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Very Largescale Distributed Micromagnetic Research Tools

Claas Willem Abert (ORCID: 0000-0002-4999-0311)
  • Grant DOI 10.55776/P34671
  • Funding program Principal Investigator Projects
  • Status Ongoing
  • Start November 15, 2021
  • End August 14, 2026
  • Funding amount € 330,188

Disciplines

Computer Sciences (34%); Mathematics (33%); Physics, Astronomy (33%)

Keywords

  • Micromagnetics,
  • Numerical Methods,
  • High Performanc
Abstract

Computational micromagnetics has a long history as a valuable tool for the theoretical investigation of magnetic systems at the micron scale. While first micromagnetic computations in the 1960ties were performed on small two-dimensional systems with only a few degrees of freedom, the enormous increase of computing power and the development of improved numerical algorithms has led to a broad landscape of micromagnetic codes that are capable of handling millions of degrees of freedom in a reasonable time. Despite these advances, todays micromagnetic simulations are still restricted to the micron sized systems since the micromagnetic model calls for a very fine spatial discretization in the single-digit nanometer regime. Within this project, we aim to significantly push the boundaries of size restrictions and simulation speed by introducing algorithms that are particularly suited for distributed computations and by relying on software frameworks that a specialized on the handling of large amounts of data. Namely, we will implement the parallel-in-time integration scheme parareal which has already proved to lead to significant computational speedups in other scientific disciplines. In another subproject we will exploit the capabilities of modern finite-element libraries to implement a distributed higher-order micromagnetic code suited for high- performance computational clusters. In the third subproject, we will use the highly optimized tensor library TensorFlow to implement a novel finite-difference formulation to be solved on graphics processing units. This novel formulation will allow for the rigorous and accurate description of composite materials which will be particularly beneficial for the simulation of granular media as used in numerous magnetic applications. Combining the findings of the individual subprojects will lead to further performance enhancements. For a long time, the evolution of computing power was driven by increasing processor clock speed. Due to physical limitations, this increase stopped in recent years leading to a stagnating performance of serial codes. Since then, exploiting parallel computing architectures has become a crucial task for the development of scientific software. Bringing established techniques for distributed computing from various scientific disciplines to micromagnetic simulation tools will significantly advance the field of largescale micromagnetic computations and will pave the way to realistic macroscopic simulations.

Research institution(s)
  • Universität Wien - 100%

Research Output

  • 188 Citations
  • 21 Publications
  • 2 Software
  • 3 Scientific Awards
Publications
  • 2025
    Title Reconstruction of magnetic structures and material parameters with convolutional neural network and bias field-constrained micromagnetic relaxation
    DOI 10.1038/s41598-025-27151-1
    Type Journal Article
    Author Suess D
    Journal Scientific Reports
    Pages 42867
    Link Publication
  • 2024
    Title Dipolar skyrmions and antiskyrmions of arbitrary topological charge at room temperature
    DOI 10.1038/s41567-023-02358-z
    Type Journal Article
    Author Hassan M
    Journal Nature Physics
    Pages 615-622
    Link Publication
  • 2024
    Title Parallel-in-time integration of the Landau–Lifshitz–Gilbert equation with the parallel full approximation scheme in space and time
    DOI 10.1016/j.jmmm.2024.171998
    Type Journal Article
    Author Kraft R
    Journal Journal of Magnetism and Magnetic Materials
    Pages 171998
    Link Publication
  • 2024
    Title Topological Phase Transformation and Collapse Dynamics of Spin Textures in a Non-Centrosymmetric D2d System
    DOI 10.1002/adfm.202403358
    Type Journal Article
    Author Jena J
    Journal Advanced Functional Materials
    Link Publication
  • 2024
    Title Laser-Induced Real-Space Topology Control of Spin Wave Resonances
    DOI 10.1002/adfm.202313619
    Type Journal Article
    Author Titze T
    Journal Advanced Functional Materials
    Link Publication
  • 2024
    Title Skyrmionic device for three dimensional magnetic field sensing enabled by spin-orbit torques
    DOI 10.48550/arxiv.2403.16725
    Type Preprint
    Author Koraltan S
    Link Publication
  • 2024
    Title Energy landscape of noncollinear exchange coupled magnetic multilayers
    DOI 10.1103/physrevb.109.224421
    Type Journal Article
    Author Lertzman-Lepofsky G
    Journal Physical Review B
    Pages 224421
  • 2024
    Title Field-free switching of perpendicular magnetic elements by using two orthogonal sub-nanosecond spin–orbit torque pulses
    DOI 10.1063/5.0211072
    Type Journal Article
    Author Suess D
    Journal Applied Physics Letters
    Pages 032401
    Link Publication
  • 2024
    Title Steerable current-driven emission of spin waves in magnetic vortex pairs
    DOI 10.1126/sciadv.ado8635
    Type Journal Article
    Author Koraltan S
    Journal Science Advances
    Link Publication
  • 2024
    Title Transition from ferromagnetic to noncollinear to paramagnetic state with increasing Ru concentration in FeRu films
    DOI 10.1103/physrevb.110.104429
    Type Journal Article
    Author Lisik J
    Journal Physical Review B
    Pages 104429
  • 2025
    Title NeuralMag: an open-source nodal finite-difference code for inverse micromagnetics
    DOI 10.1038/s41524-025-01688-1
    Type Journal Article
    Author Abert C
    Journal npj Computational Materials
    Pages 193
    Link Publication
  • 2025
    Title Inverse-design topology optimization of magnonic devices using level-set method
    DOI 10.1038/s44306-025-00082-3
    Type Journal Article
    Author Voronov A
    Journal npj Spintronics
    Pages 19
    Link Publication
  • 2025
    Title Micromagnetic simulations with periodic strayfield calculation of soft magnetic composite-materials
    DOI 10.1038/s41598-025-01881-8
    Type Journal Article
    Author Ducevic A
    Journal Scientific Reports
    Pages 17782
    Link Publication
  • 2025
    Title Reconfigurable 3D Magnetic Nanoarchitectures
    DOI 10.1002/adfm.202515338
    Type Journal Article
    Author Koraltan S
    Journal Advanced Functional Materials
    Link Publication
  • 2023
    Title Generation and annihilation of skyrmions and antiskyrmions in magnetic heterostructures
    DOI 10.1103/physrevb.108.134401
    Type Journal Article
    Author Koraltan S
    Journal Physical Review B
    Pages 134401
    Link Publication
  • 2023
    Title Single-device offset-free magnetic field sensing with tunable sensitivity and linear range based on spin-orbit torques
    DOI 10.1103/physrevapplied.20.044079
    Type Journal Article
    Author Koraltan S
    Journal Physical Review Applied
    Pages 044079
  • 2023
    Title Accurate finite-difference micromagnetics of magnets including RKKY interaction: Analytical solution and comparison to standard micromagnetic codes
    DOI 10.1103/physrevb.107.104424
    Type Journal Article
    Author Suess D
    Journal Physical Review B
    Pages 104424
  • 2023
    Title magnum.np: a PyTorch based GPU enhanced finite difference micromagnetic simulation framework for high level development and inverse design
    DOI 10.1038/s41598-023-39192-5
    Type Journal Article
    Author Bruckner F
    Journal Scientific Reports
    Pages 12054
    Link Publication
  • 2022
    Title Origin of noncollinear magnetization coupling across RuX layers
    DOI 10.1103/physrevb.106.054401
    Type Journal Article
    Author Abert C
    Journal Physical Review B
    Pages 054401
    Link Publication
  • 2022
    Title Advances in Magnetics Roadmap on Spin-Wave Computing
    DOI 10.3929/ethz-b-000553198
    Type Other
    Author Chumak
    Link Publication
  • 2021
    Title Roadmap on Spin-Wave Computing
    DOI 10.48550/arxiv.2111.00365
    Type Other
    Author Chumak A
    Link Publication
Software
  • 2024 Link
    Title NeuralMag
    DOI 10.1038/s41524-025-01688-1
    Link Link
  • 2023 Link
    Title magnum.np
    DOI 10.1038/s41598-023-39192-5
    Link Link
Scientific Awards
  • 2025
    Title Invited talk at HMM 2025
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2024
    Title Invited talk at ICM 2024
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2022
    Title Invitied talk at IEEE NAP 2022
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International

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