Preprints
Filtering by Subject: Earth Sciences
Orange and Orange-Volcanoes: a New Open and Collaborative Platform to Perform Data-Driven Investigations and Machine Learning Analyses in Petrology and Volcanology
Published: 2025-03-06
Subjects: Earth Sciences, Geochemistry, Multivariate Analysis, Volcanology
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 [...]
Magnetotelluric source amplitude effect
Published: 2025-03-04
Subjects: Earth Sciences, Geophysics and Seismology
Challenges and Opportunities in Cryosphere in the Hindu Kush Himalaya
Published: 2025-03-04
Subjects: Earth Sciences, Geophysics and Seismology, Glaciology, Physical Sciences and Mathematics
The Hindu Kush Himalaya cryosphere faces critical challenges from climate change, including rapid glacier melt and reduced snow cover. These changes threaten water resources, ecosystems, and livelihoods across the region. However, opportunities emerge through advanced monitoring technologies and increased scientific understanding. Improved remote sensing and field observations allow better [...]
Neoproterozoic denudation of a Laurentian superbasin
Published: 2025-02-28
Subjects: Earth Sciences, Geology, Geomorphology, Physical Sciences and Mathematics, Sedimentology, Tectonics and Structure
It has long been speculated that isolated Paleoproterozoic basins of northern Laurentia are remnants of a once contiguous sedimentary cover due to similarities in stratigraphy, paleocurrent directions, sediment provenance, and geochronological data. However, corroborating evidence for this 'superbasin hypothesis' has been lacking outside the footprints of the preserved basins. We present new [...]
Seismic imaging of mid-crustal heterogeneity beneath geothermal systems, central Taupo Volcanic Zone, New Zealand
Published: 2025-02-26
Subjects: Earth Sciences, Geophysics and Seismology
The Taupo Volcanic Zone (TVZ) in New Zealand is a region of highly pro- ductive Quaternary volcanism and very large hydrothermal heat flux. Here we investigate the upper- and mid-crustal seismic velocity structure of a region within the central, rhyolitic part of the TVZ encompassing the high- temperature geothermal systems Mokai, Wairakei, Ng¯a Tamariki, Orakei Korako, Te Kopia and Rotokawa. [...]
Joint Optimization of Large and Small Models for Surface Temperature and Emissivity Retrieval Using Knowledge Distillation
Published: 2025-02-25
Subjects: Earth Sciences
The rapid advancement of artificial intelligence in domains such as natural language processing has catalyzed AI research across various fields. This study introduces a novel strategy, the AutoKeras-Knowledge Distillation (AK-KD), which integrates knowledge distillation technology for joint optimization of large and small models in the retrieval of surface temperature and emissivity using thermal [...]
Enhancing Global-scale Urban Land Cover Representation Using Local Climate Zones in the Community Earth System Model
Published: 2025-02-21
Subjects: Earth Sciences, Environmental Sciences
Urban areas are increasingly vulnerable to the impacts of climate change, necessitating accurate simulations of urban climates in Earth system models (ESMs) in support of large-scale urban climate adaptation efforts. ESMs underrepresent urban areas due to their small spatial extent and the lack of detailed urban landscape data. To enhance the accuracy of urban representation, this study [...]
Methodological Advances in Volcanology: The Role of Artificial Intelligence in Volcano Monitoring, Modelling, and Hazard Assessment
Published: 2025-02-11
Subjects: Earth Sciences, Volcanology
This chapter explores the opportunities and challenges of using Artificial Intelligence (AI) and Machine Learning (ML) in volcanology. It starts by introducing the basic concepts of AI and ML. Then, it discusses the current and potential applications of AI and ML in volcanology, including recent advances in petrology, geophysics, remote sensing, and ground monitoring. We highlight that AI and ML [...]
Glacially enhanced silicate weathering revealed by Holocene lake records
Published: 2025-02-08
Subjects: Biogeochemistry, Earth Sciences, Geochemistry, Physical Sciences and Mathematics
How glaciation affects CO2 drawdown by chemical weathering sets the strength of the weathering-climate feedback, which controls the exogenic carbon cycle and planetary habitability (Kump et al., 2000). However, the exact role of glaciers remains elusive as glaciation alters multiple factors controlling weathering, the net effect of which is ambiguous even in directionality. While illustrative, [...]
From Magma Chambers to Magma Oceans: A Unified Model for the Thermo-chemical-mechanical Evolution of Magma Bodies
Published: 2025-02-06
Subjects: Applied Mathematics, Computer Sciences, Earth Sciences, Physical Sciences and Mathematics, Planetary Sciences
Magma bodies play a critical role in Earth's geological evolution, influencing volcanic activity, crustal differentiation, and planetary-scale processes. Understanding their thermo-chemical and mechanical evolution requires models that integrate fluid dynamics, phase changes, and chemical transport. This study presents a new numerical model that couples these processes using a multi-phase, [...]
Natural Hydrogen Play-Type Models from a Development Perspective
Published: 2025-01-31
Subjects: Earth Sciences
This paper proposes a broad classification of natural hydrogen occurrences from a viewpoint of not only exploration geology but also development-potential and ability to meet industrial needs. Conceptually, working subsurface “hydrogen systems” comprise the same key elements as their “petroleum system” counterparts namely: Source, Reservoir, Trap and Seal. Considering success or failure on these [...]
On the Chronology and Development of Europe's Highest Aeolian Landform: The Sarykum Dune Complex in the North Caspian Region
Published: 2025-01-25
Subjects: Earth Sciences
The highest aeolian landform in Europe, the Sarykum dune complex, is located in the southwestern Caspian Depression near the Caucasus Mountains. Despite its prominence and accessibility, its morphology and evolution have been previously poorly understood. In this study we investigate the dune complex through a synthesis of geomorphological, geological, and geochronological methods. Our findings [...]
Widely variable granite production from a restitic metasedimentary terrane by volatile redistribution
Published: 2025-01-24
Subjects: Earth Sciences, Geochemistry, Geology, Other Earth Sciences
The amount of melt extracted from a metasedimentary source is a major parameter in quantitative models of crustal processes; however, quantification of melt volume is thwarted by the heterogeneity of the crust and a lack of estimates concerning the amount of fluid present. We observe that highly systematic trends in metasedimentary rocks allow treatment of protoliths as two component mixtures, [...]
Planform geometric classification of fluvial and tidal channels via machine learning
Published: 2025-01-24
Subjects: Earth Sciences, Geomorphology
Despite forming under different flow conditions, the geometries of tidal and fluvial channel planforms and planform transformations display significant overlap, hindering efforts to differentiate them geometrically. Although studies have demonstrated that gobally, tidal and fluvial planforms are statistically distinct based on meander metrics, there are currently no machine-learning methodologies [...]
Rift-Induced Repositioning of Mantle Plumes Beneath the Indian Lithosphere: Implications for Deccan Volcanism
Published: 2025-01-24
Subjects: Earth Sciences
Indian craton comprises a number of old rifts, e.g., the Narmada, the Mahanadi and the Godavari rifts, which reactivated in multiple stages during the supercontinent breakup events. The latest reactivation of the Indian rift system occurred at the Cretaceous-Tertiary boundary when the Réunion plume interacted with the Indian plate, leading to the massive Deccan volcanism at 66 Ma. Although the [...]