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Researchers applied machine learning algorithms trained on quantum mechanical principles to efficiently filter material candidates and identify two new kagome lattice-based superconductors. This methodology addresses a critical bottleneck in materials science by replacing serendipitous discovery with predictive modeling, significantly accelerating the search for zero-resistance materials essential for future energy applications like fusion reactors. The integration of AI-driven pre-screening with targeted quantum calculations demonstrates how machine learning can optimize high-throughput exploration of complex physical systems.

Surse care acoperăQuantum Zeitgeist, The Quantum Insider, arXiv

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Quantum machine learning spots two new superconductors, speeds up search

Quantum Zeitgeist11 august 20264 min de cititArticolul și perspectiva sunt în engleză.

Researchers used machine learning, a technique leveraging quantum principles, to identify superconductors YRu3B2 & LuRu3B2.

An international team of researchers has identified two new superconductors, YRu3B2 and LuRu3B2, both exhibiting superconductivity due to a unique atomic arrangement resembling a traditional Japanese kagome lattice. The discovery represents a substantial step toward realizing energy efficiency gains, achieved by utilizing machine learning to filter a large number of possible material combinations. According to Aalto University Professor Päivi Törmä, who leads the SuperC consortium, “Our method uses machine-learning-based pre-screening followed by targeted calculations on the promising candidates.” This approach will…

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