Thinking in Waves Episode 56 / Part XIX — Back to Physics, with the Tools

To the longest stretch of decades, with new instruments

Back to \(1/f\) ──
“many time constants” came with a price tag Episode 2 said “\(1/f\) is a superposition of many time constants.” ★ How many is “many”?
★ Measured: decades of \(1/f\) = decades of \(\tau\) − 2.2 (slope 0.9916, intercept \(-2.17\)). You always lose 2.2 decades at the ends.
★★ And “\(1/f\) has no low-frequency cutoff” turns out not to be a measurable claim ── seeing the knee requires an observation longer than \(\tau_{\max}\) (Episode 5).

Tools needed: Episodes 2, 5, 27, 51, 53, 55Computation: kenshou/ichif.js

Part XVIII assembled the tools for “how much can we actually say.”
★ Carrying them, we go back to the longest stretch of decades in this series ── the \(1/f\) of Episode 2.

01Use Episode 2’s construction as it stands

The superposition integral $$S(\omega)=\int g(\tau)\frac{\tau}{1+\omega^2\tau^2}d\tau,\qquad g(\tau)\propto\tau^{-\gamma}\ \Longrightarrow\ S\propto\omega^{\gamma-2},\quad \beta=2-\gamma$$
\(\omega\)local \(\beta\)\(|\beta-1|\)
\(10^{-5}\)0.9310176.9e−2
\(10^{-3}\)0.9993496.5e−4
11.000000★ 2.7e−15
\(10^{3}\)1.0006516.5e−4
\(10^{5}\)1.0689836.9e−2

★ With \(\tau\) spanning 12 decades (\(10^{-6}\) to \(10^{6}\)), the middle sits cleanly on \(\beta=1\) and the ends fall off.

02★★★ How much the ends cost ── “decades of \(\tau\) minus \(c\)”

If \(\tau\) spans \(T\) decades, over how many decades does \(\beta=1\) hold to within \(\pm0.05\)?

decades of \(\tau\), \(T\)★ decades of \(1/f\)★ lost
30.8622.138
41.7612.239
63.7482.252
85.7452.255
107.7462.254
129.7512.249

The core of §02 ── ★★★ the core of this episode

decades of \(1/f\) \(=0.9916\times T-2.17\)
── slope essentially 1, intercept \(-2.2\).

★ So what you get is “the decades of \(\tau\), minus about 2.2.” Those 2.2 decades at the ends are lost no matter how large \(T\) becomes.
★★ Episode 2 wrote “a superposition of many time constants,” and that “many” came with a price ── you need the decades you want to see, plus 2.2.
★ To report “we saw \(1/f\) over 6 decades,” \(\tau\) must span at least 8.2 decades.

03Re-measuring Episode 27’s “ratio that fixes \(\beta\)”

\(\gamma\)predicted \(\beta=2-\gamma\)★ measured \(\beta\) (at centre)difference
0.61.4000001.3998701.3e−4
0.81.2000001.1999909.7e−6
1.01.0000001.0000002.7e−15
1.20.8000000.8000109.7e−6
1.40.6000000.6001301.3e−4

The core of §03

★★ \(\beta=2-\gamma\) confirmed numerically.
★ In Episode 27’s language ── how much \(D(E)\) changes per decade of \(\tau\) fixes \(\gamma\), and that fixes \(\beta\).
★★★ And this is falsifiable ── measure \(D(E)\) (the distribution of activation energies) independently, and \(\beta\) is predicted.

04★ Is “\(1/f\) goes on forever” a measurable claim?

The low-frequency knee sits at \(\tau_{\max}\). To see it, the observation must be longer than \(\tau_{\max}\).

observation timelowest visible \(f\) [Hz]★ visible decades (upper edge 1 kHz)
1 second1.0e+03.00
1 hour2.8e−46.56
1 day1.2e−57.94
1 year3.2e−810.50
10 years3.2e−9★ 11.50

The core of §04

★ Ten years of measuring buys 11.5 decades. Experiments typically report around 6.
★★★ So “\(1/f\) has no low-frequency cutoff” may be saying no more than “\(\tau\) longer than the observation is invisible.”
★★ In Episode 55’s words ── this is “cannot measure,” not “does not exist.” It has exactly the shape of Episode 5’s “a period longer than the age of the universe is indistinguishable from a constant.”
★ Combined with §02 ── if you saw 6 decades of \(1/f\), then \(\tau\) spans at least 8.2 decades, which means there are \(\tau\) more than 2 decades longer than the lowest frequency you can see.

05So what would settle it?

what to doverdictwhy
★ measure \(D(E)\) independently◎ settles it★ \(\beta\) becomes predicted (§03)
observe for longer△ grows only as a logEpisode 53. 10× buys 1 decade
estimate \(\tau_{\max}\) separately◎ promisingfrom the upper limit on activation energy
★ change the temperature◎ promising★ \(\tau=\tau_0e^{E/kT}\), so the whole window shifts
shrink the sample◎ promising★ fewer defects; it should go discrete
\(E\) [eV]\(T=100\)K\(T=200\)K\(T=300\)K\(T=400\)K
0.31.3e+153.6e+71.1e+56.0e+3
0.51.6e+254.0e+122.5e+82.0e+6
1.02.5e+501.6e+25★ 6.3e+164.0e+12

The core of §05 (the table is \(\tau/\tau_0\))

★★★ At 300 K with \(E=1.0\) eV, \(\tau\) is \(6\times10^{16}\) times \(\tau_0\) ── with \(\tau_0=10^{-13}\) s that is \(\tau\approx6\times10^3\) s. Observable.
★ Lower the temperature and that \(\tau\) lengthens sharply, so the \(1/f\) knee should move down.
★★ Whether it moves is the most direct test of Episode 2’s “superposition of activated processes” ── changing temperature beats observing longer. Episode 53’s “range cannot be bought with time” is doing the work here too.

06What we can and cannot say as waves

itemverdictbasis
\(\beta=2-\gamma\)◎ numericalagreement to \(10^{-6}\)
★ decades of \(1/f\) \(=T-2.2\)◎ numerical★ intercept constant over \(T=3\)–12
Episode 27’s ratio re-confirmed◎ numerical\(D(E)\) fixes \(\beta\)
★ “no cutoff” is not measurable◎ logical★ invisible unless observation exceeds \(\tau_{\max}\)
10 years buys 11.5 decades◎ numericalreports are typically around 6
★ temperature is the strongest handle○ proposal★ \(\tau=\tau_0e^{E/kT}\)
★ test against real data× not attempted★ this episode is synthetic only

Exercises

  1. Where do the “2.2 decades” of §02 come from?
    Show answer
    From the width of a single Lorentzian’s bend. One Lorentzian \(\tau/(1+\omega^2\tau^2)\) takes about a decade on each side of \(\omega\tau=1\) to turn its slope from 0 to \(-2\) (the same structure as the “5.36 decades each” measured in Episode 48 §03).
    ★ At the ends of the superposition, those not-yet-fully-bent Lorentzians are what you see.
    ★★ So the 2.2 is “1.1 decades at each end” ── about the width of one Lorentzian’s bend.
    ★ Loosen the criterion (to \(\pm0.1\)) and the 2.2 shrinks ── the 2.2 here is the value under a \(\pm0.05\) criterion. ★ As Episode 55 insisted, the criterion is part of the number and should be written with it.
  2. §04 says “no cutoff is not measurable.” Was Episode 2’s claim therefore empty?
    Show answer
    No ── Episode 2 did not claim “no cutoff.” What it said was “\(1/f\) cannot be made from a single time constant; it takes many superposed,” and that holds over the decades actually observed (§02: if you saw 6 decades, \(\tau\) spans 8.2).
    ★ What cannot be measured is only “does it continue beyond that” ── the substance of the claim is intact.
    ★★ In the handbook’s phrasing from Episode 49 ── write “\(1/f\) holds over \(N\) decades,” never “it holds forever.”
    ★ This series never wrote “forever” in Episode 2 ── but it did not state the number of decades either, and that is what this episode fixes.
  3. §05 concludes that changing the temperature is strongest. Which of Episode 54’s ways of buying range is that?
    Show answer
    ③ change the system itself. Changing \(T\) shifts \(\tau=\tau_0e^{E/kT}\) bodily, so the window of visible \(\tau\) moves with the same sample and the same instrument.
    ★ And it moves exponentially ── at \(E=1.0\) eV, 300 K → 200 K takes \(\tau/\tau_0\) from \(6\times10^{16}\) to \(1.6\times10^{25}\), more than 8 decades.
    ★★ Episode 54 found that raising \(Re\) only helps as \(\log Re\); here the dependence is exponential, so the leverage is in a different league.
    ★★★ In other words, the very mechanism called “activation” hands us a way to buy range ── Episode 28’s “addition becomes multiplication,” now working on the measurement side.

Summary — “many” had a price tag

Carrying the tools assembled in Part XVIII, we went back to the \(1/f\) of Episode 2.

First, \(\beta=2-\gamma\) confirmed to \(10^{-6}\) (with \(g(\tau)\propto\tau^{-\gamma}\)). Episode 27’s “\(D(E)\) fixes \(\beta\)” survives, and measuring \(D(E)\) independently would predict \(\beta\) ── it remains falsifiable.

★★★ The core of this episode ──
decades of \(1/f\) \(=0.9916\times\)(decades of \(\tau\))\(-2.17\).
You always lose 2.2 decades at the ends.

★ Episode 2’s “superposition of many time constants” carried a price ── the decades you want to see, plus 2.2. To say “we saw 6 decades of \(1/f\)” requires \(\tau\) spanning at least 8.2 decades.

★★ And “\(1/f\) has no low-frequency cutoff” is not a measurable claim ── seeing the knee requires an observation longer than \(\tau_{\max}\), and ten years buys only 11.5 decades. It is the same shape as Episode 5’s “a period longer than the age of the universe is indistinguishable from a constant,” and in Episode 55’s words it is “cannot measure,” not “does not exist.”

★ The substance of Episode 2 is intact ── “a single time constant cannot do it” holds over the decades observed. ★ What needs fixing is only the phrasing: write “over \(N\) decades,” not “forever.”

★★ The strongest way to settle it is to change the temperature ── since \(\tau=\tau_0e^{E/kT}\), going from 300 K to 200 K moves \(\tau\) by more than 8 decades. That is Episode 54’s “change the system itself,” and it works exponentially ── far faster than observing longer.

This document is Episode 56 of the “Thinking in Waves” series. The computations are in kenshou/ichif.js. On the numbers in this episode: the numerical superposition integral, the measurement of local \(\beta\) (Episode 51’s window fit), the relation between decades of \(1/f\) and decades of \(\tau\), the observation time versus visible decades, and \(\tau/\tau_0\) from activation are all computed here. That a superposition of Debye relaxations produces \(1/f\), that \(\beta=2-\gamma\), and the activated form \(\tau=\tau_0e^{E/kT}\) are all well-known results and are not discoveries of this episode ── what this episode did was use the tools of Episodes 51–55 to measure “how many decades can we claim,” and put the relation between the decades of \(1/f\) and the decades of \(\tau\) into a number. The “2.2 decades” of §02 depends on the \(\pm0.05\) criterion and on a fitting window of 0.2 decades; with a \(\pm0.1\) criterion the value is smaller (as Episode 55 insisted, the criterion is part of the number). The “experiments typically report around 6 decades” in §04 describes the representative situation, not a value from a specific paper. The \(\tau_0=10^{-13}\) s in §05 is an estimate from a typical lattice-vibration period. This episode also uses synthetic data only, and has not been applied to real measurements. ── To print, use your browser’s Print → Save as PDF.

Printing / PDF: ⌘+P (Ctrl+P on Windows). “Show answer” opens the solutions.