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Updated: Oct 11, 2025

Author Spotlight: Magnetometric Characterization of Intermediates in the Solid-State Electrochemistry of Redox-Active Metal-Organic Frameworks
Published on: June 9, 2023
Analysis of Ionicity-Magnetism Competition in 2D-MX3 Halides towards a Low-Dimensional Materials Study Based on
Alexey Kartsev1, Sergey Malkovsky1, Andrey Chibisov1,2
1Computing Center of the Far Eastern Branch of the Russian Academy of Sciences, 680000 Khabarovsk, Russia.
This study accelerates first-principle calculations for 2D materials using hybrid CPU-GPU environments. Significant speedups were achieved for simulating 2D magnets, aiding new material design.
Area of Science:
- Computational Materials Science
- Condensed Matter Physics
- Quantum Chemistry
Background:
- Accelerating first-principle calculations is crucial for designing low-dimensional systems, especially 2D materials.
- Scalability challenges arise from large unit cells and atom counts mimicking layered structures.
Purpose of the Study:
- To explore the scalability and performance of Quantum ESPRESSO in a hybrid CPU-GPU environment.
- To assess computational speed improvements for 2D material simulations compared to CPU-only systems.
Main Methods:
- Utilized hybrid central processing unit - graphics processing unit (CPU-GPU) architecture.
- Employed the IBM ESSL SMP CUDA library for performance enhancement.
- Performed simulations for 2D magnets, including CrX3 compounds and 1L-RuCl3.
Main Results:
- Achieved significant improvements in computational speed for 2D magnet simulations.
- Demonstrated enhanced performance of Quantum ESPRESSO in the CPU-GPU environment.
- Computed ionicity-covalency and magnetic exchange competitions (FM/AFM) for CrX3 compounds.
Conclusions:
- Hybrid CPU-GPU computing offers substantial acceleration for first-principle calculations of 2D materials.
- The implemented methods facilitate the study of complex magnetic phenomena in layered materials.
- This approach aids in the efficient design and investigation of novel 2D magnetic materials.
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