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Kondo Effect Prediction: Caltech and Yale’s New Computational Method

ScienceDaily (Originally published in Science by Caltech and Yale University) USA
Overview
Researchers from Caltech and Yale University have developed a computational method to precisely calculate the Kondo effect in real materials using their true atomic and electronic structures. The approach achieved predictions up to two orders of magnitude more accurate than conventional model-based techniques for certain transition-metal atoms in copper. This advance enables the prediction of complicated material properties through computation without relying on experimental data.
In Depth

Key Findings

Scientists at Caltech and Yale University have created a way to precisely calculate the Kondo effect in specific real materials, moving beyond the simplified models used for decades. By testing the method on seven different transition-metal atoms embedded in copper, the researchers found that their calculations were up to two orders of magnitude more accurate than predictions from conventional model-based techniques.

Technical Details

Traditional computational approaches simplify electronic structures by reducing them to a small set of orbitals and applying approximate mathematical models. In contrast, the team led by Garnet Chan adapted high-accuracy computational tools from quantum chemistry, originally designed for molecules, and applied them to quantum materials. This allows the researchers to treat magnetic impurities similarly to molecules while maintaining the full complexity of their electronic interactions.

Background and Context

The Kondo effect is a classic many-body problem occurring in strongly correlated materials. It manifests when a magnetic impurity, such as iron or manganese, is placed in a metal like copper. While cooling a pure metal typically lowers electrical resistance, a metal with a magnetic impurity reaches a minimum resistance at a specific “Kondo temperature” and then begins to rise as the temperature drops further.

This phenomenon occurs because electrons in the surrounding metal interact with the spin of the magnetic impurity. These electrons flip their own spins to partially cancel the atom’s magnetic moment, forming a “cloud” that screens the magnetism and increases electrical scattering.

Significance and Outlook

This development allows for the prediction of material-specific behavior of correlated electrons from first principles. The researchers describe these initial results as a prototype for addressing more complex quantum phenomena. The method is expected to pave the way for realistic computer simulations of complicated quantum materials, including quantum magnets and high-temperature superconductors, where electron behavior is strongly influenced by nearby electrons.

Source: https://www.sciencedaily.com/releases/2026/10/261006234520.htm

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