Candioti, Lorenzo G.; Nathwani, Chetan L.; Chelle‐Michou, Cyril (2026) Validating Thermodynamic Models of Arc‐Magma Differentiation and Training Neural Networks for Rapid Thermodynamic Property Inference. Geochemistry, Geophysics, Geosystems, 27 (4). doi:10.1029/2025gc012766
| Reference Type | Journal (article/letter/editorial) | ||
|---|---|---|---|
| Title | Validating Thermodynamic Models of Arc‐Magma Differentiation and Training Neural Networks for Rapid Thermodynamic Property Inference | ||
| Journal | Geochemistry, Geophysics, Geosystems | ||
| Authors | Candioti, Lorenzo G. | Author | |
| Nathwani, Chetan L. | Author | ||
| Chelle‐Michou, Cyril | Author | ||
| Year | 2026 (April) | Volume | 27 |
| Issue | 4 | ||
| Publisher | American Geophysical Union (AGU) | ||
| DOI | doi:10.1029/2025gc012766Search in ResearchGate | ||
| Generate Citation Formats | |||
| Mindat Ref. ID | 19858878 | Long-form Identifier | mindat:1:5:19858878:0 |
| GUID | 0 | ||
| Full Reference | Candioti, Lorenzo G.; Nathwani, Chetan L.; Chelle‐Michou, Cyril (2026) Validating Thermodynamic Models of Arc‐Magma Differentiation and Training Neural Networks for Rapid Thermodynamic Property Inference. Geochemistry, Geophysics, Geosystems, 27 (4). doi:10.1029/2025gc012766 | ||
| Plain Text | Candioti, Lorenzo G.; Nathwani, Chetan L.; Chelle‐Michou, Cyril (2026) Validating Thermodynamic Models of Arc‐Magma Differentiation and Training Neural Networks for Rapid Thermodynamic Property Inference. Geochemistry, Geophysics, Geosystems, 27 (4). doi:10.1029/2025gc012766 | ||
| In | (2026, April) Geochemistry, Geophysics, Geosystems Vol. 27 (4). Wiley | ||
References Listed
These are the references the publisher has listed as being connected to the article. Please check the article itself for the full list of references which may differ. Not all references are currently linkable within the Digital Library.
![]() | |
![]() | Afonso, J. C., Fullea, J., Griffin, W. L., Yang, Y., Jones, A. G., D. Connolly, J. A., O'Reilly, S. Y. (2013) 3-D multiobservable probabilistic inversion for the compositional and thermal structure of the lithosphere and upper mantle. I:a prioripetrological information and geophysical observables. Journal of Geophysical Research: Solid Earth, 118 (5) 2586-2617 doi:10.1002/jgrb.50124 |
![]() | |
| () | |
| Baker D. R. (1987) American Mineralogist Compositions of anhydrous and hydrous melts coexisting with plagioclase, augite, and olivine or low‐Ca pyroxene from 1 atm to 8 kbar; application to the Aleutian volcanic center of Atka 72, 12 | |
![]() | |
![]() | |
| () | |
| () | |
| () | |
| () | |
| () | |
![]() | Botcharnikov, Roman E., Holtz, Francois, Almeev, Renat R., Sato, Hiroaki, Behrens, Harald (2008) Storage conditions and evolution of andesitic magma prior to the 1991–95 eruption of Unzen volcano: Constraints from natural samples and phase equilibria experiments. Journal of Volcanology and Geothermal Research, 175 (1) 168-180 doi:10.1016/j.jvolgeores.2008.03.026 |
| Candioti L.(2026).lcandiot/ArcThermoML: v1.0.2 (v1.0.2). Zenodo.https://doi.org/10.5281/zenodo.18770983 | |
| Candioti L. G.(2025).Dataset: Validating thermodynamic models of arc‐magma differentiation and training neural networks for rapid thermodynamic property inference (v1.0.1)[Dataset].Zenodo.https://doi.org/10.5281/zenodo.17369875 | |
| () | |
![]() | |
| Chen L. (2018) Advances in neural information processing systems | |
| () | |
![]() | |
| () | |
| () | |
| () | |
| () | |
![]() | |
| Not Yet Imported: 2019 IEEE International Conference on Software Maintenance and Evolution (ICSME) - proceedings-article : 10.1109/ICSME.2019.00083 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
| Gerya T. V. (2004) Gneiss domes in Orogeny | |
| () | |
![]() | Ghiorso, Mark S., Sack, Richard O. (1995) Chemical mass transfer in magmatic processes IV. A revised and internally consistent thermodynamic model for the interpolation and extrapolation of liquid-solid equilibria in magmatic systems at elevated temperatures and pressures. Contributions to Mineralogy and Petrology, 119 (2) 197-212 doi:10.1007/bf00307281 |
![]() | |
![]() | |
| Glorot X. (2010) Proceedings of the thirteenth international conference on artificial intelligence and statistics , 249 | |
![]() | Green, Eleanor C R, Holland, Tim J B, Powell, Roger, Weller, Owen M, Riel, Nicolas (2025) Corrigendum to: Melting of Peridotites through to Granites: a Simple Thermodynamic Model in the System KNCFMASHTOCr, and, a Thermodynamic Model for the Subsolidus Evolution and Melting of Peridotite. Journal of Petrology, 66 (1). doi:10.1093/petrology/egae079 |
![]() | |
![]() | |
| () | |
![]() | |
| () | |
![]() | |
| Not Yet Imported: - journal-article : 10.30909/vol.02.01.0110 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
| () | |
| () | |
![]() | |
| Not Yet Imported: - journal-article : 10.1016/j.egypro.2016.10.047 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
![]() | |
![]() | |
![]() | |
![]() | |
![]() | KELEMEN, PETER. B., JOYCE, DAVID. B., WEBSTER, JAMES. D., HOLLOWAY, JOHN. R. (1990) Reaction Between Ultramafic Rock and Fractionating Basaltic Magma II. Experimental Investigation of Reaction Between Olivine Tholeiite and Harzburgite at 1150-1050 C and 5 kb. Journal of Petrology, 31 (1) 99-134 doi:10.1093/petrology/31.1.99 |
![]() | |
![]() | |
| Kendall A. (2018) 2018 IEEE/CVF conference on computer vision and pattern recognition , 7482 | |
| () | |
| () | |
| () | |
| () | |
| () | |
| Not Yet Imported: - book-chapter : 10.1007/978-3-642-35289-8_3 If you would like this item imported into the Digital Library, please contact us quoting Book ID 9783642352881 | |
![]() | |
| Liu Z. (2022) CAIBDA 2022; 2nd international conference on artificial intelligence, big data and algorithms , 1 | |
| () | |
| () | |
![]() | |
| Not Yet Imported: - journal-article : 10.1080/03610926.2015.1099672 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
| Not Yet Imported: - journal-article : 10.1177/001316445101100101 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
![]() | |
![]() | |
| () | |
| () | |
| Pal A.(2023).Lux: Explicit parameterization of deep neural networks in Julia.https://doi.org/10.5281/zenodo.7808904 | |
| Not Yet Imported: Microelectronic Engineering - journal-article : 10.1016/j.mee.2021.111696 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
![]() | |
![]() | |
![]() | |
![]() | |
![]() | |
![]() | |
| Shallue C. J. (2019) Journal of Machine Learning Research Measuring the effects of data parallelism on neural network training 20, 1 | |
| () | |
![]() | |
![]() | |
| () | |
| Smith S. L. (2020) International conference on machine learning , 9058 | |
![]() | |
| () | |
![]() | |
![]() | |
![]() | |
![]() | |
| () | |
![]() | |
![]() | |
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