21–23 May 2025
Belgrade
Europe/Belgrade timezone

Exploring the magnetic landscape of easily-exfoliable two-dimensional materials

23 May 2025, 12:30
15m
Science Technology Park (Belgrade)

Science Technology Park

Belgrade

Veljka Dugosevica 54, 11050 Belgrade, Serbia
Oral 6. High-throughput approaches for 2D magnets with targeted properties friday morning

Speaker

Fatemeh Haddadi (EPFL, Switzerland)

Description

Magnetic materials often exhibit complex energy landscapes with multiple local minima, each corresponding to a self-consistent electronic structure solution. Finding the global minimum is challenging, and heuristic methods are not always guaranteed to succeed. We apply an automated workflow to systematically explore the energy landscape of 194 magnetic monolayers from the Materials Cloud 2D crystals database and determine their ground-state magnetic order. Our approach enables effective control and sampling of orbital occupation matrices, allowing rapid identification of local minima. We reveal a diverse set of self-consistent collinear metastable states, further enriched by Hubbard-corrected energy functionals with $U$ parameters computed from first principles using linear response theory. We categorize the monolayers by their magnetic ordering and highlight promising candidates for applications. Our results include 107 ferromagnetic, 85 antiferromagnetic, and 2 altermagnetic monolayers.

Primary author

Fatemeh Haddadi (EPFL, Switzerland)

Co-authors

Davide Campi (University of Milano-Bicocca, Italy) Flaviano Dos Santos (PSI, Switzerland) Louis Ponet Marco Gibertini (Dipartimento di Scienze Fisiche, Informatiche e Matematiche, Università di Modena e Reggio Emilia, Via Campi 213/a, Modena, Italy) Nicola Marzari (EPFL and Marvel, Switzerland) Nicolas Mounet (CERN, Switzerland)

Presentation materials

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