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Sunday, January 11, 2026

What is the Kondo effect?

The Kondo effect is a neat piece of physics, an archetype of a problem involving strong electronic correlations and entanglement, with a long and interesting history and connections to bulk materials, nanostructures, and important open problems.  

First, some stage setting.  In the late 19th century, with the development of statistical physics and the kinetic theory of gases, and the subsequent discovery of electrons by JJ Thomson, it was a natural idea to try modeling the electrons in solids as a gas, as done by Paul Drude in 1900.  Being classical, the Drude model misses a lot (If all solids contain electrons, why aren't all solids metals?  Why is the specific heat of metals orders of magnitudes lower than what a classical electron gas would imply?), but it does introduce the idea of electrons as having an elastic mean free path, a typical distance traveled before scattering off something (an impurity? a defect?) into a random direction.  In the Drude picture, as \(T \rightarrow 0\), the only thing left to scatter charge carriers is disorder ("dirt"), and the resistivity of a conductor falls monotonically and approaches \(\rho_{0}\), the "residual resistivity", a constant set in part by the number of defects or impurities in the material.  In the semiclassical Sommerfeld model, and then later in nearly free electron model, this idea survives.

Resistivity growing at low \(T\)
for gold with iron impurities, fig 
One small problem:  in the 1930s (once it was much easier to cool materials down to very low temperatures), it was noticed that in many experiments (here and here, for example) the electrical resistivity of metals did not seem to fall and then saturate at some \(\rho_{0}\).  Instead, as \(T \rightarrow 0\), \(\rho(T)\) would go through a minimum and then start increasing again, approximately like \(\delta \rho(T) \propto - \ln(T/T_{0})\), where \(T_{0}\) is some characteristic temperature scale.  This is weird and problematic, especially since the logarithm formally diverges as \(T \rightarrow 0\).   

Over time, it became clear that this phenomenon was associated with magnetic impurities, atoms that have unpaired electrons typically in \(d\) orbitals, implying that somehow the spin of the electrons was playing an important role in the scattering process.  In 1964, Jun Kondo performed the definitive perturbative treatment of this problem, getting the \(\ln T\) divergence.  

[Side note: many students learning physics are at least initially deeply uncomfortable with the idea of approximations (that many problems can't be solved analytically and exactly, so we need to take limiting cases and make controlled approximations, like series expansions).  What if a series somehow doesn't converge?  This is that situation.]

The Kondo problem is a particular example of a "quantum impurity problem", and it is a particular limiting case of the Anderson impurity model.  Physically, what is going on here?  A conduction electron from the host metal could sit on the impurity atom, matching up with the unpaired impurity electron.  However (much as we can often get away with ignoring it) like charges repel, and it is energetically very expensive (modeled by some "on-site" repulsive energy \(U\)) to do that.  Parking that conduction electron long-term is not allowed, but a virtual process can take place, whereby a conduction electron with spin opposite to the localized moment can (in a sense) pop on there and back off, or swap places with the localized electron.  The Pauli principle enforces this opposed spin restriction, leading to entanglement between the local electron and the conduction electron as they form a singlet.  Moreover, this process generally involves conduction electrons at the Fermi surface of the metal, so it is a strongly interacting many-body problem.  As the temperature is reduced, this process becomes increasingly important, so that the impurity's scattering cross section of conduction electrons grows as \(T\) falls, causing the resistivity increase.  

Top: Cartoon of the Kondo scattering process. Bottom:
Ground state is a many-body singlet between the local
moment and the conduction electrons.

The eventual \(T = 0\) ground state of this system is a many-body singlet, with the localized spin entangled with a "Kondo cloud" of conduction electrons.  The roughly \(\ln T\) resistivity correction rolls over and saturates.   There ends up being a sharp peak (resonance) in the electronic density of states right at the Fermi energy.  Interestingly, this problem actually can be solved exactly and analytically (!), as was done by Natan Andrei in this paper in 1980 and reviewed here.  

This might seem to be the end of the story, but the Kondo problem has a long reach!  With the development of the scanning tunneling microscope, it became possible to see Kondo resonances associated with individual magnetic impurities (see here).  In semiconductor quantum dot devices, if the little dot has an odd number of electrons, then it can form a Kondo resonance that spans from the source electrode through the dot and into the drain electrode.  This leads to a peak in the conductance that grows and saturates as \(T \rightarrow 0\) because it involves forward scattering.  (See here and here).  The same can happen in single-molecule transistors (see here, here, here, and a review here).  Zero-bias peaks in the conductance from Kondo-ish physics can be a confounding effect when looking for other physics.

Of course, one can also have a material where there isn't a small sprinkling of magnetic impurities, but a regular lattice of spin-hosting atoms as well as conduction electrons.  This can lead to heavy fermion systems, or Kondo insulators, and more exotic situations.   

The depth of physics that can come out of such simple ingredients is one reason why the physics of materials is so interesting.  

Sunday, January 04, 2026

Updated: CM/nano primer - 2026 edition

This is a compilation of posts related to some basic concepts of the physics of materials and nanoscale physics.  I realized the other day that I hadn't updated this since 2019, and therefore a substantial audience may not have seen these.  Wikipedia's physics entries have improved greatly over the years, but hopefully these are a complement that's useful to students and maybe some science writers.  Please let me know if there are other topics that you think would be important to include.  

What is temperature?
What is chemical potential?
What is mass?
Fundamental units and condensed matter

What are quasiparticles?
Quasiparticles and what is "real"
What is effective mass?
What is a phonon?
What is a plasmon?
What are magnons?
What are skyrmions?
What are excitons?
What is quantum coherence?
What are universal conductance fluctuations?
What is a quantum point contact?  What is quantized conductance?
What is tunneling?

What are steric interactions?
(effectively) What is the normal force?
What is disorder, to condensed matter physicists?
What is band theory?
What is a "valley"? 
What are quantum oscillations?
What is a metal?
What is a bad metal?  What is a strange metal?
What is a Tomonaga-Luttinger liquid?

What is a crystal?

Saturday, January 03, 2026

What are dislocations?

How do crystalline materials deform?  When you try to shear or stretch a crystalline solid, in the elastic regime the atoms just slightly readjust their positions (at right).  The "spring constant" that determines the amount of deformation originates from the chemical bonds - how and to what extent the electrons are shared between the neighboring atoms.  In this elastic regime, if the applied stress is removed, the atoms return to their original positions.  Now imagine cranking up the applied stress.  In the "brittle" limit, eventually bonds rupture and the material fractures abruptly in a runaway process.  (You may never have thought about this, but crack propagation is a form of mechanochemistry, in that bonds are broken and other chemical processes then have to take place to make up for those changes.) 

In many materials, especially metals, rather than abruptly ripping apart, materials can deform plastically, so that even when the external stress is removed, the atoms remain displaced somehow.  The material has been deformed "irreversibly", meaning that the microscopic bonding of at least some of the atoms has been modified.  The mechanism here is the presence and propagation of defects in the crystal stacking called dislocations, the existence of which was deduced back in the 1930s when people first came to appreciate that metals are generally far easier to deform than expectations from a simple calculation assuming perfect bonding.    

(a) Edge dislocation, where the copper-colored spheres
are an "extra" plane of atoms.  (b) A (red) path enclosing 
the edge dislocation; the Burgers vector is shown with 
the black arrow. (c) A screw dislocation.  (Images from 

Dislocations are topological line defects (as opposed to point defects like vacancies, impurities, or interstitials), characterized by a vector along the line of the defect, and a Burgers vector.  Imagine taking some number of lattice site steps going around a closed loop in a crystal plane of the material.   For example, in the \(x-y\) plane, you go 4 sites in the \(+x\) direction, 4 sites in the \(+y\) direction, 4 sites in the \(-x\) direction, and 4 sites in the \(-y\) direction.  If you ended up back where you started, then you have not enclosed a dislocation.  If you end up shifted sideways in the plane relative to your starting point, your path has enclosed an edge dislocation (see (a) and (b) to the right).  The Burgers vector connects the endpoint of the path with the beginning point of the path.  An edge dislocation is the end of an "extra" plane of atoms in a crystal (the orange atoms in (a)).  If you go around the path in the \(x-y\) plane and end up shifted out of the initial plane (so that the Burgers vector is pointing along \(z\), parallel to the dislocation line), your path enclosed a screw dislocation (see (c) in the figure).   Edge and screw dislocations are the two major classes of mobile dislocations.  There are also mixed dislocations, in which the dislocation line meanders around, so that displacements can look screw-like along some orientations of the line and edge-like along others.  (Here is some nice educational material on this, albeit dated in its web presentation.)  

A few key points:
  • Mobile dislocations are the key to plastic deformation and the "low" yield strength of ductile materials compared to the idea situation.  Edge dislocations propagate sideways along their Burgers vectors when shear stresses are applied to the plane in which the dislocation lies.  This is analogous to moving a rug across the floor by propagating a lump rather than trying to shift the entire rug at once.  Shearing the material by propagating an edge dislocation involves breaking and reforming bonds along the line, which is much cheaper energetically than breaking all the bonds in the shear plane at once.  To picture how a screw dislocation propagates in the presence of shear, imagine trying to tear a stack of paper.  (I was taught to picture tearing a phone book, which shows how ancient I am.)  
  • A dislocation is a great example of an emergent object.  Materials scientists and mechanical engineers interested in this talk about dislocations as entities that have positions, can move, and can interact.  One could describe everything in terms of the positions of the individual atoms in the solid, but it is often much more compact and helpful to think about dislocations as objects unto themselves. 
  • Dislocations can multiply under deformation.  Here is a low-tech but very clear video about one way this can happen, the Frank-Read source (more discussion here, and here is the original theory paper by Frank and Read).  In case you think this is just some hand-wavy theoretical idea, here is a video from a transmission electron microscopy showing one of these sources in action.
  • Dislocations are associated with local strain (and therefore stress). This is easiest for me to see in the end-on look at the edge dislocation in (a), where clearly there is compressive strain below where the "extra" orange plane of atoms starts, and tensile strain above there where the lattice is spreading to make room for that plane.   Because of these strain fields and the topological nature of dislocations, they can tangle with each other and hinder their propagation.  When this happens, a material becomes more difficult to deform plastically, a phenomenon called work hardening that you have seen if you've ever tried to break a paperclip by bending the metal back and forth.
  • Controlling the nucleation and pinning of dislocations is key to the engineering of tough, strong materials.  This paper is an example of this, where in a particular alloy, crystal rotation makes it possible to accommodate a lot of strain from dislocations in "kink bands". 




Friday, January 02, 2026

EUV lithography - a couple of quick links

Welcome to the new year!

I've written previously (see here, item #3) about the extreme ultraviolet lithography tools used in modern computer chip fabrication.   These machines are incredible, the size of a railway car, and cost hundreds of millions of dollars each.  Veritasium has put out a new video about these, which I will try to embed here.  Characteristically, it's excellent, and I wanted to bring it to your attention.


It remains an interesting question whether there could be a way of achieving this kind of EUV performance through an alternative path.  As I'd said a year ago, if you could do this for only $50M per machine, it would be hugely impactful.  

A related news item:  There are claims that a Chinese effort in Shenzen has a prototype EUV machine now (that fills an entire factory floor, so not exactly compact or cheap).  It will be a fascinating industrial race if multiple players are able to make the capital investments needed to compete in this area.