cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.4231/sbb0-v865
title: A Hybrid Physics-Guided Deep Learning Modeling Framework for Predicting Surface Soil Moisture

description: &lt;p&gt;Accurate prediction of surface soil moisture (SSM) is vital for understanding the complex interactions between terrestrial and atmospheric processes, with significant implications for weather forecasting, agriculture, and water management. In this study, we introduce an innovative Physics-Guided Deep Learning (PGDL) model by integrating the process-based insights of the Terrestrial Ecosystem Model (TEM) with the dynamic predictive capabilities of Long Short-Term Memory (LSTM) networks to improve the SSM prediction. The PGDL model leverages the complementary strengths of the deterministic framework of TEM and the data-driven prowess of LSTM, providing predictions that are deeply rooted in physical processes while capturing complex patterns in data. Our analysis, conducted across carefully selected sites within unique vegetation types over the continental United States, evaluates the PGDL model against traditional process-based (PB) models and deep-learning (DL) approaches. Results demonstrate the PGDL model is superior in capturing SSM dynamics, with significantly lower RMSE and higher R&sup2; values compared to PB and DL predictions. Our results show that the PGDL modeling framework improves the predictive accuracy of DL models and the physical interpretability of PB models, which can serve as a robust tool to predict SSM dynamics.&lt;/p&gt;
description: This dataset contains the main materials for predicting site-level surface soil moisture based on a developed hybrid physics-guided deep learning modeling framework.
DOI: 10.4231/7axt-kp80
title: Data for fibrotaxis, a gradient-free, spontaneous and controllable droplet transport mechanism on soft solids

description: &lt;p&gt;&lt;strong&gt;Overview:&lt;/strong&gt; This dataset supports research on a novel droplet transport mechanism called droplet fibrotaxis, which uses an anisotropic fiber-reinforced deformable solid to achieve spontaneous and gradient-free droplet transport. Unlike most passive droplet transport strategies that rely on spatial variations of material properties to drive droplet motion, fibrotaxis enables controllable droplet velocity and long-range droplet transport.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Context and Objective:&lt;/strong&gt; The primary objective of this dataset is to explain the mechanism of droplet fibrotaxis and to assess the influence of parameters such as fluid wettability, fiber orientation, anisotropy strength, and elastocapillary number on droplet motion. We believe fibrotaxis has potential applications in self-cleaning surfaces, water harvesting, and medical diagnostics.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Data Collection:&lt;/strong&gt; The data in this repository were collected from numerical simulations of multi-component fluid-structure interaction models [1, 2]. More details on fibrotaxis can be found in the preprint [3].&lt;br /&gt;
&lt;br /&gt;
&lt;strong&gt;References&lt;/strong&gt;&lt;/p&gt;

&lt;ol&gt;
 &lt;li&gt;J. Bueno, H. Casquero, Y. Bazilevs and H. Gomez, Three-dimensional dynamic simulation of elastocapillarity, &lt;em&gt;Meccanica&lt;/em&gt;, 2018, 53, 1221&ndash;1237. (&lt;a href="http://doi.org/10.1007/s11012-017-0667-4"&gt;http://doi.org/10.1007/s11012-017-0667-4&lt;/a&gt;)&lt;/li&gt;
 &lt;li&gt;S. R. Bhopalam, J. Bueno and H. Gomez, Elasto-capillary fluid&ndash;structure interaction with compound droplets, &lt;em&gt;Computer Methods in Applied Mechanics and Engineering&lt;/em&gt;, 2022, 400, 115507. (&lt;a href="https://doi.org/10.1016/j.cma.2022.115507"&gt;https://doi.org/10.1016/j.cma.2022.115507&lt;/a&gt;)&lt;/li&gt;
 &lt;li&gt;S. R. Bhopalam, J. Bueno and H. Gomez, Fibrotaxis: gradient-free, spontaneous and controllable droplet motion on soft solids, arXiv.2310.08113, 2024. (&lt;a href="https://doi.org/10.48550/arXiv.2310.08113"&gt;https://doi.org/10.48550/arXiv.2310.08113&lt;/a&gt;)&lt;/li&gt;
&lt;/ol&gt;
description: Explore droplet fibrotaxis: a new mechanism that uses an anisotropic fiber-reinforced deformable solid to achieve spontaneous and gradient-free droplet transport
DOI: 10.4231/favy-1k42
title: Analyzing the Mineralogy and Space Weathering Characteristics of the Finest Fraction in Apollo Core Sample 73002

description: &lt;p&gt;In 2019, NASA released Apollo core sample 73002/1 for scientific study for the first time. The sample has previously remained under vacuum to retain it&#39;s scientific integrity. 73002 is the top ~20 cm of lunar regolith and exhibits evidence of long durations of exposure to the space environment. The collective mechanisms that alter lunar regolith is known as space weathering. These mechanisms include irradiation exposure from solar wind and flares, as well as impacts from micrometeorites. Irradiation from solar wind will produce a layer (up to ~100 nm thick) of damage on the outer rim of crystalline materials. Particles with higher energies, typically from solar flares, will penetrate millimeters in depth leaving behind trails of irradiation damage. Micrometeorites will produce melt, vapor, and reduced metallic iron particles. All of these features can be observed via transmission electron microscopy (TEM). Core sample 73002 was split into 0.5 cm intervals. The dataset presented here reflects the stratigraphic analysis of space weathering features of individual regolith grains found in core sample 73002. We used intervals representing the top 8 cm as this region has the highest degree of space weathered material, and the bottommost interval in order to compare the top 8 cm to the least space weathered region in the core.&lt;/p&gt;

&lt;p&gt;TEM imaging and chemical analysis was used to characterize grain microstructure and mineralogy in order to assess characteristics linked to space weathering. Bright field (BF) and dark field (DF) scanning transmission electron microscope (STEM) images were primarily collected at NASA Johnson Space Center using a 200 keV JEOL 2500SE STEM, equipped with a 60 mm&lt;sup&gt;2&lt;/sup&gt; ultra-thin window silicon drift energy dispersive X-ray (EDX) spectrometer. Additional images were collected at Purdue University using a 200 keV Talos 200X TEM with a dual Super-X SDD EDX. Analysis was focused on monomineralic crystalline grains due to their abundance in the &lt;20 &mu;m size fraction and to avoid complications in quantification that may be associated with utilizing polymineralic fragments, such as differences in SEP track retention and solar wind damaged rim development (e.g., the solar wind damaged rim of olivine widens at a faster rate than plagioclase). Modal mineral analysis and space weathering evaluations were made simultaneously for each grain. Mineral types were determined by acquiring quantitative compositional maps and point measurements of multiple locations in each grain via EDX analysis using the Cliff Lorimer method.&lt;/p&gt;
description: Relevant transmission electron microscopy images and energy dispersive x-ray spectroscopic chemical data used to evaluate space weathering and mineralogy of regolith found in Apollo core sample 73002.
DOI: 10.4231/magb-q889
title: Datasets for analyzing lunar impact bombardment during the Imbrian

description: &lt;p&gt;These datasets contain results from a modeling study using the Cratered Terrain Evolution Model (CTEM). CTEM is a Monte Carlo impact bombardment model that emplaces craters on a surface. For this study, CTEM was used to investigate the impact bombardment rate on the Moon during the Imbrian period (3-3.9 billion years ago) by examining impact melts at model locations corresponding to Apollo sites. The &quot;results_data&quot; directory contains aggregated model results from CTEM runs in the form of .csv files. The raw CTEM outputs are very large files and unable to be stored on this repository, so the important results were aggregated in the csv files. The &quot;run_environment&quot; folder contains all necessary files to reproduce similar raw outputs to this study using CTEM (which is also provided in this repository). They will not be exactly the same due to the way random number seeding is handled. The &quot;ray_generation_data&quot; directory includes raw CTEM outputs that can be used to show proximal and distal ejecta for a single crater, emphasizing the ray pattern in the distal ejecta. &lt;/p&gt;

&lt;p&gt;These datasets are expected to work with the Python scripts provided here and at https://github.com/MintonGroup/imbrian_analysis .&lt;/p&gt;
description: These datasets include results from a Monte Carlo model used to study lunar impact bombardment at the Apollo sites during the Imbrian, as well as inputs to produce similar data using the model.
DOI: 10.4231/r8dt-mq31
title: Code for the severe convective storm (SCS) environmental sounding model described in Chavas and Dawson (2021, JAS).

description: &lt;p&gt;Code for severe convective storm (SCS) environmental sounding model described in Chavas and Dawson (2021).&lt;/p&gt;

&lt;p&gt;CD21_SCSsounding_CM1.m produces an idealized environmental sounding: vertical profiles of temperature, moisture, pressure, and vector winds. The code can be run out of the box in MATLAB. Any dependencies are included in the mfiles/ folder. The input parameters are defined by the user in the &ldquo;USER INPUT&rdquo; section at the top of the file.&lt;/p&gt;

&lt;p&gt;The code will produce two plots: thermodynamic vertical profiles &ldquo;CD21_SCSsounding_CM1_thermal.pdf&rdquo; and kinematic vertical profiles &ldquo;CD21_SCSsounding_CM1_wind.pdf&rdquo;. The code will also output a sounding text file &ldquo;CD21_SCSsounding_CM1.txt&rdquo; that is formatted for direct input into the numerical model Cloud Model 1 (CM1), which is widely used in the weather community.&lt;/p&gt;

&lt;p&gt;Chavas D. R. and D. T. Dawson II (2021). An idealized physical model for the severe convective storm environmental sounding. J. Atmos. Sci., 78(2), pp.653-670.&lt;/p&gt;

&lt;p&gt;Shortened abstract: This work develops a theoretical model for steady thermodynamic and kinematic profiles for severe convective storm environments. The model is phrased in terms of static energy, and it allows for independent variation of the boundary layer and free troposphere separated by a capping inversion. An algorithm is presented to apply the model to generate a sounding for numerical simulations of severe convective storms, and the model is compared and contrasted with that of Weisman and Klemp. The construction of this minimal model is flexible and amenable to additional modifications as needed. The model offers a novel framework that may be useful for testing how severe convective storms depend on the vertical structure of the hydrostatic environment, as well as for linking variability in these environments to the physical processes that produce them within the climate system.&lt;/p&gt;
description: Code to produce an idealized severe convective storm (SCS) environmental sounding as described in the paper Chavas and Dawson (2021, JAS).
DOI: 10.4231/3j0g-8797
title: Serpentinite weathering in Puerto Rico

description: &lt;p&gt;This dataset concerns watershed-scale hydrology, erosion, and weathering in serpentinite watersheds in southwestern Puerto Rico. The dataset comprises watershed locations and physical characteristics, wet and dry season water quality data, sediment geochemistry and derived weathering indices, estimated specific discharges and solute fluxes, and cosmogenic &lt;sup&gt;36&lt;/sup&gt;Cl-derived erosion rates in 15 watersheds. The dataset was collected between 2020 and 2022 to study the factors that control ultramafic rock weathering rates in the tropics.&lt;/p&gt;

&lt;p&gt;In addition, a compilation of discharge data from USGS stream gauges in Puerto Rico and watershed-averaged precipitation rates in the gauged catchments are included. These data are used to generate a rainfall-runoff relationship to estimate specific discharge in the study watersheds.&lt;/p&gt;

&lt;p&gt;The dataset is presented in 9 tables that are included in a single excel file (.xlsx). In addition, &lt;i&gt;GNU Octave&lt;/i&gt; code packages to determine watershed-averaged nucleonic scaling factors, and to calculate erosion rates from Cl isotope ratios, target chemistries, and watershed-averaged scaling factors are included. This dataset was produced with support from NSF-EAR-2011358 and NSF-EAR-2011342. &lt;/p&gt;
description: Data on hydrology, weathering, and erosion in serpentinite watersheds in Puerto Rico collected 2020-2022.
DOI: 10.4231/y5f2-tx31
title: Accident modeling of Earth-based and space-based system failures and the underlying incubation process of accident pathogen propagations

description: &lt;p&gt;This is the result data of a case study on system failures in construction and spaceflight projects, conducted to learn lessons for designing and building safe extraterrestrial systems. Ensuring that the case set included diverse cases and covered all specific technical challenges of extraterrestrial construction, the selection resulted in 40 cases comprising 10 space systems, 13 buildings, 10 bridges and tunnels, and 7 systems in specialized environments.&lt;/p&gt;

&lt;p&gt;The failure cases were modeled using the Framed-and-Layered Accident Pathogen Propagation (FLAPP) model&mdash;an accident model specifically developed for construction system failures&mdash;and graphically illustrated as FLAPP Matrix representations. To discover trends, differences, and commonalities in the underlying mechanisms of system failures, instances of pathogen threads, design-induced strains, and inadequate organizational factors&mdash;concepts explaining the incubation process of design decisions into system failures&mdash;were identified for each failure case.&lt;/p&gt;
description: This is the result data of a case study on system failures in construction and spaceflight projects, conducted to learn lessons for designing and building safe extraterrestrial systems.
DOI: 10.4231/7v1e-7163
title: Vocalization behavior of A53T SynGFP transgenic mice compared to wildtype mice

description: &lt;p&gt;The novel transgenic mouse strain A53T SynGFP expresses the human A53T mutation, which encodes the alpha-synuclein protein and is associated with greater risk of Parkinson&#39;s Disease. Mice expressing the A53T SynGFP transgene overexpress alpha-synuclein and develop synuclein pathology when induced with pre-formed fibrils of misfolded alpha-synuclein. The synuclein proteins are also tagged with a green fluorescent protein, allowing the ability for the synuclein aggregates to be imaged without staining and easy genotyping. The A53T SynGFP transgenic strain is a possible model to study functional changes under progressive synuclein pathology, however, it is unknown how the transgene affects animal behavior at baseline. In this study, male and female A53T SynGFP transgenic mice (n = 16) and wildtype C57/BL6 (n = 13) mice were included. Ultrasonic vocalizations (USVs) produced by each animal were recorded over five baseline day. USV recordings were identified using the Sonotrack analysis software and statistical analyses were run using a custom made R script. USVs were classified as simple or complex based on the acoustic characteristics of the vocalizations, and statistical analysis was striated between the two USV classification categories. No statistically significant differences were observed between the two genotype groups for the ratio of simple to complex USVs produced, USV duration, USV frequency range, or USV maximum intensity. There were no difference in the number of simple USVs produced, but a statistically significant difference in the number of complex USVs produced was observed (p &lt; 0.05). However, the difference is not clinically relevant and transgenic animals were observed to produce 2 more USVs per day than the wildtype animals. Our results show there are no baseline differences in vocalization caused by the A53T SynGFP transgene.&lt;/p&gt;
description: This dataset includes raw data files, statistical code, and results images for a study comparing the baseline vocalization behavior of wildtype mice and the A53T SynGFP transgenic strain.
DOI: 10.4231/07m2-hv82
title: Gilles Deleuze, From A to Z, Part-2, 4 February 1989

description: &lt;p&gt;&lt;em&gt;The Deleuze Seminars&lt;/em&gt; is a collection of audio recordings, transcriptions, and English translations of, and supplemental materials from, the lectures French philosopher Gilles Deleuze gave during his career at the University of Paris 8.&lt;/p&gt;

&lt;p&gt;The second segment, produced several months after the initial filming, starts with Deleuze&rsquo;s political reflections, &ldquo;G as in &lt;em&gt;Gauche&lt;/em&gt; [Left]&rdquo;, then a crucial consideration, &ldquo;H as in History of Philosophy.&rdquo; Some philosophical concepts follow, in &ldquo;I as in Idea&rdquo;, &ldquo;J as in Joy,&rdquo; and &ldquo;K as in Kant.&rdquo; Then, he turns to one of his greatest interests, &ldquo;L as in Literature,&rdquo; concluding with yet another somewhat personal reflection, &ldquo;M as in &lt;em&gt;Maladie&lt;/em&gt; [Illness]&rdquo;.&lt;/p&gt;

&lt;p&gt;The dataset contains three files, the French transcription and English translation of Part 2 of the interview, and the recording&rsquo;s opening introduction and summary of the corresponding part.&lt;/p&gt;

&lt;p&gt;-&lt;/p&gt;

&lt;p&gt;&lt;em&gt;Les S&eacute;minaires de Deleuze&lt;/em&gt; sont une collection d&#39;enregistrements audio, de transcriptions et de traductions en anglais et de documents compl&eacute;mentaires des conf&eacute;rences que le philosophe fran&ccedil;ais Gilles Deleuze a donn&eacute; lors de sa carri&egrave;re &agrave; l&#39;Universit&eacute; de Paris 8.&lt;/p&gt;

&lt;p&gt;Le deuxi&egrave;me segment de &quot;L&rsquo;Ab&eacute;c&eacute;daire de Gilles Deleuze&quot;, r&eacute;alis&eacute; plusieurs mois apr&egrave;s le tournage initial, d&eacute;bute par les r&eacute;flexions politiques de Deleuze, &laquo; G comme Gauche &raquo;, puis une consid&eacute;ration cruciale, &laquo; H comme Histoire de la philosophie &raquo;. Suivent quelques concepts philosophiques, &laquo; I comme Id&eacute;e &raquo;, &laquo; J comme Joie &raquo; et &laquo; K comme Kant &raquo;. Puis il se tourne vers l&rsquo;un de ses plus grands centres d&rsquo;int&eacute;r&ecirc;t, &laquo; L comme Litt&eacute;rature &raquo;, pour conclure par une autre r&eacute;flexion quelque peu personnelle, &laquo; M comme Maladie &raquo;.&lt;/p&gt;
description: Transcript and English translation, part 2 (G through M,) Gilles Deleuze' and Claire Parnet, "L’Abécédaire de Gilles Deleuze" (VHS, Editions Montparnasse, 1995), dir. Pierre-André Boutang; “Gilles Deleuze, From A to Z” (Semiotext(e) & MIT Press, 2012).
DOI: 10.4231/p0z3-fd36
title: Gilles Deleuze, From A to Z, Part-1, 15 December 1988

description: &lt;p&gt;&lt;em&gt;The Deleuze Seminars&lt;/em&gt; is a collection of audio recordings, transcriptions, and English translations of, and supplemental materials from, the lectures French philosopher Gilles Deleuze gave during his career at the University of Paris 8.&lt;/p&gt;

&lt;p&gt;In this first segment of &lt;em&gt;L&rsquo;Ab&eacute;c&eacute;daire, &lt;/em&gt;Deleuze starts with &ldquo;A as in Animal&rdquo; (instead of A as in &ldquo;amiti&eacute;&rdquo;, or friendship, which might have been preferable), then after a brief, somewhat personal reflection on &ldquo;B as in &lt;em&gt;Boire &lt;/em&gt;[Drinking]&rdquo;, he reflects at length on &ldquo;C as in Culture&rdquo; (in various senses of the term). Then he pursues the all-important &ldquo;D as in Desire,&rdquo; followed by an exploration of his education and other aspects of childhood in &ldquo;E as in &lt;em&gt;Enfance&lt;/em&gt; [Childhood]&rdquo;, and finally, &ldquo;F as in &lt;em&gt;Fid&eacute;lit&lt;/em&gt;&eacute; [Loyalty]&rdquo; , the consideration of friendship.&lt;/p&gt;

&lt;p&gt;The dataset contains three files, the French transcription and English translation of Part I of the interview, and the recording&rsquo;s opening introduction and summary of the corresponding part.&lt;/p&gt;

&lt;p&gt;-&lt;/p&gt;

&lt;p&gt;&lt;em&gt;Les S&eacute;minaires de Deleuze&lt;/em&gt; sont une collection d&#39;enregistrements audio, de transcriptions et de traductions en anglais et de documents compl&eacute;mentaires des conf&eacute;rences que le philosophe fran&ccedil;ais Gilles Deleuze a donn&eacute; lors de sa carri&egrave;re &agrave; l&#39;Universit&eacute; de Paris 8.&lt;/p&gt;

&lt;p&gt;Dans ce premier segment de &quot;L&rsquo;Ab&eacute;c&eacute;daire de Gilles Deleuze&quot;, Deleuze commence par &laquo; A comme Animal &raquo; (au lieu de A comme &laquo; amiti&eacute; &raquo;, ce qui aurait &eacute;t&eacute; pr&eacute;f&eacute;rable), puis apr&egrave;s une br&egrave;ve r&eacute;flexion quelque peu personnelle sur &laquo; B comme Boire &raquo;, il r&eacute;fl&eacute;chit longuement sur &laquo; C comme Culture &raquo; (selon divers sens du terme). Puis il poursuit avec le tr&egrave;s important &laquo; D comme D&eacute;sir &raquo;, suivi d&rsquo;une exploration de son &eacute;ducation et d&rsquo;autres aspects de l&rsquo;enfance dans &laquo; E comme Enfance &raquo;, et enfin, &laquo; F comme Fid&eacute;lit&eacute; &raquo;, la consid&eacute;ration de l&rsquo;amiti&eacute;.&lt;/p&gt;
description: Transcript and English translation, part 1 (A through F,) Gilles Deleuze' and Claire Parnet, "L’Abécédaire de Gilles Deleuze" (VHS, Editions Montparnasse, 1995), dir. Pierre-André Boutang; “Gilles Deleuze, From A to Z” (Semiotext(e)-MIT Press, 2012).
DOI: 10.15468/dl.qjd22c
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Cnidium dubium",
 "Year 2000-2024"
 ]
}

 The dataset includes 46 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059558-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zekg2f
title: Occurrence Download

description: A dataset containing 345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 70.0",
 "DecimalLatitude is less than or equal to 75.0",
 "DecimalLongitude is greater than or equal to -100.0",
 "DecimalLongitude is less than or equal to -95.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 345 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059559-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4231/f44n-4426
title: Data for: Distinct pollinator communities persist among co-flowering specialty crops in Indiana

description: &lt;p&gt;We sampled pollinator communities with flower observations and pan traps in spring-blooming apples and blueberries and summer-blooming tomatoes and watermelons, allowing us to compare communities between specialty crops with overlapping and distinct bloom times. Flower observations and pan trap records span two years of sampling in each crop (except watermelons, which had only one year of visitation data). Separate .csv files are provided for flower visitation and pan trap datasets.&lt;/p&gt;
description: Dataset associated with the Journal of Pollinator Ecology publication "Distinct pollinator communities persist among co-flowering specialty crops in Indiana". Includes flower visitation rates and pan trap records of bees in Indiana specialty crops.
DOI: 10.34740/kaggle/dsv/14217176
title: Dataset jadwal event lariku.info