Preprints

There are 5076 Preprints listed.

Quantifying greenspace using deep learning in Karachi, Pakistan

Miao Zhang, Hajra Arshad, Manzar Abbas, et al.

Published: 2023-06-19
Subjects: Environmental Public Health, Other Computer Sciences

Greenspaces in communities are critical for mitigating effects of climate change and have important impacts on our health. Nowadays, the availability of visible spectrum satellite imagery data combined with deep learning methods, allows for automated greenspace analysis at high resolution. We propose a custom deep learning-based approach which includes novel green color augmentation to better [...]

Assessing the relative importance of methane super-emitters and diffuse area sources in quantifying total emissions for oil and gas production areas in Algeria

Stijn Naus, Joannes D. Maasakkers, Ritesh Gautam, et al.

Published: 2023-06-19
Subjects: Physical Sciences and Mathematics

Methane emissions from oil and gas production provide an important and partly mitigable contribution to anthropogenic global warming. Here, we investigate 2020 emissions from the largest gas field in Algeria, Hassi R'Mel, and the oil production dominated area of Hassi Messaoud. We first use methane data from the high-resolution (20 m) Sentinel-2 instrument to identify eleven point source [...]

Pb diffusion in magnetite: dating magnetite crystallization and the timing of remanent magnetization in banded iron formation

E. Bruce Watson, Daniele J Cherniak, Claire I O Nichols, et al.

Published: 2023-06-18
Subjects: Physical Sciences and Mathematics

The ferrimagnetic mineral magnetite (Fe3O4) is abundant in banded iron formation (BIFs), and has the potential to provide U-Pb or Pb-Pb age information on these rocks because it incorporates small amounts of U during growth. Combined with age measurements, paleomagnetic studies of BIF magnetites may also yield insight into the history of Earth’s magnetic field and its relationship to early [...]

Water discharge and sediment flux intermittency in the fluvial Escanilla Formation, Spain: Implications for changes in stratigraphic architecture

Nikhil Sharma, Alexander C Whittaker, Thierry Adatte, et al.

Published: 2023-06-17
Subjects: Earth Sciences, Physical Sciences and Mathematics

Water discharge and sediment flux variations are important parameters controlling the morphodynamical behavior of rivers. Although quantitative estimates for discharge and flux variability are well constrained for modern rivers, far fewer assessments of flow and sediment flux intermittency in ancient fluvial systems from the rock record are available. In this study we explore the relationship [...]

Is there Information in Residuals: Hydrograph and Recession Flows Predictions using Deep Learning?

Abhinav Gupta, Sean A. McKenna

Published: 2023-06-17
Subjects: Physical Sciences and Mathematics

This study examines streamflow simulations using deep learning (DL) to: (1) Understand why global DL models trained on multiple watersheds outperform local DL models trained on single watersheds, given the watershed uniqueness hypothesis and (2) Improve recession flow simulation accuracy. It introduces a novel global-local (GL) modeling strategy, where global model outputs are fed as input to a [...]

A framework for the estimation of uncertainties and spectral error correlation in Sentinel-2 Level-2A data products

Javier Gorroño, Luis Guanter, Lukas Valentin Graf, et al.

Published: 2023-06-16
Subjects: Engineering, Environmental Monitoring

The Copernicus Sentinel-2 (S2) satellite mission acquires high spatial resolution optical imagery over land and coastal areas. Delivering uncertainty estimates and spectral error correlation alongside S2 data products facilitates the constrain of retrieval algorithms, propagates further downstream the retrieval uncertainty, and fifinally makes informed decisions to end-users. This study [...]

Key predictors for climate policy support and political mobilization: The role of beliefs and preferences

Simon Montfort

Published: 2023-06-16
Subjects: Social and Behavioral Sciences

Public support and political mobilization are two crucial factors for the adoption of ambitious climate policies in line with the international greenhouse gas reduction targets of the Paris Agreement. Despite their compound importance, they are mainly studied separately. Using a random forest machine-learning model, this article investigates the relative predictive power of key established [...]

Glacial Isostatic Adjustment modelling of the mid-Holocene sea-level highstand of Singapore and Southeast Asia

Tanghua Li, Fangyi Tan, Stephen Chua, et al.

Published: 2023-06-16
Subjects: Earth Sciences

The mid-Holocene sea-level highstand refers to the development of higher-than-present relative sea levels (RSLs) in far-field regions between 7,000 and 4,000 years ago because of equatorial ocean syphoning and continental levering. The timing, magnitude and spatial variability of the highstand are uncertain and the highstand parameterization in Glacial Isostatic Adjustment (GIA) modelling is [...]

Does Productive Safety Net Program Enhance Livelihoods? Insights from Vulnerable Households in Wolaita Zone, Ethiopia

MESFIN WOLDEMICHAEL, Bamlak Alamirew

Published: 2023-06-16
Subjects: Agriculture

The impact of Productive Safety Net Programs (PSNPs) on food security, poverty, and livelihoods has been examined in several studies. While some studies found positive impacts on food security and agricultural productivity, there are still gaps in understanding the long-term effects of these programs on poverty reduction and food security. This study aims to investigate the impact of PSNP on the [...]

Tectonic-metamorpic evolution of the Cretaceous Kluane Schist, southwest Yukon

Will Fergus Mckenzie, Brendan Dyck, H. Daniel Gibson, et al.

Published: 2023-06-16
Subjects: Physical Sciences and Mathematics

A wealth of information regarding the Mesozoic evolution of the Northern Canadian and Alaskan Cordillera is held within a series of variably metamorphosed and deformed Jura-Cretaceous basins. Located at the interface between the pericratonic Intermontane and exotic Insular terranes, these basins may prove key to understanding the timing and tectonic style of Insular terrane accretion, a topic of [...]

State-Level Multidimensional Agricultural Drought Susceptibility and Risk Assessment for Agriculturally Prominent Areas

S M Samiul Islam, Serhan Yeşilköy, Özlem Baydaroğlu, et al.

Published: 2023-06-16
Subjects: Education

Due to the shifting climate, extreme events are being observed more frequently globally. Drought is one of the most common natural hazards that severely impacts communities in terms of economic losses and agricultural production disruption. Considering global trade, drought in an agricultural region affects the food security in other regions because of disrupted supply. Decision-makers often [...]

Development and validation of an Alaskan coupled storm surge, tide, wind wave, and sea ice forecasting system

Guoming Ling, Damrongsak Wirasaet, Joannes Westerink, et al.

Published: 2023-06-16
Subjects: Civil and Environmental Engineering

Western Alaska regularly experiences storm surge events induced by extra-tropical storms, most active during fall, winter, and spring. Among others, the presence of sea ice in Western Alaska seawater poses a challenge in modeling storm surge in this area. Existing storm surge models rarely consider sea ice effects together with wind-induced wave effects. In this paper, we present an ALaska [...]

Re-evaluating stoichiometric estimates of iron valence in magmatic clinopyroxene crystals

David Axford Neave, Alexander G Stewart, Margaret Hartley, et al.

Published: 2023-06-16
Subjects: Geochemistry

Clinopyroxene is a major rock forming mineral capable of incorporating diverse metal cations. As a consequence, clinopyroxene preserves valuable archives of magmatic processes. Understanding clinopyroxene is thus essential for understanding Earth’s wider chemical evolution. However, knowledge about the relative abundances of ferrous and ferric iron in magmatic clinopyroxene remains sparse because [...]

Applying Machine Learning to Characterize and Transport the Relationship Between Seismic Structure and Surface Heat Flux

Michael H Ritzwoller, Shane Zhang

Published: 2023-06-16
Subjects: Geophysics and Seismology, Glaciology

Geothermal heat flux beneath the Greenland and Antarctic ice sheets is an important boundary condition for ice sheet dynamics. Subglacial heat flux is rarely measured directly, so it has been inferred indirectly from proxies (e.g. seismic structure, magnetic Curie depth, surface topography). We seek to improve understanding of the relationship between heat flux and one such proxy---seismic [...]

Iron valence systematics in clinopyroxene crystals from ocean island basalts

David Axford Neave, Alexander G Stewart, Margaret Hartley, et al.

Published: 2023-06-15
Subjects: Geochemistry

The valence state of Fe plays a vital role in setting and recording the oxidation state of magmas, commonly expressed in terms of oxygen fugacity (fO2 ). However, our knowledge of how and why fO2 varies within and between magmatic systems remains patchy because of diverse challenges associated with estimating the valence state of Fe in glasses and minerals routinely. Here we investigate Fe [...]

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