ScienceNot yet confirmed elsewhere1 publisher2 min readPublished
Caltech and Yale researchers calculate the Kondo effect from real materials' atomic structure
Caltech and Yale researchers report in Science a way to calculate the Kondo effect from a material's actual atomic and electronic structure. Their test systems, magnetic atoms in metals, are among the simplest strongly correlated materials and well short of the superconductors Caltech says the method could help simulate.
The Scientist · Science desk

What happened
- In a metal containing a magnetic impurity, electrical resistance stops falling at the Kondo temperature and rises again as the metal is cooled further.
- For decades, according to Caltech, researchers have depended on simplified models that capture the Kondo effect only approximately.
- Lead authors Linqing Peng and Tianyu Zhu of Yale began the project in Garnet Chan's laboratory at Caltech.
- Chan said it is now possible to predict the properties of "some complicated materials purely through computation without referring to experiment."
Why it matters
- capability If the calculations hold up against measurement, researchers can model a specific impurity in a specific metal from its structure before making a sample, where until now they fitted a simplified model afterwards.
- constraint The test systems are among the simplest correlated materials, so the result does not yet show the method can handle the harder cases Caltech names, such as high-temperature superconductors.
- precedent By calling the work a prototype, Chan sets its next public test: the same structure-based method applied to a quantum magnet or a high-temperature superconductor.
The Kondo effect is hard to compute because it is a many-body problem. It involves a huge number of interacting electrons in the metal, and their behaviour cannot be understood by treating them one at a time [9]. As the metal cools, electrons moving through it interact strongly with the impurity's unpaired spin. They flip their own spins in ways that partly cancel its magnetic moment [10]. As more of them join in, they surround the impurity and hide its magnetism, and the extra scattering produces the flattening and rise in resistance [10]. "That is the signature of the Kondo effect, and it's a property of the electrons in the impurity interacting with the electrons traveling through the bulk metal," Chan said [7].
Physicists had the general theoretical picture in the 1970s, and Kenneth Wilson, a Caltech alumnus, was among those who built it [8]. Caltech says the step that had not been possible was a precise calculation for a specific real material [1]. The new method takes the material's true atomic and electronic structure as its starting point [3].
Ordinary electronics explains why this matters. In silicon and other semiconductors, interactions among electrons are weak enough to ignore when describing how the material behaves [12]. Strongly correlated materials, which many proposed quantum technologies depend on, cannot be treated that way [12]. In high-temperature superconductors, what any one electron does depends strongly on what nearby electrons are doing, and conventional approximations struggle to describe them [11]. A single iron or manganese atom in copper is one of the simplest systems of this kind [5]. Caltech says the advance could help pave the way for realistic simulations of the more complicated ones [14].
The release does not say which impurity-metal pairs were computed, how closely the calculated Kondo temperatures matched measured ones, or how much computing time each calculation took. The last figure decides practical use. A method that has to be rerun for every candidate impurity and host metal is a screening tool only if each run is affordable, and a research result that reproduces known systems can still be too slow for that.
Chan, the paper's senior author and director of the Rudolph A. Marcus Center for Theoretical Chemistry at Caltech, set the scope himself [13]. "These first materials that we have studied are like a baby step, or a prototype problem, along the way to more complex phenomena such as high-temperature superconductors and quantum magnets," he said [16]. We think that description is accurate. The impurity calculations are the benchmark the method had to pass first, and by Chan's account the superconductor work comes later [16].
What to watch
- Independent groups checking the paper's computed Kondo temperatures against measured resistance curves for the same impurity-metal pairs.
- The computing cost per material, and whether it allows screening many impurity and host-metal combinations.
- A first application by Chan, Peng or Zhu to a quantum magnet or a high-temperature superconductor.
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- [1]
Scientists at Caltech and Yale University have developed a way to precisely calculate the Kondo effect in specific real materials, something that had not previously been possible, according to Caltech.
ReportedSupportedSource: Caltech news release via ScienceDaily2 sources— create a free account to open themView cited source - [2]
For decades, researchers have largely depended on simplified models that capture the Kondo effect only approximately.
ReportedSupportedSource: Caltech news release2 sources— create a free account to open themView cited source - [3]
The new approach works directly from a material's true atomic and electronic structure.
ReportedSupportedSource: Caltech news release2 sources— create a free account to open themView cited source - [4]
The method and findings are reported in a paper published in Science. The lead authors are Linqing Peng (PhD '25) and Tianyu Zhu of Yale University; both began working on the project in the laboratory of Garnet Chan at Caltech.
- [5]
The Kondo effect appears in one of the simplest examples of a strongly correlated system. It occurs when a single magnetic atom, such as iron or manganese, is placed as an impurity inside a metal such as copper.
- [6]
Ordinarily, cooling a metal causes its electrical resistance to fall steadily. In a metal containing a magnetic impurity, resistance stops falling at the Kondo temperature, reaches a minimum and then rises again as the temperature continues to drop.
- [7]
"That is the signature of the Kondo effect, and it's a property of the electrons in the impurity interacting with the electrons traveling through the bulk metal," Chan explained.
- [8]
Physicists developed the general theoretical picture of the Kondo effect in the 1970s, including Caltech alumnus Kenneth Wilson (PhD '61).
- [9]
The Kondo effect is a classic many-body problem because it requires describing a huge number of interacting electrons in the metal whose behavior cannot be understood by treating them one at a time.
- [10]
As the material cools, electrons moving through the metal interact strongly with the impurity's unpaired spin and flip their own spins in ways that partially cancel its magnetic moment. The added scattering causes the flattening and eventual increase in resistance; as more electrons participate they collectively surround the impurity and conceal its magnetism.
- [11]
In high-temperature superconductors and similar materials, the behavior of any one electron is strongly influenced by what nearby electrons are doing, making the system difficult to describe with conventional approximations.
- [12]
In semiconductors such as silicon, interactions among electrons are weak enough to be ignored when describing overall behavior; that is not true for strongly correlated materials, which are important for many proposed quantum technologies.
- [13]
Garnet Chan is the senior author of the paper, Bren Professor of Chemistry and director of the Rudolph A. Marcus Center for Theoretical Chemistry at Caltech, and a Simons Investigator in Physics.
- [14]
The advance could help pave the way for realistic computer simulations of more complicated quantum materials, including high-temperature superconductors.
- [15]
"It is now possible to predict the properties of some complicated materials purely through computation without referring to experiment," said Garnet Chan.
- [16]
"These first materials that we have studied are like a baby step, or a prototype problem, along the way to more complex phenomena such as high-temperature superconductors and quantum magnets," said Garnet Chan.
Sources
1 independent publisher whose own reporting we read for this story.
- sciencedaily.comA famous quantum effect can finally be predicted in real materials
1 article · October 9, 2026
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