0.3125\) rad, the static deflection for \(0.1\) mA (and indeed \(\alpha i_0/\kappa = 2\times10^{-3}\times10^{-4}/6.4\times10^{-7} = 0.3125\)) ✓. Limit \(T \to 0\) at fixed \(F_0T\): the two-term expression tends to \(F_0T\,G(t)\), the impulse response ✓. Number: \(\theta_{\max} = 13.4^\circ\) is well inside full scale, so the instrument is being used in its linear range.
P8 Undamped resonance, and the beat it comes from medium
exercises: the failure of the exponential ansatz, secular growth, beats as a limit
Set \(\gamma = 0\) and drive \(\ddot x + \omega_0^2x = F_0\cos\omega t\) from rest, \(x(0) = \dot x(0) = 0\).
- For \(\omega \ne \omega_0\), show that the solution is \(x(t) = F_0(\cos\omega t - \cos\omega_0 t)/(\omega_0^2-\omega^2)\), and rewrite it as a product of two sines. Give the beat period and the maximum of the slow envelope.
- Take the limit \(\omega \to \omega_0\) at fixed \(t\) and obtain \(x(t) = F_0 t\sin(\omega_0t)/2\omega_0\). Verify by substitution that this solves the equation.
- Explain, in terms of \(\ker L\), why no solution of the form \(A e^{i\omega_0 t}\) exists, and state the general rule this illustrates.
- Numbers, for the galvanometer driven open-circuit at \(1\,\mu\mathrm{A}\) (\(F_0 = 0.2\,\mathrm{rad\,s^{-2}}\)): at exact resonance, how long until the needle reaches full scale, \(1.5625\) rad? And how far off resonance must the drive be for the beat maximum to just reach full scale instead?
Hints · 4 rungs
Rung 1
Part 1 is a product of two sines with an explicit prefactor; part 2 is one function; part 3 is an argument about \(\ker L\); part 4 is two times and a detuning.
Rung 2
You already know a particular solution for \(\omega \ne \omega_0\); you need to add the element of \(\ker L\) that makes both initial conditions vanish. Check that the velocity condition comes for free, and say why.
Rung 3
For part 2, the limit is \(0/0\) in the variable \(\omega\), not in \(t\) — so differentiate top and bottom with respect to \(\omega\). For part 4, the resonant envelope is linear in \(t\); the off-resonant one has a ceiling, and you are asked when that ceiling equals full scale.
Rung 4 — the first line
\(\cos a-\cos b = 2\sin\dfrac{a+b}{2}\sin\dfrac{b-a}{2}\).
Worked solution
Idea. Superpose the steady state with the free solution that cancels it at \(t = 0\); the result is a product of sines, and resonance is its limit.
Working.
- The steady state is \(F_0\cos\omega t/(\omega_0^2-\omega^2)\); adding \(-F_0\cos\omega_0t/(\omega_0^2-\omega^2) \in \ker L\) gives a solution with \(x(0) = 0\), and \(\dot x(0) = 0\) automatically since both cosines have zero slope at the origin. So \[x(t) = \frac{F_0(\cos\omega t-\cos\omega_0t)}{\omega_0^2-\omega^2} = \frac{2F_0}{\omega_0^2-\omega^2}\, \sin\!\Big(\frac{\omega_0+\omega}{2}t\Big)\sin\!\Big(\frac{\omega_0-\omega}{2}t\Big),\] using \(\cos a - \cos b = 2\sin\frac{a+b}{2}\sin\frac{b-a}{2}\). With \(\Delta = \omega_0-\omega\), the fast factor oscillates at \((\omega_0+\omega)/2\) and the envelope is \(|\sin(\Delta t/2)|\), which returns to a maximum every \(2\pi/|\Delta|\), first at \(t = \pi/|\Delta|\). The envelope's maximum is \(2F_0/|\omega_0^2-\omega^2|\) (a ceiling \(|x|\) never exceeds).
- Fix \(t\) and let \(\omega \to \omega_0\). Both numerator and denominator vanish; differentiating each with respect to \(\omega\), \(\partial_\omega[F_0(\cos\omega t-\cos\omega_0t)] = -F_0t\sin\omega t\) and \(\partial_\omega[\omega_0^2-\omega^2] = -2\omega\), so by l'Hôpital \[x(t) = \frac{F_0\,t\sin\omega_0t}{2\omega_0}.\] Verify: \(\dot x = \frac{F_0}{2\omega_0}(\sin\omega_0t + \omega_0t\cos\omega_0t)\), \(\ddot x = \frac{F_0}{2\omega_0}(2\omega_0\cos\omega_0t - \omega_0^2t\sin\omega_0t)\), so \(\ddot x + \omega_0^2x = F_0\cos\omega_0t\) ✓, and \(x(0) = \dot x(0) = 0\) ✓.
- \(L(Ae^{i\omega_0t}) = p(i\omega_0)Ae^{i\omega_0t} = 0\), because \(\gamma = 0\) makes \(p(i\omega_0) = \omega_0^2-\omega_0^2 = 0\): the one-dimensional space \(\mathbb{C}e^{i\omega_0t}\) that the ansatz searches is mapped by \(L\) to \(\{0\}\), so it cannot contain a preimage of \(F_0e^{i\omega_0t}\). The general rule: an exponential ansatz fails exactly when the drive already lies in \(\ker L\), and the cure is to multiply by \(t\) — \(L(te^{\lambda t}) = p'(\lambda)e^{\lambda t}\) when \(p(\lambda) = 0\), and \(p'(i\omega_0) = 2i\omega_0 \ne 0\).
\(F_0 = 0.2\,\mathrm{rad\,s^{-2}}\), \(\omega_0 = 8\). At exact resonance the envelope is \(F_0t/2\omega_0 = 0.0125\,t\) rad, reaching full scale \(1.5625\) rad at \(t = 1.5625/0.0125 = \mathbf{125}\) s — over two minutes, which is what "infinite response" looks like in practice.
Off resonance, the beat maximum is \(2F_0/|\omega_0^2-\omega^2| = 1.5625\) when \(|\omega_0^2-\omega^2| = 0.4/1.5625 = 0.256\), i.e. \(\omega^2 = 63.744\), \(\omega = 7.98398\). The detuning is \(\Delta = 0.01602\,\mathrm{rad\,s^{-1}}\), a fractional detuning of \(0.20\%\); the first full-scale excursion arrives at \(\pi/\Delta = 196\) s and they recur every \(392\) s.
Check. Dimensions: \([F_0t/\omega_0] = [x]\) ✓. Limit: as \(\Delta \to 0\) at fixed \(t\), \(2F_0\sin(\Delta t/2)/(2\omega_0\Delta) \to F_0t/2\omega_0\), reproducing part 2 ✓. Number: \(2F_0/(\omega_0^2-\omega^2)\) at \(\omega = 7.98398\) is \(0.4/0.256 = 1.5625\) rad, full scale ✓.
P9 How short is a short pulse? medium
exercises: convolution with a non-impulsive drive, an expansion in a small parameter
A capacitor discharges through the galvanometer's coil, giving \(i(t) = (q/\tau)e^{-t/\tau}\) for \(t \ge 0\), total charge \(q\). Take \(\gamma = 0.4\), \(\omega_0 = 8\).
- Write \(\theta(t)\) as a convolution and, by expanding \(G(t-s)\) in powers of \(s\) and using \(\int_0^\infty s^n\tau^{-1}e^{-s/\tau}\mathrm{d}s = n!\, \tau^n\), show that for \(t \gg \tau\) \[\theta(t) = \frac{\alpha q}{I}\Big(G(t) - \tau\dot G(t) + \tau^2\ddot G(t) - \cdots\Big).\]
- Let \(t_\ast\) be the maximum of \(G\). Show that the maximum of \(\theta\) is displaced to \(t_\ast + \tau + O(\tau^2)\), and that its value is \[\theta_{\max} = \frac{\alpha q}{I}G(t_\ast)\Big(1 - \tfrac12\omega_0^2\tau^2\Big) + O(\tau^3).\] Why does the first-order term cancel?
- Evaluate the fractional error for \(\tau = 10\) ms, and say how large \(\tau\) may be before the ballistic reading is wrong by \(1\%\).
Hints · 4 rungs
Rung 1
Part 1 is a series in \(\tau\) with \(G\) and its derivatives as coefficients; part 2 is a displacement and a corrected height; part 3 is two numbers, a percentage and a time.
Rung 2
The drive is \((\alpha q/I)\) times a probability density of mean \(\tau\). Expand \(G(t-s)\) in a Taylor series about \(t\) and integrate term by term; every integral you need is \(\int_0^\infty s^n\tau^{-1}e^{-s/\tau}\mathrm{d}s = n!\tau^n\), so the factorials cancel.
Rung 3
For part 2, find the shift \(\delta\) of the maximum first, from the condition \(\Theta' = 0\) with \(\dot G(t_\ast) = 0\); then substitute \(t_\ast+\delta\) back and collect the \(\tau^2\) terms. At the end, remove \(\ddot G(t_\ast)\) using the differential equation itself.
Rung 4 — the first line
\(\displaystyle\int_0^\infty G(t-s)\,\frac{e^{-s/\tau}}{\tau}\,\mathrm{d}s = \sum_{n\ge0}\frac{(-1)^n}{n!}G^{(n)}(t)\int_0^\infty s^n\frac{e^{-s/\tau}}{\tau}\mathrm{d}s\).
Worked solution
Idea. The pulse is a probability density of width \(\tau\); convolving with it is the same as averaging \(G\) over a small window, and averaging shifts a maximum without changing its height at first order.
Working.
- The drive is \(f(s) = (\alpha q/I)\,w(s)\) with \(w(s) = \tau^{-1}e^{-s/\tau}\) for \(s \ge 0\), so \(\int_0^\infty w = 1\). Duhamel gives \(\theta(t) = (\alpha q/I)\int_0^{t}G(t-s)w(s)\,\mathrm{d}s\). For \(t \gg \tau\) the tail beyond \(s = t\) is \(O(e^{-t/\tau})\) and may be added back; expanding \(G(t-s) = \sum_n G^{(n)}(t)(-s)^n/n!\) and using \(\int_0^\infty s^nw(s)\,\mathrm{d}s = n!\,\tau^n\), \[\theta(t) = \frac{\alpha q}{I}\sum_{n\ge0}\frac{(-1)^n}{n!}G^{(n)}(t)\,n!\,\tau^n = \frac{\alpha q}{I}\Big(G(t) - \tau\dot G(t) + \tau^2\ddot G(t) - \cdots\Big).\]
Write \(\Theta(t) = G - \tau\dot G + \tau^2\ddot G\), correct to \(O(\tau^3)\). Its maximum is where \(\Theta' = \dot G - \tau\ddot G + O(\tau^2) = 0\); putting \(t = t_\ast+\delta\) and using \(\dot G(t_\ast) = 0\), \(\delta\ddot G(t_\ast) - \tau\ddot G(t_\ast) + O(\tau^2,\delta^2) = 0\), so \(\delta = \tau + O(\tau^2)\).
At that point, expanding each term about \(t_\ast\) and keeping \(O(\tau^2)\): \(G(t_\ast+\tau) = G + \tfrac12\tau^2\ddot G\); \(\tau\dot G(t_\ast+\tau) = \tau^2\ddot G\); \(\tau^2\ddot G(t_\ast+\tau) = \tau^2\ddot G\). Summing, \(\Theta_{\max} = G(t_\ast) + \big(\tfrac12 - 1 + 1\big)\tau^2\ddot G(t_\ast) = G(t_\ast) + \tfrac12\tau^2\ddot G(t_\ast)\). Finally \(LG = 0\) at \(t_\ast\) with \(\dot G(t_\ast) = 0\) gives \(\ddot G(t_\ast) = -\omega_0^2G(t_\ast)\), so \[\theta_{\max} = \frac{\alpha q}{I}G(t_\ast)\Big(1-\tfrac12\omega_0^2\tau^2\Big)+O(\tau^3).\] The first-order term cancels because \(\dot G(t_\ast) = 0\): shifting a smooth function's argument near its maximum changes the argument at first order but the value only at second.
- \(\omega_0\tau = 8\times0.010 = 0.08\), so the fractional error is \(-\tfrac12(0.08)^2 = -0.0032 = \mathbf{-0.32\%}\). (Solving the problem numerically gives \(-0.319\%\), and the peak displaced by \(10.0\) ms — exactly \(\tau\), as predicted.) For an error of \(1\%\), \(\tfrac12\omega_0^2\tau^2 = 0.01\) gives \(\tau = \sqrt{0.02}/8 = 17.7\) ms.
Check. Dimensions: \(\omega_0\tau\) is a pure number ✓. Limit \(\tau \to 0\): the series collapses to \((\alpha q/I)G(t)\), the ballistic answer ✓. Number: with \(q = 1\,\mu\mathrm{C}\) and \(\gamma = 0.4\), the ideal throw is \(0.024052\) rad and the \(10\) ms discharge gives \(0.023975\) rad — the deck's number, reduced by \(0.32\%\).
P10 The Green's function is the whole answer hard
exercises: identifying variation of parameters with convolution, initial data through G
- Prove that for constant coefficients the variation-of-parameters kernel \(K(t,s) = (x_1(s)x_2(t)-x_2(s)x_1(t))/W(s)\) equals \(G(t-s)\). Do the case of distinct roots and the repeated-root case separately, and check that your answer does not depend on which basis \(\{x_1,x_2\}\) you chose.
- Prove that the solution of \(Lx = f\) with \(x(t_0) = x_0\), \(\dot x(t_0) = v_0\) and \(f\) continuous is \[x(t) = x_0\big(\dot G(t-t_0) + \gamma G(t-t_0)\big) + v_0\,G(t-t_0) + (G*f)(t),\] by verifying that the first two terms lie in \(\ker L\) and have the right value and derivative at \(t_0\).
- Deduce that two systems with the same \(G\) have the same response to every input and the same free motion from every initial state — so \(G\) is a complete description of the system. What are the two numbers hidden in it, and how would you extract them from a measured \(G\)?
Hints · 4 rungs
Rung 1
Part 1 is an algebraic identity between two expressions; part 2 is a verification in three steps; part 3 is a sentence and a recipe with two numbers in it.
Rung 2
In part 1, write out \(W(s)\) for the exponential basis first and notice that every \(s\)-dependence in the answer is forced to appear as \(t-s\). Then do the repeated-root basis separately — the computation is shorter, not longer.
Rung 3
For part 2, you need \(\dot G(\cdot-t_0) \in \ker L\); the reason is that \(L\) has constant coefficients and so commutes with \(\mathrm{d}/\mathrm{d}t\). Then you need three values at \(t_0^+\): \(G = 0\), \(\dot G = 1\), and \(\ddot G\), which comes from the equation \(LG = 0\) itself.
Rung 4 — the first line
For distinct roots, \(W(s) = (\lambda_--\lambda_+)e^{(\lambda_++\lambda_-)s}\).
Worked solution
Idea. Two computations and one uniqueness argument.
Working.
Distinct roots. Take \(x_1 = e^{\lambda_+t}\), \(x_2 = e^{\lambda_-t}\). Then \(W(s) = e^{\lambda_+s}\lambda_-e^{\lambda_-s} - e^{\lambda_-s}\lambda_+ e^{\lambda_+s} = (\lambda_--\lambda_+)e^{(\lambda_++\lambda_-)s}\), and \[K(t,s) = \frac{e^{\lambda_+s}e^{\lambda_-t}-e^{\lambda_-s}e^{\lambda_+t}} {(\lambda_--\lambda_+)e^{(\lambda_++\lambda_-)s}} = \frac{e^{\lambda_-(t-s)}-e^{\lambda_+(t-s)}}{\lambda_--\lambda_+} = \frac{e^{\lambda_+(t-s)}-e^{\lambda_-(t-s)}}{\lambda_+-\lambda_-} = G(t-s).\]
Repeated root \(\lambda = -\omega_0\). Take \(x_1 = e^{\lambda t}\), \(x_2 = te^{\lambda t}\); then \(W(s) = e^{\lambda s}(1+\lambda s)e^{\lambda s} - se^{\lambda s}\lambda e^{\lambda s} = e^{2\lambda s}\), and \(K(t,s) = \big(e^{\lambda s}te^{\lambda t}-se^{\lambda s}e^{\lambda t}\big)/ e^{2\lambda s} = (t-s)e^{\lambda(t-s)} = G(t-s)\).
Independence of basis. If \((y_1,y_2) = (x_1,x_2)M\) with \(M\) an invertible constant matrix, then the numerator of \(K\) is \(\det\begin{pmatrix}y_1(s)&y_2(s)\\y_1(t)&y_2(t)\end{pmatrix}\), which picks up a factor \(\det M\); and \(W_y = \det M\cdot W_x\) likewise. The factors cancel, so \(K\) is unchanged. (It had to be: \(K\) is determined by the equation and the data, and no basis was mentioned in the statement of the problem \(Lx = f\), \(x(t_0) = \dot x(t_0) = 0\).)
- Put \(x_h(t) = x_0\big(\dot G(t-t_0)+\gamma G(t-t_0)\big) + v_0G(t-t_0)\). Each of \(G(\cdot-t_0)\) and \(\dot G(\cdot-t_0)\) is in \(\ker L\) on \(t > t_0\): the first because \(LG = 0\) there, the second because \(L\) has constant coefficients and therefore commutes with \(\mathrm{d}/\mathrm{d}t\) (\(L\dot G = \frac{\mathrm{d}}{\mathrm{d}t}LG = 0\)). So \(x_h \in \ker L\). At \(t = t_0^+\): \(G = 0\), \(\dot G = 1\), and \(\ddot G = -\gamma\dot G-\omega_0^2G = -\gamma\), so \[x_h(t_0) = x_0(1+0) + 0 = x_0, \qquad \dot x_h(t_0) = x_0(-\gamma+\gamma) + v_0 = v_0 .\] Meanwhile \((G*f)(t_0) = 0\) and its derivative there is \(G(0)f(t_0) + \int_{t_0}^{t_0}\dot G\,f = 0\). So \(x = x_h + G*f\) satisfies \(Lx = f\) with the stated data, and by unit 01's uniqueness theorem it is the solution. \(\square\)
- If two systems have the same \(G\) then, by part 2, they produce the same \(x\) for every \(f\) and every \((x_0,v_0)\) — the formula contains no other information about the system. The two numbers hidden in \(G\) are \(\gamma\) and \(\omega_0\). From a measured \(G\): read the ringing period to get \(\omega_\mathrm{d} = 2\pi/T_\mathrm{d}\), read the logarithmic decrement of successive maxima to get \(\gamma = 2\delta/T_\mathrm{d}\), and then \(\omega_0 = \sqrt{\omega_\mathrm{d}^2+\gamma^2/4}\). Two readings off one ring-down and the system is known completely.
Check. Dimensions: \([\dot G] = 1\) and \([\gamma G] = 1\), so \(x_0\) multiplies a pure number ✓. Limit \(f = 0\), \(x_0 = 0\): \(x = v_0G\), which is the definition of the impulse response ✓. Number: for the galvanometer at \(\gamma = 0.4\), \(T_\mathrm{d} = 0.78564\) s and \(\delta = 0.15713\) give \(\gamma = 2\times0.15713/0.78564 = 0.4000\) and \(\omega_0 = \sqrt{7.99750^2+0.04} = 8.0000\) ✓.
P11 Energy, \(Q\), and the logarithmic decrement routine
exercises: the energy balance, the exact and the approximate readings of Q
For the free underdamped oscillator with \(E = \tfrac12\dot x^2 + \tfrac12\omega_0^2x^2\) (unit mass):
- Show \(\dot E = -\gamma\dot x^2 \le 0\) exactly, and identify the unit 02 structure this is an instance of.
- Show that the average of \(E\) over one period \(T_\mathrm{d}\) falls by exactly the factor \(e^{-\gamma T_\mathrm{d}}\) from each period to the next. (Hint: \(E(t) = e^{-\gamma t}P(t)\) with \(P\) periodic.)
- Show that the logarithmic decrement is \(\delta = \pi\gamma/\omega_\mathrm{d}\), and that \(Q = \pi/\delta\) up to a relative error of order \(1/Q^2\).
- For the galvanometer at \(R = 995\,\Omega\): give \(T_\mathrm{d}\), \(\delta\), the ratio of successive maxima, the exact fraction of energy lost per cycle, and the value of \(2\pi/Q\). By what percentage do the last two disagree, and which is the definition of \(Q\) used in this course?
Hints · 4 rungs
Rung 1
Part 1 is one line and a name from unit 02; part 2 is an exact ratio; part 3 is a formula and an error estimate; part 4 is five numbers and a percentage.
Rung 2
For part 1, differentiate \(E\) and use the equation to eliminate \(\ddot x\) — two of the three terms cancel. For part 2, do not average anything by hand: write \(E(t) = e^{-\gamma t}P(t)\) and shift the variable of integration by one period.
Rung 3
For part 3, successive maxima are one full period apart, not half; the stationarity condition is a tangent equation whose roots are spaced by \(\pi/\omega_\mathrm{d}\) and alternate between maxima and minima. The error estimate comes from expanding \(\sqrt{1-1/4Q^2}\).
Rung 4 — the first line
\(\dot E = \dot x\ddot x+\omega_0^2x\dot x = \dot x\big(\ddot x+\omega_0^2x\big)\).
Worked solution
Idea. Differentiate \(E\) once; then note that the energy is an exponential times something periodic, which makes the "per cycle" statement exact.
Working.
- \(\dot E = \dot x\ddot x + \omega_0^2x\dot x = \dot x(\ddot x + \omega_0^2x) = \dot x(-\gamma\dot x) = -\gamma\dot x^2 \le 0\), with equality only where \(\dot x = 0\). This is unit 02's gradient-like flow: \(E\) is a Lyapunov function with \(\dot E \le 0\), non-strict, which is exactly the situation LaSalle's invariance principle was built for — and it gives asymptotic stability of the origin without any linearisation.
- Write \(x = Ae^{-\gamma t/2}\cos(\omega_\mathrm{d}t-\phi)\); then both \(x\) and \(\dot x\) are \(e^{-\gamma t/2}\) times a \(T_\mathrm{d}\)-periodic function, so \(E(t) = e^{-\gamma t}P(t)\) with \(P(t+T_\mathrm{d}) = P(t)\). Hence \[\int_{t+T_\mathrm{d}}^{t+2T_\mathrm{d}}\!\!E = \int_{t}^{t+T_\mathrm{d}}\!\! e^{-\gamma(s+T_\mathrm{d})}P(s+T_\mathrm{d})\,\mathrm{d}s = e^{-\gamma T_\mathrm{d}}\int_{t}^{t+T_\mathrm{d}}\!\! E,\] substituting \(s \mapsto s+T_\mathrm{d}\). The period-average therefore falls by exactly \(e^{-\gamma T_\mathrm{d}}\) each cycle — no small-\(\gamma\) assumption.
- Successive maxima of \(x\) are \(T_\mathrm{d}\) apart (the stationarity condition \(\tan(\omega_\mathrm{d}t-\phi) = -\gamma/2\omega_\mathrm{d}\) has solutions spaced by \(\pi/\omega_\mathrm{d}\), alternating maxima and minima), and at each the cosine factor repeats; so the ratio is the envelope's, \(\delta = \gamma T_\mathrm{d}/2 = \pi\gamma/\omega_\mathrm{d}\). Then \[\frac{\pi}{\delta} = \frac{\omega_\mathrm{d}}{\gamma} = \frac{\omega_0}{\gamma}\sqrt{1-\frac{1}{4Q^2}} = Q\Big(1 - \frac{1}{8Q^2}+O(Q^{-4})\Big),\] a relative error \(1/8Q^2\).
- \(\gamma = 0.4\), \(\omega_\mathrm{d} = 7.997500\): \(T_\mathrm{d} = 2\pi/\omega_\mathrm{d} = 0.785644\) s; \(\delta = \pi\gamma/\omega_\mathrm{d} = 0.157129\); successive-maximum ratio \(e^{-\delta} = 0.854594\); energy lost per cycle \(1-e^{-\gamma T_\mathrm{d}} = 0.269669\); \(2\pi/Q = 0.314159\). The last two disagree by \((0.314159-0.269669)/0.269669 = \mathbf{16.5\%}\). The definition used in this course is \(Q = \omega_0/\gamma\); the "energy-per-cycle" reading is a consequence of it, valid to \(O(1/Q)\), and it is the one to distrust.
Check. Dimensions: \(E\) is \([x]^2\mathrm{T^{-2}}\) throughout (unit mass), and \(\gamma\dot x^2\) is \([x]^2\mathrm{T^{-3}}\) as \(\dot E\) must be ✓. Limit \(\gamma\to0\): \(\delta \to 0\), \(\pi/\delta \to \infty = Q\) ✓. Number: \(\pi/\delta = 19.9937\) against \(Q = 20\), a relative error \(3.1\times10^{-4} = 1/(8\times400)\) ✓ — the predicted \(1/8Q^2\), to four figures.
P12 Causality, and where the poles are hard
exercises: the transform of G, the half-plane causality picks out, what is deferred to unit 20
- Prove that \(\hat G(\omega) = \int_0^\infty G(\tau)e^{-i\omega\tau} \mathrm{d}\tau = \chi(\omega)\) for real \(\omega\), by splitting \(G\) into exponentials. Do not use any complex analysis.
- Prove that, in the underdamped case \(\gamma < 2\omega_0\), the same integral converges for every complex \(\omega\) with \(\operatorname{Im}\omega < \gamma/2\), and identify precisely which property of \(G\) makes one half-plane special rather than both.
- Locate the two zeros of \(p(i\omega)\) in the complex \(\omega\) plane, and interpret their real and imaginary parts physically. What happens to them as \(\gamma \to 0\), and what does that say about an undamped oscillator?
- The Kramers–Kronig relations express \(\operatorname{Re}\chi\) at one frequency as a principal-value integral of \(\operatorname{Im}\chi\) over all frequencies, and conversely. State what would still have to be proved to get from "the integral converges in a half-plane" to a relation of that form, listing the missing ingredients one by one, and name the unit that supplies them. Do not attempt the proof.
Hints · 4 rungs
Rung 1
Part 1 is an identity between an integral and a rational function; part 2 is an inequality defining a half-plane; part 3 is two complex numbers with an interpretation; part 4 is a list of missing ingredients and one unit number.
Rung 2
\(G\) is a difference of two exponentials, so the integral is two copies of \(\int_0^\infty e^{c\tau}\mathrm{d}\tau\) with \(\operatorname{Re}c < 0\). Nothing harder than that appears, and no contour is needed anywhere in this problem.
Rung 3
For part 2, all that matters is \(|e^{-i\omega\tau}| = e^{\tau\operatorname{Im}\omega}\) against the decay of \(|G|\); then ask what would change if the integral ran from \(-\infty\). For part 3, solve \(p(i\omega) = 0\) as a quadratic in \(\omega\), not in \(i\omega\).
Rung 4 — the first line
\(\displaystyle\int_0^\infty e^{(\lambda-i\omega)\tau}\,\mathrm{d}\tau = \frac{-1}{\lambda-i\omega}\) whenever \(\operatorname{Re}(\lambda-i\omega) < 0\).
Worked solution
Idea. \(G\) is a sum of two exponentials, so the integral is elementary; the lower limit \(0\) rather than \(-\infty\) is what makes one half-plane special.
Working.
- Proof. \(G(\tau) = \big(e^{\lambda_+\tau}-e^{\lambda_-\tau}\big)/ (\lambda_+-\lambda_-)\) for \(\tau \ge 0\), with \(\operatorname{Re}\lambda_\pm < 0\). For real \(\omega\) and either root, \[\int_0^\infty e^{(\lambda-i\omega)\tau}\,\mathrm{d}\tau = \Big[\frac{e^{(\lambda-i\omega)\tau}}{\lambda-i\omega}\Big]_0^\infty = \frac{-1}{\lambda-i\omega},\] the upper limit vanishing because \(|e^{(\lambda-i\omega)\tau}| = e^{\operatorname{Re}\lambda\,\tau} \to 0\). Hence \[\hat G(\omega) = \frac{1}{\lambda_+-\lambda_-} \Big[\frac{-1}{\lambda_+-i\omega}+\frac{1}{\lambda_--i\omega}\Big] = \frac{1}{\lambda_+-\lambda_-}\cdot\frac{\lambda_+-\lambda_-} {(\lambda_+-i\omega)(\lambda_--i\omega)} = \frac{1}{(i\omega-\lambda_+)(i\omega-\lambda_-)},\] the last step using \((-1)(-1) = 1\) on both factors. Since \(p(\mu) = (\mu-\lambda_+)(\mu-\lambda_-)\), this is \(1/p(i\omega) = \chi(\omega)\). \(\square\) (The repeated-root case follows by continuity, or by the same integral with \(G = \tau e^{\lambda\tau}\), which gives \(1/(i\omega-\lambda)^2\).)
Proof. Let \(\omega = \omega_r + i\omega_i\). Then \(|e^{-i\omega\tau}| = e^{\omega_i\tau}\) and \(|G(\tau)| \le e^{-\gamma\tau/2}/\omega_\mathrm{d}\), so the integrand is bounded by \(e^{(\omega_i-\gamma/2)\tau}/\omega_\mathrm{d}\), which is integrable on \([0,\infty)\) whenever \(\omega_i < \gamma/2\). \(\square\)
The hypothesis matters. Overdamped, \(0 \le G(\tau) \le e^{\lambda_+\tau}/(\lambda_+-\lambda_-)\) and the same argument gives only \(\omega_i < |\lambda_+|\), which is smaller than \(\gamma/2\) because \(\lambda_+ > -\gamma/2\); and it cannot do better, since \(\chi\) has a pole at \(\omega = i|\lambda_+|\). Critically damped, \(G = \tau e^{-\omega_0\tau}\) gives \(\omega_i < \omega_0 = \gamma/2\). In every regime the closed lower half-plane is inside.
The property responsible is \(G(\tau) = 0\) for \(\tau < 0\). Had \(G\) been non-zero on the negative axis, the integral would have run over all of \(\mathbb{R}\), and the factor \(e^{\omega_i\tau}\) would have blown up at one end or the other for every \(\omega_i \ne 0\): no half-plane would be distinguished. One half-plane, not both, is the mathematical shadow of "no response before the kick".
\(p(i\omega) = -\omega^2+i\gamma\omega+\omega_0^2 = 0\) gives \(\omega^2 - i\gamma\omega - \omega_0^2 = 0\), so \[\omega = \frac{i\gamma \pm \sqrt{4\omega_0^2-\gamma^2}}{2} = \pm\omega_\mathrm{d} + \frac{i\gamma}{2}.\] For the galvanometer at \(\gamma = 0.4\): \(\omega = \pm7.9975 + 0.2\,i\). The real part is the ringing frequency, the imaginary part the decay rate of the envelope: a pole of the response is a free mode of the system, written as one complex number. They sit in the upper half-plane, at height \(\gamma/2\) — on the far side from the region where \(\hat G\) converges, exactly as causality requires.
As \(\gamma \to 0\) the poles descend to the real axis at \(\pm\omega_0\). A response function with a singularity at a real frequency has no bounded steady state there, which is undamped resonance seen from the complex plane; and the "no singularity in the lower half-plane" statement becomes marginal, which is the analytic face of the fact that an undamped oscillator never forgets its initial conditions.
- Still to be proved: (i) that an integral of this form defines a holomorphic function of \(\omega\) on the open half-plane, not merely a convergent one — Morera's theorem, or differentiation under the integral sign; (ii) Cauchy's theorem, to say that the contour integral of \(\chi(\omega')/(\omega'-\omega)\) round a closed path in that half-plane vanishes; (iii) an estimate showing the large semicircle contributes nothing, which needs \(\chi(\omega) \to 0\) as \(|\omega|\to\infty\) — true here, since \(\chi \sim -1/\omega^2\); and (iv) the Sokhotski–Plemelj limit, which is where the principal value and the factor \(1/\pi\) come from. All four are unit 20. Attempting them here would be using what has not arrived.
Check. Dimensions: \([\hat G] = \mathrm{T}\times\mathrm{T} = \mathrm{T^2} = [\chi]\) ✓. Limit: at \(\omega = 0\), \(\hat G(0) = \int_0^\infty G = 1/\omega_0^2 = \chi(0)\) ✓ — and that integral is the step response at \(t = \infty\), the static deflection, which is the same statement in the time domain. Number: at \(\gamma = 0.4\), \(\omega_0 = 8\), \(\omega = 5\), numerical integration of \(\int_0^\infty G(\tau)e^{-5i\tau}\mathrm{d}\tau\) gives \(0.0255738 - 0.0013115\,i\), and \(1/(39+2i) = 0.0255738 - 0.0013115\,i\) ✓.