nanoparticles
feni-nanoparticles
Machine learning-based prediction of FeNi nanoparticle magnetization
Public data for "Machine learning-based prediction of FeNi nanoparticle magnetization", F. Williamson et al., Journal of Materials Research and Technology (2024). https://doi.org/10.1016/j.jmrt.2024.10.142.
ML Scripts
ML scripts are available on GitHub.
Data
Nanoparticles were simulated using LAMMPS.
A single LAMMPS input script from this extended repository was modiffied to obtain various NP… See the full description on the dataset page: https://huggingface.co/datasets/Ailurion/feni-nanoparticles.Fe_nanoparticles_PRB_2023
Cite this dataset Jana, R., and Caro, M. A. Fe nanoparticles PRB 2023. ColabFit, 2023. https://doi.org/10.60732/20ba88af
This dataset has been curated and formatted for the ColabFit Exchange
This dataset is also available on the ColabFit Exchange:
https://materials.colabfit.org/id/DS_5h3810yhu4wj_0
Visit the ColabFit Exchange to search additional datasets by author, description, element content and more.
https://materials.colabfit.org… See the full description on the dataset page: https://huggingface.co/datasets/colabfit/Fe_nanoparticles_PRB_2023.alpha_brass_nanoparticles
Cite this dataset Weinreich, J., Römer, A., Paleico, M. L., and Behler, J. alpha brass nanoparticles. ColabFit, 2023. https://doi.org/10.60732/f127f7e7
This dataset has been curated and formatted for the ColabFit Exchange
This dataset is also available on the ColabFit Exchange:
https://materials.colabfit.org/id/DS_agiti2oe5bqb_0
Visit the ColabFit Exchange to search additional datasets by author, description, element content and more.… See the full description on the dataset page: https://huggingface.co/datasets/colabfit/alpha_brass_nanoparticles.nanoparticle-size-estimation
Nanoparticle Size Estimation Dataset (WebDataset)
100,000 simulated HAADF-STEM images of nanoparticles with three image variants per sample (raw simulation, normalized, and CycleGAN style-transferred), paired with per-structure metadata including atomic coordinates, morphology, and simulation parameters.
Dataset Description
Synthetic HAADF-STEM images of Pt nanoparticles on various support interfaces, generated for nanoparticle size and morphology prediction. Each sample… See the full description on the dataset page: https://huggingface.co/datasets/Stemson-AI/nanoparticle-size-estimation.