Preprints
Filtering by Subject: Physical Sciences and Mathematics
No respite from permafrost-thaw impacts in absence of a global tipping point
Published: 2023-09-25
Subjects: Biogeochemistry, Climate, Earth Sciences, Geomorphology, Hydrology, Oceanography and Atmospheric Sciences and Meteorology, Physical Sciences and Mathematics
Arctic permafrost, the largest non-seasonal component of Earth’s cryosphere, contains a significant climate-sensitive carbon pool. Its potential for loss due to climatic changes leading to a global tipping point, where thawing accelerates with disproportionate impacts, remains debated. Here, we provide an integrative perspective on this question, building on a cross-disciplinary meta-analysis of [...]
Space-time data-driven modeling of precipitation-induced shallow landslides in South Tyrol, Italy
Published: 2023-09-25
Subjects: Engineering, Physical Sciences and Mathematics
Shallow landslides represent potentially damaging processes in mountain areas worldwide. These geomorphic processes are usually caused by a combination of predisposing, preparatory, and triggering environmental factors. At regional scales, data-driven methods have been used to model shallow landslides by addressing the spatial and temporal components separately. So far, few studies have explored [...]
Komatiites: their geochemistry and origins
Published: 2023-09-22
Subjects: Physical Sciences and Mathematics
Komatiites are ultra-hot ultramafic lavas, largely restricted to the Archaean. They represent an extreme endmember of terrestrial magmatism and challenge our understanding of how mantle melting operates. We briefly introduce this compositionally diverse group of lavas and critically evaluate constraints on their formation. Despite evidence for moderate water contents in some komatiites, the vast [...]
FireSight: Utilizing Deep Learning for Wildfire Prediction And Determining Escape Routes
Published: 2023-09-22
Subjects: Engineering, Physical Sciences and Mathematics
Since 2000, seven million acres have burned every year. Yet, since robust analytics are scarce, capitalizing on machine learning algorithms have the capability to bridge gaps in decision making and effective deployment. Despite this, a major limitation in current research is resolution and accuracy. Utilizing public data from NASA’s MODIS, LP DAAC, University of Idaho, and UC Irvine, 12 input [...]
Complexity in the 3D stress fields of mid-ocean ridge tectonics: a manifestation of sub-crustal mush dynamics
Published: 2023-09-20
Subjects: Physical Sciences and Mathematics
Mid-ocean ridge (MOR) systems evolve in strongly heterogeneous stress environments. However, the origin of such stress complexity still awaits a comprehensive explanation, which is the central theme of the present article. This study develops a thermo-mechanical model to demonstrate the multi-ordered 3D convective circulations, produced by decompression melting in the mushy region, as the key [...]
Shifting institutional culture to develop climate solutions with Open Science
Published: 2023-09-20
Subjects: Climate, Earth Sciences, Environmental Sciences, Oceanography and Atmospheric Sciences and Meteorology, Physical Sciences and Mathematics
Imprint of chaos on the ocean energy cycle from an eddying North Atlantic ensemble
Published: 2023-09-18
Subjects: Physical Sciences and Mathematics
We examine the ocean energy cycle where the eddies are defined about the ensemble mean of a partially air-sea coupled, eddy-rich ensemble simulation of the North Atlantic. The decomposition about the ensemble mean leads to a parameter-free definition of eddies, which is interpreted as the expression of oceanic chaos. Using the ensemble framework, we define the reservoirs of mean and eddy kinetic [...]
Antarctic Geothermal Heat Flow, Crustal Conductivity and Heat Production Inferred From Seismological Data
Published: 2023-09-15
Subjects: Earth Sciences, Geophysics and Seismology, Physical Sciences and Mathematics
Geothermal heat flow is a key parameter in governing ice dynamics, via its influence on basal melt and sliding, englacial rheology, and erosion. It is expected to exhibit significant lateral variability across Antarctica. Despite this, surface heat flow derived from Earth's interior remains one of the most poorly constrained parameters controlling ice-sheet evolution. To obtain a continent-wide [...]
Obtaining backwater length estimates in modern and ancient fluvio-deltaic settings: review and proposal of standardized workflows
Published: 2023-09-15
Subjects: Physical Sciences and Mathematics
The backwater effect (i.e. channel flow influence by a body of standing water) is used to predict down-dip changes in fluvial morphodynamics and consequent sediment distribution on delta plains. These changes include downstream fining, decrease in sinuosity, and deepening and narrowing of channel belt deposits. This study reviews existing methods for estimating backwater length in ancient and [...]
Intraplate Stress of the Pacific Plate Inferred from Global Mantle Flow Models
Published: 2023-09-13
Subjects: Physical Sciences and Mathematics
The intraplate stresses of the Earth's oceanic plates, which can be measured by geophysical and geological approaches (i.e., focal mechanisms, borehole breakouts, in situ stress measurements, fault slip analysis, volcanic vent alignments, etc.) is crucial for understanding the origin of the intraplate stress field of plate motion. The Pacific plate, which is the largest oceanic plate on Earth, [...]
Is the smoke aloft? Caveats regarding the use of the Hazard Mapping System (HMS) smoke product as a proxy for surface smoke presence across the United States
Published: 2023-09-13
Subjects: Environmental Sciences, Physical Sciences and Mathematics
Background: NOAA’s Hazard Mapping System (HMS) smoke product comprises smoke plumes digitized from satellite imagery. Recent studies have used HMS as a proxy for surface smoke presence. Aims: We compare HMS to airport observations, air quality station measurements, and model estimates of near-surface smoke. Methods: We quantify the agreement in smoke days and trends, regional discrepancies in [...]
Robust estimates of the ratio between S- and P-wave velocity anomalies in the Earth's mantle using normal modes
Published: 2023-09-13
Subjects: Physical Sciences and Mathematics
Estimating three-dimensional displacements with InSAR: the strapdown approach
Published: 2023-09-08
Subjects: Engineering, Physical Sciences and Mathematics
Deformation phenomena on Earth are inherently three dimensional. With SAR interferometry (InSAR), in many practical situations themaximum number of observations is two (ascending and descending), resulting in an infinite number of possible displacement estimates. Here we propose a practical solution to this underdeterminancy problem in the form of the strapdown approach.With the strapdown [...]
Soil moisture effects on InSAR - a correction approach and example from a hyper-arid region
Published: 2023-09-08
Subjects: Physical Sciences and Mathematics
We present Interferometric Synthetic Aperture data spanning a series of precipitation events that impacted the southern edge of the Arabian Peninsula in 2017-2018. The arid climate, sparse vegetation and low topographic relief result in very high interferometric coherence magnitude between most pairs of dates, even for those separated by multiple years. For pairs of dates with differing soil [...]
Machine Learning in Petrology: State-of-the-Art and Future Perspectives
Published: 2023-09-08
Subjects: Earth Sciences, Physical Sciences and Mathematics
The present manuscript reports on the state-of-the-art and future perspectives of Machine Learning (ML) in petrology. To achieve this goal, it first introduces the basics of ML, including definitions, core concepts, and applications. Then, it starts reviewing the state-of-the-art of ML in petrology. Established applications mainly concern the so-called data-driven discovery and involve specific [...]