Phase Diagrams Construction Using Mean-Field Renormalization and Neural Network Fitting
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arXiv
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| Format: | Preprint |
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2025
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| _version_ | 1866916652255281152 |
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| author | Rodriguez, Esteban Bedoya Diaz, Leon Escobar Hernandez, Sebastian Trujillo |
| author_facet | Rodriguez, Esteban Bedoya Diaz, Leon Escobar Hernandez, Sebastian Trujillo |
| contents | Employing the mean-field renormalization group (MFRG) method, we analyzed the $Fe_p Mn_{0.6-p}Al_{0.4}$ and $Fe_{p}Al_{1-p}$ alloys, incorporating second-neighbor interactions in the latter for the first time within this framework. Our analysis utilized neural network fitting, yielding promising results in both the phase diagram adjustments and the estimation of bond energies. |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2503_10646 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Phase Diagrams Construction Using Mean-Field Renormalization and Neural Network Fitting Rodriguez, Esteban Bedoya Diaz, Leon Escobar Hernandez, Sebastian Trujillo Materials Science Strongly Correlated Electrons Employing the mean-field renormalization group (MFRG) method, we analyzed the $Fe_p Mn_{0.6-p}Al_{0.4}$ and $Fe_{p}Al_{1-p}$ alloys, incorporating second-neighbor interactions in the latter for the first time within this framework. Our analysis utilized neural network fitting, yielding promising results in both the phase diagram adjustments and the estimation of bond energies. |
| title | Phase Diagrams Construction Using Mean-Field Renormalization and Neural Network Fitting |
| topic | Materials Science Strongly Correlated Electrons |
| url | https://arxiv.org/abs/2503.10646 |