Export to MendeleyOriginal paper
Thermobarometry of Clinopyroxene, Amphibole and Biotite for the Oligo-Miocene Plutons (NW Türkiye): Comparison of Conventional and AI-Based Methods
Journal of Geosciences, volume 70 (2025), issue 4, 199 - 209
DOI: http://doi.org/10.3190/jgeosci.405
Ágreda-López M, Parodi V, Musu A, Jorgenson C, Carfì A, Mastrogiovanni F, Caricchi L, Perugini D, Petrelli M (2024) Enhancing machine learning thermobarometry for clinopyroxene-bearing magmas. Comput Geosci 193: 105707
Anderson JL, Smith DR (1995) The effects of temperature and fO2 on the Al-in-hornblende barometer. Am Mineral 80: 549-559
Aysal N (2015) Mineral chemistry, crystallization conditions and geodynamic implications of the Oligo-Miocene granitoids in the Biga Peninsula, Northwest Turkey. J Asian Earth Sci 105: 68-84
Aysal N, Öngen S, Hanilçi N, Kasapçı C, Laçin D, Boroğlu M.Ş, Yesiltas M, Yılmaz İ, Azaz D (2021a) Late magmatic-hydrothermal tourmaline occurrences within leucogranites in NW Anatolia (Turkey): Mineral chemistry and genetic implications. Geochemistry, 81: 125676
Aysal N, Öngen AS, Şahin SY, Kasapçı C, Hanilçi N, Peytcheva I (2021b) Peritectic assemblage entrainment and mafic-felsic magma interaction in the Late Oligocene-Early Miocene Karadağ Pluton in the Biga Peninsula, northwest Turkey: petrogenesis and geodynamic implications. Turk J Earth Sci 30(2): 279-312
Aysal N, Hanilçi N, Öngen S, Kasapçı C, Şişman Tükel F, Guillong M, Fukuyama M, Leonard N, Varol E (2024) In-situ LA-ICP-MS U-Pb dating and geochemistry of garnet skarn occurrences related to South Yenice plutons, NW Türkiye. Geochemistry 84 (4): 126169
Bertrand P, Mercier JC (1995) The mutual solubility of coexisting ortho- and clinopyroxene: Toward an absolute geothermometer for the natural system? Earth Planet Sci Lett 76: 109-122
Blundy JD, Holland TJ (1990) Calcic amphibole equilibria and a new amphibole-plagioclase geothermometer. Contrib Mineral Petrol 104: 208-224
Brugman KK, Till CB (2019) A low-aluminum clinopyroxene-liquid geothermometer for high-silica magmatic systems. Am Mineral 104: 996-1004
Chicchi L, Bindi L, Fanelli D (2023) Tommasini, S (2023) Frontiers of thermobarometry: GAIA, a novel deep learning-based tool for volcano plumbing systems. Earth Planet Sci Lett 620: 118352
Dal Negro A, Carbonin S, Molin G.M, Cundari A, Piccirillo EM (1982) Intracrystalline cation distribution in natural clinopyroxenes of tholeiitic, transitional, and alkaline basaltic rocks. In: Saxena SK (ed.) Advances in Physical Geochemistry. 2 New York, NY: Springer New York, pp 117-150
Davis BTC, Boyd ER (1966) The join Mg2Si2O6-CaMgSi2O6 at 30 kilobars pressure and its application to pyroxenes from kimberlites. J Geophys Res 71: 3567-3576
Duru M, Dönmez M, Ilgar A, Pehlivan Ş, Akçay AE (2012) Geological map of the Biga Peninsula. General Directorate of Mineral Research and Exploration of Turkey, 7-74
Helz RT (1973) Phase relations of basalts in their melting range at PH2O=5 kb as a function of oxygen fugacity. Part I. Mafic phases. J Petrol 14: 249-302
Henry DJ, Guidotti CV, Thomson JA (2005) The Ti-saturation surface for low-to- medium pressure metapelitic biotites: im-plications for geothermometry and Ti- substitution mechanisms. Am Mineral 90: 316-328
Higgins O, Sheldrake T, Caricchi L (2022) Machine learning thermobarometry and chemometry using amphibole and clinopyroxene: A window into the roots of an arc volcano (Mount Liamuiga, Saint Kitts). Contrib Mineral Petrol 177: 10
Holland T, Blundy J (1994) Non-ideal interactions in calcic amphiboles and their bearing on amphibole-plagioclase thermometry: Contrib Mineral Petrol 116: 433-447
Hollister LS, Grissom GC, Peters EK, Stowell HH, Sisson VB (1987) Confirmation of the empirical correlation of Al-in hornblende with pressure of solidification of calc-alkaline plutons. Am Mineral 72: 231-239
Jorgenson C, Higgins O, Petrelli M, Bégué F, Caricchi L (2022) A machine learning-based approach to clinopyroxene thermobarometry: Model optimization and distribution for use in Earth sciences. J Geophys Res Solid Earth 127: e2021JB022904
Li X, Zhang C (2022) Machine Learning Thermobarometry for Biotite-Bearing Magmas. J Geophys Res Solid Earth 127: e2022JB024137
Molin G, Zanazzi PF (1991) Intracrystalline Fe2+-Mg ordering in augite: Experimental study and geothermometric applications. Eur J Mineral 3: 863-875
Molina JF, Moreno JA, Castro A, Rodríguez C, Fershtater GB (2015) Calcic amphibole thermobarometry in metamorphic and igneous rocks: New calibrations based on plagioclase/amphibole Al-Si partitioning and amphibole/liquid Mg partitioning. Lithos 232: 286-305
Mutch EJF, Blundy JD, Tattich BC, Cooper FJ, Brooker RA (2016) An experimental study of amphibole stability in low-pressure granitic magmas and a revised Al-in-hornblende geobarometer. Contrib Mineral Petrol 171: 85
Otten MT (1984) The origin of brown hornblende in the Artfjället gabbro and dolerites. Contrib Mineral Petrol 86: 189-199
Petrelli M, Perugini D (2016) Solving petrological problems through machine learning: The study case of tectonic discrimination using geochemical and isotopic data. Contrib Mineral Petrol 171: 81
Petrelli M, Caricchi L, Perugini D (2020) Machine learning thermo-barometry: Application to clinopyroxene bearing magmas. J Geophys Res Solid Earth 125 (9): e2020JB020130
Putirka KD (2008) Thermometers and Barometers for volcanic systems. Rev Mineral Geochem 69: 61-142.
Putirka KD (2016) Amphibole thermometers and barometers for igneous systems and some implications for eruption mechanisms of felsic magmas at arc volcanoes. Am Mineral 101: 841-858
Putirka KD, Johnson M, Kinzler R, Longhi J, Walker D (1996) Thermobarometry of mafic igneous rocks based on clinopyroxene-liquid equilibria, 0-30 kbar. Contrib Mineral Petrol 123: 92-108
Ridolfi F (2021) Amp-TB2: An Updated Model for Calcic Amphibole Thermobarometry. Minerals, 11(3): 324
Ridolfi F, Renzulli A (2012) Calcic amphiboles in calc-alkaline and alkaline magmas: thermobarometric and chemometric empirical equations valid up to 1130 °C and 2.2 GPa. Contrib Mineral Petrol 163: 877-895
Ridolfi F, Renzulli A, Puerini M (2010) Stability and chemical equilibrium of amphibole in calc-alkaline magmas: an overview, new thermobarometric formulations and application to subduction-related volcanoes. Contrib Mineral Petrol 160: 45-66
Schmidt MW (1992) Amphibole composition in tonalite as a function of pressure: an experimental calibration of the Al-in horn-blende barometer. Contrib Mineral Petrol 110: 304-310
Thompson AB (1976) Mineral reactions in pelitic rocks; I, Prediction of PTX Fe-Mg phase relations. Amer J Sci 2764: 401-424
Weber G, Blundy J (2024) A Machine Learning-Based Thermobarometer for Magmatic Liquids. J Petrol 65: egae020
Wieser P, Petrelli M, Lubbers J, Wieser E, Ozaydin S, Kent A, Till C (2022) Thermobar: An open-source Python3 tool for thermobarometry and hygrometry. Volcanica 5: 349-384
Wu CM (2020) Calibration of the biotite-muscovite geobarometer for metapelitic assemblages devoid of garnet or plagioclase. Lithos 372: 105668
Wu CM, Chen HX (2015) Revised Ti-in-biotite geothermometer for ilmenite-or rutile- bearing crustal metapelites. Sci Bull 60: 116-121
Yavuz F (2007) WinAmphcal: A windows program for the IMA-04 amphibole classification. Geochem Geophys Geosyst 8: 1-12
Yavuz F (2013) WinPyrox: A Windows program for pyroxene calculation classification and thermobarometry. Am Mineral 98: 1338-1359
Yavuz F, Döner Z (2017) WinAmptb: A Windows program for calcic amphibole Thermobarometry. Period Mineral 86: 135-167
IF (WoS, 2024): 1.3
5 YEAR IF (WoS, 2024): 1.4
Policy: Open Access
ISSN: 1802-6222
E-ISSN: 1803-1943