Showing posts with label physics. Show all posts
Showing posts with label physics. Show all posts

March 3, 2021

Heuristic derivation of physical laws - II

In the previous post I presented the main result of Trachenko et al. [1] concerning the speed of sound in solids and a possible fundamental upper bound for this parameter. Here, I will add a couple of observations. 

Clean derivation

The heuristic formula for the speed of sound in elemental solids, \( \frac{v_{\text{est}}}{c} = \alpha \sqrt{\frac{m_e}{2 m_p} } A^{-1/2}\) arises quite naturally; in particular, the ratio \(\frac{m_e}{m_p}\) intervenes because the Ry contains the mass of the electron, but the density is given by that of nucleons. In contrast, Press and Lightman [2] put this factor in "by hand", noting that the electron is bound, but the whole molecule vibrates (see the paragraph above Eq. (9)) and neglect the mass number dependence. This line of reasoning is also presented by Ref. [1] as a second option.

Large experimental scatter

The experimental values in Fig. 1 are rather scattered around the theoretical prediction; this is to be expected for such a simple approach, and even agreement within a factor of two for all points is remarkable; however, this should be taken into account in the following discussion. For instance, when mentioning the excellent agreement (within 3%) between the theoretically predicted maximum and the fitted value I would have expected the authors to give the uncertainty on the latter, as well as on the exponent of the variation with the mass number. How close is it to \(-1/2\)?

At what pressure?

The most serious difficulty of the universality claim has to do with the conditions under which the speed of sound is measured (or evaluated numerically). The upper value \( v_{u} = \alpha \sqrt{\frac{m_e}{2 m_p} \, c} \) should apply for solid hydrogen, and the authors further limit this to metallic hydrogen, but this putative phase only occurs at high pressure, above 400 GPa (note that the speed of sound in solid hydrogen at a few GPa is much lower than \( v_{u}\), see e.g. [3]). Simulations then yield good agreement with the \( v_{u}\), but one is now confused: why compare hydrogen at 600 GPa with all the other elements at standard pressure? Could the speed of sound in high-pressure diamond exceed \( v_{u}\)?


1 Trachenko, K. et al., Speed of sound from fundamental physical constants Science Advances 6, eabc8662, (2020).
2 Press, W. H. and Lightman, A. P., Dependence of macrophysical phenomena fundamental constants Phil. Trans. R. Soc. Lond. A 310, 323-336, (1983); two lines above Eq. (10).
3 Guerrero, C. L. and Perlado, J. M., Speed of sound in solid molecular hydrogen-deuterium: Quantum Molecular Dynamics Approximation Journal of Physics: Conference Series 717, 012018, (2016).

February 27, 2021

Heuristic derivation of physical laws - I

From time to time I find myself fascinated by the idea of deducing the relations that describe a certain phenomenon not by solving the full relevant equations but via a simplified model. I am not talking about purely dimensional analysis based on Buckingham's Pi theorem [1], but of more complicated situations, involving several parameters with the same dimensions. When presented by a gifted author (such as Weisskopf [2]), the process seems very straightforward, and one would even be tempted to teach it to undergrads. When going into the details, however, things soon become more complicated and good numerical agreement is sometimes due to the fortunate compensation of two opposite errors.

A recent paper on the speed of sound in solids [3] provides a good illustration. The authors propose a remarkably simple expression for the maximum speed of sound and support it with simulations of metallic hydrogen.

Let us try some dimensional analysis: neglecting the contribution of the shear modulus, the longitudinal speed of sound \(v = \sqrt{\frac{K}{\rho}}\), where \(K\) is the bulk modulus of the material and \(\rho\) its mass density. \(K\) is in units of \(\text{Pa} = \text{J/m}^3\), so a first estimate \(K_{\text{est}} = 1\, \text{Ry}/a_0^3\), where the Rydberg \(\text{Ry} = \frac{\alpha^2}{2} m_e c^2= 13.6\text{ eV} = 1313\text{ kJ/mol}\) is the binding energy of the electron in the hydrogen atom, which can be elegantly expressed in terms of the fine structure constant \(\alpha\), the mass of the electron \(m_e\) and the speed of light in vacuum \(c\). The length scale \(a_0 = 0.053 \text{ nm}\) is the Bohr radius. This estimation fails miserably, because the resulting \(K_{\text{est}} = 13000\, \text{GPa}\), while the experimental values for (elemental) solids are all below 500 GPa, and most are even below 100 GPa (see the middle panel in Figure 1 of Ref. [4]). The reason is obvious if we look at the other panels of the same Figure: The Ry overestimates the cohesion energies \(E_c\) by a factor between 2 and 20, while the molar volume estimated using \(a_0\) as an interatomic distance, \(V_{\text{est}} = N_A \, a_0^3\), is almost two orders of magnitude below the real-life data. Of course, \(a_0\) is the radius so the distance between atoms is at least \(2a_0\), reducing the discrepancy by a factor of 8. This is still not enough and, furthermore, trying the estimate the numerical prefactors kind of defeats the whole purpose of dimensional analysis.

Surprisingly, estimating the speed of sound works much better! I'll follow here the reasoning in [3], although a very similar formula (diferring only by a factor of \(\sqrt{2}\)) was obtained by Press and Lightman [5]. Let us denote the (unspecified) interatomic distance by \(d\): then \(K_{\text{est}} = E_c/d^3\) and \(\rho = M_{\text{atom}}/d^3 \simeq A \, m_p/d^3\), where \(A\) is the mass number of the atom in question and \(m_p\) is the mass of the proton. Taking once again \(E_c = 1 \, Ry\), we finally obtain:

\begin{equation}
\label{eq:vA}
v_{\text{est}} = \sqrt{\frac{1 \, Ry/d^3}{A \, m_p/d^3}} = \sqrt{\frac{Ry}{A \, m_p}} = \alpha \, c \sqrt{\frac{m_e}{2 A \, m_p}} \Longrightarrow \frac{v_{\text{est}}}{c} = \alpha \sqrt{\frac{m_e}{2 m_p} } A^{-1/2}
\end{equation}

This is the first result of Ref. [3], and it works quite well, with the experimental points scattered around it within half a decade (factors of 0.6 to 2.4), see their Figure 1.
As mentioned above, Eq. \eqref{eq:vA} is not exactly new; the authors supplement it by taking the lightest element (H, with A = 1) and claiming that the corresponding value is an upper bound for the speed of sound in condensed phases:

\begin{equation}
\label{eq:vu}
v_{u} = \alpha \sqrt{\frac{m_e}{2 m_p} } c \simeq 36 \, \text{km/s}
\end{equation}

Remarkably, their DFT calculations for metallic hydrogen are in excellent agreement (within 3%) with Eq. \eqref{eq:vu}. This is a very strong conclusion: an upper limit for a physical parameter is given in terms of fundamental constants and is supported by numerical results. I do however have some reservations, which I will detail in the next post.


1 Barenblatt, G. I. Scaling, self similarity, and intermediate asymptotics, Cambridge University Press (1996).
2 Weisskopf, V. F. Search for Simplicity Am. J. Phys. 53, 19, (1985).
3 Trachenko, K. et al., Speed of sound from fundamental physical constants Science Advances 6, eabc8662, (2020).
4 Brazhkin, V. V. et al., Harder than diamond: dreams and reality Phil. Mag. A 82, 231-253, (2002); cited in [3] as Ref. (15).
5 Press, W. H. and Lightman, A. P., Dependence of macrophysical phenomena fundamental constants Phil. Trans. R. Soc. Lond. A 310, 323-336, (1983); two lines above Eq. (10).

August 10, 2019

Experience as boundary conditions for belief

It is not often that one uses field theory as a metaphor to clarify results from another domain; Quine manages that in Two Dogmas of Empiricism. After discussing the difficulties of defining analyticity and its relation to redutionism he opens section VI by the following image:

The totality of our so-called knowledge or beliefs, from the most casual matters of geography and history to the profoundest laws of atomic physics or even of pure mathematics and logic, is a man-made fabric which impinges on experience only along the edges. Or, to change the figure, total science is like a field of force whose boundary conditions are experience. A conflict with experience at the periphery occasions readjustments in the interior of the field.

Our knowledge is not a one-to-one representation of the world, like a full-scale map unfolded over the territory (see also Borges and Eco on this point.) The two are rather autonomous domains that only meet at the boundary, each with its own "structure".

October 31, 2018

Cristallographie et Grands Equipements

I gave the "Small-angle scattering" lecture of this school (organized by the SOLEIL synchrotron from 16 to 19 October.) My slides (and those of the other lecturers) are available here. Mine are partly in French (the first part, dealing with the form factor) and partly in English (the second half, on the structure factor.)

July 18, 2018

March 27, 2018

The effect of gramicidin inclusions on the local order of membrane components

Our paper has just been published in The European Physical Journal E!

March 24, 2018

Coupling between Inclusions and Membranes at the Nanoscale

Our paper has just been published in Physical Review Letters!

October 21, 2016

Work

I will be working this week-end: proof.

February 13, 2016

Water is HO2 (for at least one philosopher)

This evening I've been listening to some podcasts of talks given at the Nietzsche on Mind and Nature conference (Oxford, 2009).

There are some interesting points to be made, so I'll probably write a couple more posts on this, but what I found striking is Günter Abel's affirmation (about 08:55 into his talk; see the video) "[...] saying for example (famous example) 'water is HO2'..." Now, everyone can misspeak, but he did not correct himself and there were no reactions from the audience (then again, this was a philosophy conference held in Oxford, so maybe all attendants were being exceptionnally polite). Is this the general level of scientific education in the population of philosophy professors?!

The topic of Abel's talk is not directly related to science, although he does address the tension between consciousness and neurobiology (and how one should not identify conscious states and physical processes etc.)

February 11, 2016

Detection of gravitational waves

LIGO detected gravitational waves originating in the merger of a binary black hole (and made history in the process).

https://twitter.com/LIGO/status/697827514266202112
http://journals.aps.org/prl/abstract/10.1103/PhysRevLett.116.061102

January 19, 2016

Scattering from a bunch of parallel wires

I got interested in this problem by trying to understand a result in [1], and also because it may be useful for some stuff I'm currently working on. Consider a collection of \(N\) very (infinitely) long objects, parallel to the \(z\)-axis and whose centers have positions \(\mathbf{R}_{j}\) in the \((x,y)\) plane. We are interested in the orientationally averaged scattering signal.

December 19, 2015

What is an order parameter?

For those of us working with liquid crystals, the answer tends to be fairly automatic: "the average of the second Legendre polynomial over the orientation distribution". Only in a second step do we think to qualify the definition: it concerns the quadrupolar order parameter (call it S) in a three-dimensional system. S = 0 for isotropic orientation, S = 1 when the molecules are perfectly oriented along an axis (the director) and S = –1/2 when they are all perpendicular to the director.

Whether it is the appropriate one depends on the problem at hand: if the particles constituting the system do not have inversion symmetry we should probably use the dipolar order parameter. It is less obvious that, although S describes well the tendency of molecules to align along an axis or perpendicular to it, it is not appropriate for any preferred angle: if all molecules make the "magic angle" θm = arccos(1/√3) ≅ 54.7° with the director, S is again zero so it cannot help distinguish between this situation and a purely isotropic distribution. One should then resort to the octupolar order parameter (or possibly a combination of quadrupolar and octupolar terms, for other angles?)

It may be useful to look at order parameters pragmatically, as Landau did for his theory of phase transitions: they are constructed such as to be zero in one phase and finite in another one. It is up to us to identify the phases and to define the most convenient parameter with regard for the particular system but also for the information we want to extract.

November 22, 2015

Do nano-objects have color?

I've been reading Jim Pivarski's blog Coffeeshop Physics for some time, and I always find the topics interesting and the perspective refreshing. However, I think that his latest post "Viruses have no color" contains a number of fundamental errors, beyond the imprecisions inherent in a simplified account.

Pivarski's stated point is that objects smaller than the wavelength of light have no color, and he explains this by the uncertainty principle. Instead, he illustrates that small objects scatter less light than large ones, using a "geometrical" point of view that ignores the composition of the objects and sees them simply as opaque to the incoming light. Of course, in this approximation even large objects are colorless, since their scattering properties will not change much over the visible spectrum1.

The relevant parameter when discussing the color of an object is not the wavelength but the frequency of the incoming light. For instance, gold nanoparticles a few tens of nanometers in diameter both absorb and scatter green light more effectively than at other visible frequencies because in this range the electromagnetic field couples very effectively with the oscillation modes (plasmons) of the conduction electrons in the particle. Dispersions of such particles are therefore green when seen in reflection and red in transmission, as illustrated by the Lycurgus cup. Even atoms can be said to "have color" if we think of their characteristic transition lines (for instance, sodium lamps glow yellow).

The uncertainty principle2 only tells us that the image of the nanoparticles cannot be sharper than the wavelength used to look at them, not that this image is colorless (see such colored images here and here).

1. I neglect here the λ4 dependence in Thompson scattering, leading to the "blue-sky effect".
2. I preserve here the author's terminology, although "the uncertainty principle" is generally associated with quantum mechanics. Here the reasoning is completely classical, so we might as well call the result "the Abbe resolution limit".

November 20, 2015

Why the aspect ratio? Shape equivalence for the extinction spectra of gold nanoparticles

My paper just got published in The European Physical Journal E !


In it, I argue that when describing elongated gold nanoparticles as ellipsoids (to the purpose of modelling their light extinction spectra) the natural comparison criterion is the equivalence of the various moments of mass distribution, rather than the length-to-diameter (aspect) ratio generally used in the literature. I also show that it leads to better spectral correspondence between the various shapes.


October 25, 2015

The average of five people

It has been said that “You are the average of the five people you spend the most time with.” By a relative of the mean value theorem (used e.g. in electrostatics) it then follows that there are no local extrema in society.

Varying the counter ion changes the kinetics, but not the final structure of colloidal gels

Our paper just got published in the Journal of Colloid and Interface Science !


Free download until December 25th!

October 12, 2015

Defining nematic viscosities: Mięsowicz and Leslie-Ericksen

Isotropic fluids only have two viscosities, intervening in shear and extensional deformations. For anisotropic media, such as nematic liquid crystals, more coefficients are needed, as shown by Mięsowicz in the late '30s: three shear viscosities, labeled \(\eta_1\) to \(\eta_3\), a fourth one \(\eta_{12}\) introduced later by Helfrich and a rotational viscosity, \(\gamma_1\). We do not worry here about extensional deformations.

The whole topic was put on a solid theoretical basis in the '60s by Leslie and Ericksen [brief and clear presentation here] who introduced six coefficients (\(\alpha_1\) to \(\alpha_6\)), only five of which are independent. As one can expect from dimensional analysis, the two sets of viscosities, \(\left \lbrace \eta_i, \gamma _1 \right \rbrace\) and \(\left \lbrace \alpha_j \right \rbrace\) are linearly related.

I only recently realized, while discussing with my former PhD advisor, that the difference between the two definitions is deeper than an arbitrary linear transformation. Mięsowicz had in mind clear experimental configurations, defined by the relative orientation of director, velocity and velocity gradient, while Leslie and Ericksen adopt a more formal approach, based on generalized hydrodynamics, as in the paper of Martin, Parodi and Pershan.

The twist (so to speak) is that the theoretical approach gives a clearer view of the various modes and the constraints on the coefficients, while the Mięsowicz configurations are very difficult to achieve in practice, precisely due to the coupling between flow and director orientation.

September 30, 2015

Hierarchy of topics in physics

It seems to me that the prestige of the various subfields of physics depends on the nature of the objects under study as follows (in descending order):
  1. Bosons
  2. Fermions
  3. Atoms
  4. Everything else
Cold atoms (when they exhibit bosonic behaviour) go in the first category, with photons and the Higgs boson.