cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.4121/bb39045d-6660-4a47-ac73-a5d41bccdf1b.v2
title: Data underlying the publication: A tale of scale: Different factors influence the range boundaries and habitat use of a generalist mammalian carnivore

description: The data available in this dataset was used for the species distribution modelling of brown hyenas in southern Africa, including occurrence points, background points, environmental predictors and R code to run the analysis. Occurrence points are at ~10km resolution, collected by 100+ data contributors, through camera traps, direct observations, telemetry, scats and spoor, and collated by the IUCN SSC Hyaena Specialist Group. The environmental predictors were collected from open access sources, cropped tot he modelling region (southern Africa - Angola, Zambia, Malawi, Mozambique, Zimbabwe, Botswana, Namibia, South Africa, Lesotho, Eswatini), transformed into a normal distribution when possible, and standardized to a mean of 0 and standard deviation of 1. The R file includes code used to run the ensembled species distribution analysis.
DOI: 10.15468/dl.q4bhff
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "DatasetKey is one of (Pl@ntNet observations, Banco de Datos de la Biodiversidad de la Comunitat Valenciana)",
 "Geometry POLYGON((-9.76976 41.60634,-5.72316 41.60634,-5.72316 43.92377,-9.76976 43.92377,-9.76976 41.60634))",
 "HasGeospatialIssue is false",
 "TaxonKey is Nerium oleander"
 ]
}

 The dataset includes 39 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009782-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17493575
title: Simplified optical yield model

description: Lookup tables for a multi‑receiver solar tower

This dataset provides sun‑position‑specific lookup tables that linearly map DNI to incident optical power on two receivers (a cavity thermal receiver and a CPV receiver) for a multi‑receiver solar tower, enabling fast and reproducible plant‑level simulations and operational optimization without re‑running ray tracing.

Contents



Four heliostat‑field cases by mirror area: 4000, 6000, 8000, and 10000 m² (Case1‑1 to Case1‑4).

Thirty discretized sun positions per case (Duffie–Beckman zenith and azimuth).

File naming: sn_{sn}zen{zen}azm{azm}_ratios.csv.

Each cell contains a serialized record with fields:



CPV_specific_flux [m²]

thermal_specific_flux [m²]

CPV_ratio [–]

thermal_ratio [–]



Eleven allocation entries per file covering CPV_ratio = 1.0 … 0.0 in steps of 0.1 (thermal_ratio = 0.0 … 1.0).

Receiver geometry as used in the SOLARX study: CPV 2×2 m² at 50 m; thermal 3×3 m² at 45 m with 17.65° inclination toward the field.


How to use



Select the file matching the discretized sun position and the heliostat‑field case.

Choose the desired allocation (column index i → CPV_ratio = 1 − 0.1·i; thermal_ratio = 0.1·i).

Compute incident optical power on each receiver as P_inc = specific_flux [m²] × DNI [W/m²].

Optional: optical efficiency = specific_flux / heliostat‑field area of the case.


Scope and limitations



Effective optical areas embed cosine, shadowing/blocking, atmospheric attenuation, aiming/intercept, and spillage for the fixed geometry and strategy used to generate the tables.

CPV_specific_flux + thermal_specific_flux varies with allocation and sun position by design (allocation‑dependent intercept/spillage).

The discretization into 30 sun positions introduces a small approximation acceptable for plant‑level studies.

If geometry, field layout, tower height, mirror reflectivity/cleanliness, or aiming strategy change, tables should be regenerate.


Related resources



Deliverable: SOLARX D1.3 “Simplified optical yield model” (this dataset accompanies the deliverable).

Publication: Crespo et al., “Multi‑receiver solar field: hybridizing concentrating photovoltaic cells and thermal receiver,” SolarPACES 2024.
DOI: 10.5281/zenodo.17493576
title: Simplified optical yield model

description: Lookup tables for a multi‑receiver solar tower

This dataset provides sun‑position‑specific lookup tables that linearly map DNI to incident optical power on two receivers (a cavity thermal receiver and a CPV receiver) for a multi‑receiver solar tower, enabling fast and reproducible plant‑level simulations and operational optimization without re‑running ray tracing.

Contents



Four heliostat‑field cases by mirror area: 4000, 6000, 8000, and 10000 m² (Case1‑1 to Case1‑4).

Thirty discretized sun positions per case (Duffie–Beckman zenith and azimuth).

File naming: sn_{sn}zen{zen}azm{azm}_ratios.csv.

Each cell contains a serialized record with fields:



CPV_specific_flux [m²]

thermal_specific_flux [m²]

CPV_ratio [–]

thermal_ratio [–]



Eleven allocation entries per file covering CPV_ratio = 1.0 … 0.0 in steps of 0.1 (thermal_ratio = 0.0 … 1.0).

Receiver geometry as used in the SOLARX study: CPV 2×2 m² at 50 m; thermal 3×3 m² at 45 m with 17.65° inclination toward the field.


How to use



Select the file matching the discretized sun position and the heliostat‑field case.

Choose the desired allocation (column index i → CPV_ratio = 1 − 0.1·i; thermal_ratio = 0.1·i).

Compute incident optical power on each receiver as P_inc = specific_flux [m²] × DNI [W/m²].

Optional: optical efficiency = specific_flux / heliostat‑field area of the case.


Scope and limitations



Effective optical areas embed cosine, shadowing/blocking, atmospheric attenuation, aiming/intercept, and spillage for the fixed geometry and strategy used to generate the tables.

CPV_specific_flux + thermal_specific_flux varies with allocation and sun position by design (allocation‑dependent intercept/spillage).

The discretization into 30 sun positions introduces a small approximation acceptable for plant‑level studies.

If geometry, field layout, tower height, mirror reflectivity/cleanliness, or aiming strategy change, tables should be regenerate.


Related resources



Deliverable: SOLARX D1.3 “Simplified optical yield model” (this dataset accompanies the deliverable).

Publication: Crespo et al., “Multi‑receiver solar field: hybridizing concentrating photovoltaic cells and thermal receiver,” SolarPACES 2024.
DOI: 10.21334/npolar.2016.7f7e56d0
title: N-ICE2015 datasets
DOI: 10.15468/dl.xgrzhz
title: Occurrence Download

description: A dataset containing 88747303 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Spain"
 ]
}

 The dataset includes 88747303 records from 1854 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009703-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/tsbb-5x86
title: "AI-Integrated E-Commerce Architecture"

description: "As artificial intelligence (AI) becomes a core driver of business value, integrating AI into enterprise software architectures is both a technical and organizational challenge. This article presents lessons learned from deploying an AI-powered product recommendation and search personalization system for a major e-commerce platform serving both retail (B2C) and business (B2B) customers. We discuss architectural patterns, data pipeline design, and the iterative process of model training and deployment. Key challenges included capturing diverse user behaviors, ensuring data quality, and supporting progressive model learning. The resulting system significantly improved sales and customer engagement, especially for B2B clients. We share actionable strategies for software architects and engineering leaders seeking to embed AI into large-scale enterprise systems."
DOI: 10.15468/dl.zmfcxp
title: Occurrence Download

description: A dataset containing 37969 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Molothrus bonariensis",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 37969 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046337-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfddaj
title: Occurrence Download

description: A dataset containing 1167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Molothrus bonariensis",
 "Country is Jamaica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1167 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046338-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ug2tdv
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dioscorea bulbifera",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046340-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqu92s
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dioscorea bulbifera",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046339-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dq2m53
title: New species of the genus Thrissops (Teleostei, Ichthyodectiformes) in the Upper Jurassic of the Solnhofen-Archipelago (Germany) and Kimmeridge Clay (England)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Ebert, Martin (2025): New species of the genus Thrissops (Teleostei, Ichthyodectiformes) in the Upper Jurassic of the Solnhofen-Archipelago (Germany) and Kimmeridge Clay (England). Zitteliana 99: 1-32, DOI: 10.3897/zitteliana.99.159055
DOI: 10.15468/dl.pzuxyv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dysphania multifida",
 "Country is Albania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046342-250717081556266/datasets/export for details.
DOI: 10.15468/dl.75pprm
title: Occurrence Download

description: A dataset containing 891 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Etheostoma camurum)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 891 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046341-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctdwcm
title: Occurrence Download

description: A dataset containing 4553 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tachymarptis melba",
 "MediaType is Image"
 ]
}

 The dataset includes 4553 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046344-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zx4xrw
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Molothrus bonariensis",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 58 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046345-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23668/psycharchives.17871
title: Dataset for: Long-term relations between maternal depressive symptoms and perceived stress during the COVID-19 pandemic: The role of maternal bonding

description: In this study, we investigated the role of maternal bonding within the relationship between maternal depressive symptoms and perceived stress during the COVID-19 pandemic.
DOI: 10.15468/dl.9fymur
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dioscorea bulbifera",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046347-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qu2b8b
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dysphania multifida",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046349-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/d2ye-a181
title: "Online Multi-Task Business Process Prediction Using Dynamic Representation"

description: "Event log concerning the ticketing management process of the Help desk of an Italian software company"
DOI: 10.15468/dl.3ynus6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dysphania multifida",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046350-250717081556266/datasets/export for details.
DOI: 10.6084/m9.figshare.29646893
title: <b>Community cyberinfrastructure for numerical modeling in earth-surface geoscience</b>

description: Geoscientists and civil engineers use a wide variety of numerical models to study earth processes, ranging from geohazards (e.g., landslides, floods, coastal erosion) to long-term geology (e.g., landscapes & sedimentary basins).The research community needs tools to couple models, create new codes, and develop cyber-skills.The Community Surface Dynamics Modeling System (CSDMS) provides <b>community </b>coordination, <b>computing </b>tools, and resources for <b>education</b>.
DOI: 10.6084/m9.figshare.29646893.v1
title: <b>Community cyberinfrastructure for numerical modeling in earth-surface geoscience</b>

description: Geoscientists and civil engineers use a wide variety of numerical models to study earth processes, ranging from geohazards (e.g., landslides, floods, coastal erosion) to long-term geology (e.g., landscapes & sedimentary basins).The research community needs tools to couple models, create new codes, and develop cyber-skills.The Community Surface Dynamics Modeling System (CSDMS) provides <b>community </b>coordination, <b>computing </b>tools, and resources for <b>education</b>.
DOI: 10.15468/dl.f5f3e3
title: Occurrence Download

description: A dataset listing the 55374 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Chile",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 55374 records were derived from 1412 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046332-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4fy9k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ovis aries",
 "Country is Bahamas",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046352-250717081556266/datasets/export for details.
DOI: 10.15468/dl.kz8mac
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ovis aries",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 81 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046353-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xd928t
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhodeus meridionalis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 92 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046351-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vdfsdg
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ovis aries",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046354-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xxfdt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dysphania multifida",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046355-250717081556266/datasets/export for details.
DOI: 10.15468/dl.j8twn6
title: Occurrence Download

description: A dataset containing 299 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Syrrhaptes paradoxus",
 "MediaType is Image"
 ]
}

 The dataset includes 299 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046356-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m2c2sf
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dioscorea bulbifera",
 "Country is Nicaragua",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046359-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p2vkku
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dysphania multifida",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 160 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046358-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e43p73
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Spatula querquedula)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 56 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046362-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7du87p
title: Occurrence Download

description: A dataset containing 29900 species occurrences available in GBIF matching the query:
{
 "and" : [
 "License is CC0 1.0",
 "TaxonKey is Notophthalmus viridescens"
 ]
}

 The dataset includes 29900 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046357-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqbfdw
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Craspedocephalus strigatus"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016790-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.