Podrobno

Orange-Volcanoes : a new open and collaborative platform to perform data-driven investigations and machine learning analyses in petrology and volcanology
ID Musu, Alessandro (Avtor), ID Parodi, Valerio (Avtor), ID Toplak, Marko (Avtor), ID Carfì, Alessandro (Avtor), ID Ágreda-López, Mónica (Avtor), ID Mastrogiovanni, Fulvio (Avtor), ID ZhangZhou, J. (Avtor), ID Perugini, Diego (Avtor), ID Belmonte, Donato (Avtor), ID Wieser, Penny E. (Avtor), ID Zupan, Blaž (Avtor), ID Petrelli, Maurizio (Avtor)

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Izvleček
Orange-Volcanoes is an extension of the open-source Orange data mining platform specifically tailored for geochemical, petrological, and volcanological investigations. Orange-Volcanoes enhances the original platform by incorporating specialized tools to enable interactive data-driven investigations in geochemistry, such as performing Compositional Data Analysis (CoDA). Applying CoDA transformations enables the use of many standard and multivariate statistical methods like principal component analysis, discriminant analysis, and hierarchical clustering on compositional data. In this way, Orange-Volcanoes allows for the application of a wide range of data mining and statistical methods implemented in Orange using geochemical data. Moreover, Orange allows the use of advanced methods in the field of explainable artificial intelligence, such as feature importance and Shapley additive explanations. Also, within Orange-Volcanoes, we demonstrate the flexibility of the Orange platform by developing visual tools that allow for conducting mineral-liquid equilibrium tests and calculating thermo-barometric estimates. The Orange-Volcanoes supports collaborative efforts and reproducibility by offering a visual programming interface that requires no coding experience, making it accessible to a wide range of users, including scientists, educators, and students. We provide a series of case studies, including interactive petrological data exploration and clustering in tephra studies to highlight Orange-Volcanoes’ potential and versatility in volcanological applications. Orange-Volcanoes can be downloaded using pip, and its documentation is available at https://orange3-volcanoes.readthedocs.io/en/latest/.

Jezik:Angleški jezik
Ključne besede:Orange data mining, data-driven investigations, igneous petrology, volcanology, compositional data analysis, CoDA, machine learning
Vrsta gradiva:Članek v reviji
Tipologija:1.01 - Izvirni znanstveni članek
Organizacija:FRI - Fakulteta za računalništvo in informatiko
Status publikacije:Objavljeno
Različica publikacije:Objavljena publikacija
Leto izida:2025
Št. strani:Str. 1-12
Številčenje:Vol. 27, Art. 100270
PID:20.500.12556/RUL-175519 Povezava se odpre v novem oknu
UDK:004.8:551.21:552
ISSN pri članku:2590-1974
DOI:10.1016/j.acags.2025.100270 Povezava se odpre v novem oknu
COBISS.SI-ID:245500931 Povezava se odpre v novem oknu
Datum objave v RUL:30.10.2025
Število ogledov:108
Število prenosov:71
Metapodatki:XML DC-XML DC-RDF
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Gradivo je del revije

Naslov:Applied computing and geosciences
Založnik:Elsevier
ISSN:2590-1974
COBISS.SI-ID:18912771 Povezava se odpre v novem oknu

Licence

Licenca:CC BY-NC 4.0, Creative Commons Priznanje avtorstva-Nekomercialno 4.0 Mednarodna
Povezava:http://creativecommons.org/licenses/by-nc/4.0/deed.sl
Opis:Licenca Creative Commons, ki prepoveduje komercialno uporabo, vendar uporabniki ne rabijo upravljati materialnih avtorskih pravic na izpeljanih delih z enako licenco.

Sekundarni jezik

Jezik:Slovenski jezik
Ključne besede:podatkovno rudarjenje Orange, podatkovno podprto raziskovanje, petrologija magmatskih kamnin, vulkanologija, analiza kompozicijskih podatkov, strojno učenje

Projekti

Financer:MUR - Italian Ministero dell’Università e della Ricerca
Program financ.:PRIN 2020
Številka projekta:202037YPCZ 001
Naslov:Dynamics and timescales of volcanic plumbing systems: a multidisciplinary approach to a multifaceted problem

Financer:SNSF - Swiss National Science Foundation
Program financ.:Postdoc Mobility grant
Številka projekta:P500PN 222259

Financer:MUR - Italian Ministero dell’Università e della Ricerca
Številka projekta:2022MS9KWR
Naslov:Indagini Petrologiche e Geochimiche Appli- cate allo Studio dei Tefra Recenti (< 40 ka) in area Mediterranea’

Financer:NSF - National Science Foundation
Program financ.:Directorate for Geosciences
Številka projekta:2342156
Naslov:Collaborative Research: Bubble Trouble - Re-evaluating olivine melt inclusion barometry and trace-element geochemistry in the Cascades

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