Preprints
There are 4718 Preprints listed.
Reconstructing subglacial lake activity with an altimetry-based inverse method
Published: 2023-04-28
Subjects: Earth Sciences, Glaciology, Physical Sciences and Mathematics
Subglacial lake water-volume changes produce ice-elevation anomalies that provide clues about water flow beneath glaciers and ice sheets. Significant challenges remain in the quantitative interpretation of these elevation-change anomalies because the surface expression of subglacial lake activity depends on basal conditions, rate of water-volume change, and ice rheology. To address these [...]
Climate energy balance models: two layers, orders, timescales, or regions?
Published: 2023-04-28
Subjects: Climate
Climate energy balance models (EBMs) – simple energy-balance-based models of climate change – are widely used. The simplest “linear” EBM is deficient in capturing the behavior of complex climate models, so a “two-layer” model with an additional degree of complexity, i.e. two vertical layers, is typically used. Other additional degrees of complexity are equally plausible as well, however, and [...]
Pushing the Nyquist-Shannon limit: exploiting multi-fidelity observations to provide high-resolution weather maps for climate services, early warning centres and weather forecasts
Published: 2023-04-28
Subjects: Oceanography and Atmospheric Sciences and Meteorology
The pursue of a higher-resolution gridded climate data and weather forecast requires an unprecedented number of surface observations to model the sub-mesoscale. National meteorological services (NMS) have practical and financial limitations to the number of observations it can collect, therefore, opening the door to crowdsourced weather initiatives might be an interesting option to mitigate data [...]
A successful approach to mangrove ecosystem restoration in the Mauritanian side of the Senegal River Delta
Published: 2023-04-27
Subjects: Ecology and Evolutionary Biology
A mangrove ecosystem restoration project was carried for 3 years in the Mauritanian side of the River Senegal Delta where scarce scientific and/or technical references exist on these mangroves located in the northernmost limit on the West African coast. The construction of the Manantali and the Diama dams transformed the once exhuberant delta to an artificial estuary and had dramatically affected [...]
A machine learning-based thermometer, barometer and hygrometer for magmatic liquids
Published: 2023-04-27
Subjects: Physical Sciences and Mathematics
Experimentally calibrated models to recover pressures, temperatures and water contents of magmas, are widely used in igneous petrology. However, large errors, especially in barometry, limit the capacity of these models to resolve the architecture of crustal igneous systems. Here we apply machine learning to a large experimental database to calibrate new regression models that recover P-T-H2O of [...]
VIVIR BIEN: INTERCULTURAL AND SPIRITUAL APPROACH TO WATER AND POWER IN TIME OF CLIMATE CHANGE AND POLITICAL TRANSFORMATION
Published: 2023-04-27
Subjects: Environmental Studies
Climate change and lack of freshwater are a concern for people living in the Andean highlands, altiplano of Bolivia. The objectives of this study were to establish a culturally appropriate research approach to study water governance and to identify key political actors and engagement processes related to water governance in Bolivia. A qualitative field study was conducted in the Department of La [...]
Active Learning with Deep Autoencoders for Seismic Facies Interpretation
Published: 2023-04-26
Subjects: Geophysics and Seismology
Machine learning-assisted seismic interpretation tasks require large quantities of labeled data annotated by expert interpreters, which is a costly and time-consuming process. Where existing works to minimize dependence on labeled data assume the data annotation process to already be completed, active learning---a field of machine learning---works by selecting the most important training samples [...]
Earth tides can reactivate shallow faults and trigger seabed methane emissions
Published: 2023-04-26
Subjects: Earth Sciences
The role of solid Earth tide in fault reactivation has significant implications for understanding earthquake triggering, carbon sequestration, and the global carbon budget. Despite extensive research on this topic over the years, the relationship between Earth tide and fault reactivation remains unclear. In this study, we investigate the potential influence of solid Earth tide on the reactivation [...]
Making Planets on Earth: How Experimental Petrology Is Essential to Planetary Exploration
Published: 2023-04-26
Subjects: Planetary Geochemistry, Planetary Sciences
Our knowledge of the evolution of the solar system relies upon our ability to interpret a limited set of observations, including geochemical data from returned samples and meteorites, remotely sensed data from spacecraft and telescopes, and information measured in situ via landers and rovers. Our ability to obtain these data is constantly improving in quality and quantity, but the understanding [...]
A comparative study of transfer learning methodologies and causality for seismic inversion with temporal convolutional networks
Published: 2023-04-25
Subjects: Geophysics and Seismology
Machine learning-based seismic inversion methods suffer from high labeled data requirement in the absence of which they may fail to generalize. Recent data-driven inversion methodologies based on temporal convolutional networks use 2-D sequence models and transfer learning to unburden the algorithm from high training data requirements. Such methods are restricted in that they only model seismic [...]
Workshop report: Modelling volatile behaviour in magmas
Published: 2023-04-23
Subjects: Physical Sciences and Mathematics
Volatiles are a critical component of magmas, driving volcanic eruptions, creating and modifying planetary atmospheres, and generating ore deposits. There has been an immense amount of work quantifying the solubility of individual volatile species in a wide variety of magma compositions and the creation of various modelling capabilities to look at magmatic degassing. This workshop aimed to [...]
CDR modeled in MAGICC to return to preindustrial temperatures by 2100
Published: 2023-04-23
Subjects: Physical Sciences and Mathematics
Scenario pathways greatly inform the opportunity space of possible future climates. The multistep experiment tests the Alternative Method to Determine a Carbon Dioxide Removal Target’s thesis by simulating the novel pathway '300x2050,' SSP1-2.6, and SSP1-1.9 comparing within green growth development in MAGICC 6.8 by removing all cumulative anthropogenic CO₂ over 80 years and phasing out [...]
In-situ frictional behavior of subducting sediment in the shallow Nankai Trough
Published: 2023-04-22
Subjects: Geology, Geophysics and Seismology, Sedimentology, Tectonics and Structure
The transition from smectite to illite at around the depth with temperature of ~150 °C has long been hypothesized as one of controlling factors of the updip limit depth of the seismogenic zone of subduction zones. Although illite has a higher friction coefficient than smectite, previous friction experiments have little reported that the smectite-illite transition accompanies the transition from [...]
The Dynamics of the India-Eurasia Collision: Faulted Viscous Continuum Models Constrained by High-Resolution Sentinel-1 InSAR and GNSS Velocities
Published: 2023-04-22
Subjects: Earth Sciences
The dynamics of lithospheric deformation in the India-Eurasia collision zone has been debated over many decades. Here we test a two-dimensional (2-D) Thin Viscous Shell (TVS) approach that has been adapted to explicitly account for displacement on major faults and investigate the impact of lateral variations in depth-averaged lithospheric strength. We present a suite of dynamic models to explain [...]
From strain to displacement: using deformation to enhance distributed acoustic sensing applications
Published: 2023-04-21
Subjects: Physical Sciences and Mathematics
Over a period of less than a decade, Distributed Acoustic Sensing (DAS) has become a well-established technology in seismology. For historical and practical reasons, DAS manufacturers usually provide instruments that natively record strain (rate) as the principal measurement. While at first glance strain recordings seem related to ground motion waveforms (displacement, velocity, acceleration), [...]