cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17986658
title: PODIUM-Dataset-UC5-2025

description: UC5 focused on enhancing safety and cooperative awareness in tunnel environments, where satellite positioning is unavailable. Implemented on the Brenner Motorway, the use case monitored traffic, assessed real-time risks, and provided timely warnings to incoming Connected and Automated Vehicles (CAVs) and Connected Vehicles (CVs). Two main operational scenarios were considered: traffic jams and roadworks warnings. Sub-scenarios evaluated CAV and CV interactions in mixed traffic, including the presence of non-connected vehicles that interrupted shared perception. Roadside sensors counted and classified vehicles, while a digital twin processed this data to generate actionable warnings, enabling vehicles to adjust speed and change lanes as needed. Onboard perception and fused shared data supported cooperative awareness, safe maneuvering, and adaptive behavior. Communication strategies were implemented to ensured efficient data sharing among vehicles avoiding duplications. Positioning inside the tunnel is maintained through a combination of trilateration, dead reckoning, and onboard sensor data fusion, ensuring uninterrupted cooperative services. Trials demonstrated that vehicles could respond effectively to changing traffic conditions, maintain cooperative awareness, and execute safe maneuvers even in mixed traffic scenarios. Key challenges included integrating onboard data fusion with shared perception, managing timing and synchronization issues, and ensuring system resilience under signal degradation. Significant technical effort was required to achieve these capabilities. Operational constraints were also significant, as tunnel environments are high-traffic, difficult to access, and require robust remote support systems to maintain continuous service. Overall, UC5 confirms the feasibility of cooperative tunnel services, demonstrating enhanced traffic safety, reliable and uninterrupted vehicle positioning, and effective cooperative maneuvering. The results provide valuable insights for the future deployment of connected mobility solutions in challenging infrastructure environments
DOI: 10.15468/dl.wc9tqh
title: Occurrence Download

description: A dataset containing 1867245 species occurrences available in GBIF matching the query:
{
 "PublishingOrg" : [
 "is e5150835-f502-424c-b470-24dd496b1b18"
 ]
}

 The dataset includes 1867245 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060321-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/2ubknt
title: PAN-00182759 - button with mounting holes

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00182759&lt;/p&gt;
description: Modified: 2025-11-17T15:34:30+01:00
DOI: 10.15468/dl.7z49zh
title: Occurrence Download

description: A dataset containing 2923 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hennediella heimii"
 ]
}

 The dataset includes 2923 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060328-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5wtqnj
title: Occurrence Download

description: A dataset containing 43563 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimosa pigra"
 ]
}

 The dataset includes 43563 records from 537 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060327-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rjmpk
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_0_GID","value":"ARG","matchCase":false},{"type":"equals","key":"GADM_LEVEL_1_GID","value":"ARG.22_1","matchCase":false},{"type":"equals","key":"GADM_LEVEL_2_GID","value":"ARG.22.15_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060329-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17986454
title: CPM on IVECO vehicle - testing log

description: Log from a testing session on which the CPM message has been generated by a vehicle and received by an other one according to the infrastructure design created within the MOST - SPOKE 6 project
DOI: 10.5281/zenodo.17986453
title: CPM on IVECO vehicle - testing log

description: Log from a testing session on which the CPM message has been generated by a vehicle and received by an other one according to the infrastructure design created within the MOST - SPOKE 6 project
DOI: 10.5285/e41601be-1fc7-47ed-85c4-ec00be0c3f93
title: Camera trap monitoring of grey squirrel, red fox and roe deer in Glasgow, 2024

description: This dataset contains information on grey squirrel (Sciurus carolinensis), red fox (Vulpes vulpes) and roe deer (Capreolus capreolus) identified from camera trap images in 24 open spaces in Glasgow from April to September 2024, along with information describing the detection zone of camera traps and movement speed calculated from video files in a subset of open spaces from June to December 2024. Additionally, a file is present describing the mean number of domestic dogs at each camera for every month along with a file showing set-up and take-down times of each camera at each site. 
Data was collected by the GALLANT (Glasgow as a Living Lab Accelerating Novel Transformation) WP2 team as part of a study aiming to validate visual biodiversity surveys performed by the Glasgow City Council.
description: Data were generated by running images through an AI identification software ("CameraTrapDetectoR"), which informed whether images contained a mammal, bird, human, vehicle or was empty. Images which contained a human, vehicle or were empty were removed from further analysis. Remaining images were identified by eye and images of grey squirrel (Sciurus carolinensis), red fox (Vulpes vulpes) and roe deer (Capreolus capreolus) were filtered into the files presented here. 
Video analysis was done in the field, discarding images not of the three aforementioned species, as well as rabbit (Oryctolagus cunciculus).
Detection zone calculations were done with assistance from the photo-editing software Canva.
Domestic dogs were counted for one week, per camera, per month and averaged.
DOI: 10.5281/zenodo.17986948
title: Replication material for paper "Haer, Böhmelt (2015): Child soldiers as time bombs? Adolescents' participation in rebel groups and the recurrence of armed conflict. European Journal of International Relations. DOI: 10.1177/1354066115581910"

description: Replication material for paper "Haer, Böhmelt (2015): Child soldiers as time bombs? Adolescents’ participation in rebel groups and the recurrence of armed conflict. European Journal of International Relations. DOI: 10.1177/1354066115581910"
DOI: 10.5281/zenodo.17986949
title: Replication material for paper "Haer, Böhmelt (2015): Child soldiers as time bombs? Adolescents' participation in rebel groups and the recurrence of armed conflict. European Journal of International Relations. DOI: 10.1177/1354066115581910"

description: Replication material for paper "Haer, Böhmelt (2015): Child soldiers as time bombs? Adolescents’ participation in rebel groups and the recurrence of armed conflict. European Journal of International Relations. DOI: 10.1177/1354066115581910"
DOI: 10.17026/ar/qheh0z
title: PAN-00181699 - seal with connecting strip without pin

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00181699&lt;/p&gt;
description: Modified: 2025-11-19T09:15:04+01:00
DOI: 10.5281/zenodo.17979636
title: Dataset for the publication "Evaluation of approximate lineshape theories for photosynthetic light-harvesting antennae"

description: Each folder contains a notebook that computes and plots the data shown in the corresponding figure of the paper (as indicated by the folder name), along with the HEOM and VB-OPA spectra provided as .dat text files.

 

Other files



SD_10_vib_parameters.datContains the parameters of the WSCP-10 spectral density model.



First column: frequencies

Second column: Huang–Rhys factors (×1000)A copy of this file is present in all folders except fig_3/.



fig_2c_2d/dmHEOM_input.cfgInput file for dmHEOM simulations used to reproduce the data in spectrum_HEOM_1_vib.dat.

fig_3/SD_wscp10star_parameters.datContains the parameters of the WSCP-10* spectral density model.



First column: frequencies

Second column: reorganization energies (cm⁻¹)



fig_3/hamiltonians_15_frames_FWHM_170.npyWSCP Hamiltonians including static disorder. The disorder is generated by applying 15 random energy shifts per site, drawn from a Gaussian distribution with FWHM = 170 cm⁻¹.

fig_3/exp/Experimental spectra (from the original reference), together with a notebook that performs smoothing of the experimental data.

fig_4/Ham_CP29_cm_-1.datAverage Hamiltonian of CP29.

fig_4/dipoles_CP29_debye.datAverage transition dipole moments of CP29.

fig_8/eq_rho_exc_HEOM.npyEquilibrium density matrix in the exciton basis calculated using HEOM. This file is used to compute the fluorescence spectrum via the Hybrid Cumulant Expansion approach.
DOI: 10.5281/zenodo.17979637
title: Dataset for the publication "Evaluation of approximate lineshape theories for photosynthetic light-harvesting antennae"

description: Each folder contains a notebook that computes and plots the data shown in the corresponding figure of the paper (as indicated by the folder name), along with the HEOM and VB-OPA spectra provided as .dat text files.

 

Other files



SD_10_vib_parameters.datContains the parameters of the WSCP-10 spectral density model.



First column: frequencies

Second column: Huang–Rhys factors (×1000)A copy of this file is present in all folders except fig_3/.



fig_2c_2d/dmHEOM_input.cfgInput file for dmHEOM simulations used to reproduce the data in spectrum_HEOM_1_vib.dat.

fig_3/SD_wscp10star_parameters.datContains the parameters of the WSCP-10* spectral density model.



First column: frequencies

Second column: reorganization energies (cm⁻¹)



fig_3/hamiltonians_15_frames_FWHM_170.npyWSCP Hamiltonians including static disorder. The disorder is generated by applying 15 random energy shifts per site, drawn from a Gaussian distribution with FWHM = 170 cm⁻¹.

fig_3/exp/Experimental spectra (from the original reference), together with a notebook that performs smoothing of the experimental data.

fig_4/Ham_CP29_cm_-1.datAverage Hamiltonian of CP29.

fig_4/dipoles_CP29_debye.datAverage transition dipole moments of CP29.

fig_8/eq_rho_exc_HEOM.npyEquilibrium density matrix in the exciton basis calculated using HEOM. This file is used to compute the fluorescence spectrum via the Hybrid Cumulant Expansion approach.
DOI: 10.15468/dl.x3e467
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_0_GID","value":"ARG","matchCase":false},{"type":"equals","key":"GADM_LEVEL_1_GID","value":"ARG.22_1","matchCase":false},{"type":"equals","key":"GADM_LEVEL_2_GID","value":"ARG.22.16_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060331-251120083545085/datasets/export for details.
DOI: 10.5281/zenodo.17986036
title: Modelling input and results used for the paper "Most certainly certain? The Impact of Contract for Difference Design on Renewables' Strike Prices and Electricity Market Risks"

description: The files provide results for 36 scenarios of a sector-coupled, highly renewable European electricity market used for the paper "Most certainly certain? The Impact of Contract for Difference Design on Renewables’ Strike Prices and Electricity Market Risks" by Silke Johanndeiter, Jonas Finke and Justus Heuer.

The results were produced using the energy system optimisation tool Backbone (https://gitlab.vtt.fi/backbone/backbone) integrated into the workflow-manager Spine-Toolbox (https://github.com/spine-tools/Spine-Toolbox). 

The particular modelling project can be found here: https://github.com/TradeRES/TradeRES-Backbone-demo/tree/master. It uses data from this database: 10.5281/zenodo.10692697.

Since Backbone is written in GAMS, the files are .gdx-files. They include all optimised variables and all input parameters.
DOI: 10.5281/zenodo.17986037
title: Modelling input and results used for the paper "Most certainly certain? The Impact of Contract for Difference Design on Renewables' Strike Prices and Electricity Market Risks"

description: The files provide results for 36 scenarios of a sector-coupled, highly renewable European electricity market used for the paper "Most certainly certain? The Impact of Contract for Difference Design on Renewables’ Strike Prices and Electricity Market Risks" by Silke Johanndeiter, Jonas Finke and Justus Heuer.

The results were produced using the energy system optimisation tool Backbone (https://gitlab.vtt.fi/backbone/backbone) integrated into the workflow-manager Spine-Toolbox (https://github.com/spine-tools/Spine-Toolbox). 

The particular modelling project can be found here: https://github.com/TradeRES/TradeRES-Backbone-demo/tree/master. It uses data from this database: 10.5281/zenodo.10692697.

Since Backbone is written in GAMS, the files are .gdx-files. They include all optimised variables and all input parameters.
DOI: 10.15468/dl.w72sbg
title: Occurrence Download

description: A dataset containing 164 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Puccinia pratensis"
 ]
}

 The dataset includes 164 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060332-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jxh8eu
title: Occurrence Download

description: A dataset containing 131834 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Geranium pratense",
 "HasCoordinate is true"
 ]
}

 The dataset includes 131834 records from 740 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060311-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mzhhh8
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cybianthus granulosus Pipoly"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0152085-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbr4ab
title: Occurrence Download

description: A dataset containing 72979 species occurrences available in GBIF matching the query:
{
 "GenusKey" : [
 "is Podocarpus L'Hér. ex Pers."
 ]
}

 The dataset includes 72979 records from 689 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062153-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j874gn
title: Occurrence Download

description: A dataset containing 2826 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is NZ National Vegetation Survey occurrence data",
 "TaxonKey is Ixerba brexioides A.Cunn."
 ]
}

 The dataset includes 2826 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019592-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9suhwp
title: Occurrence Download

description: A dataset containing 758190 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plectrophenax nivalis (Linnaeus, 1758)"
 ]
}

 The dataset includes 758190 records from 410 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014188-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.braxh8
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "TaxonKey is Erebia triarius von Prunner, 1798"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032891-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9a73df
title: Occurrence Download

description: A dataset containing 579 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudolarix Gordon & Glend."
 ]
}

 The dataset includes 579 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0409234-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fnrgjh
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Auckland Museum Botany Collection",
 "TaxonKey is Ixerba brexioides A.Cunn."
 ]
}

 The dataset includes 96 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019594-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.smw2sb
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Pipistrellus ceylonicus (Kelaart, 1852)"
 ]
}

 The dataset includes 50 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062152-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4x3bbk
title: Occurrence Download

description: A dataset containing 816 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coleataenia pulchra (F.Dietr.) Mabb. & LeBlond"
 ]
}

 The dataset includes 816 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0152086-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2eh3vv
title: Occurrence Download

description: A dataset containing 3628 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Fossil",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Unknown evidence"
 ]
 },
 "Country is Colombia",
 "Elevation 1007.0-2014.0m",
 {
 "or" : [
 "PublishingOrg is 2a7e3080-28a9-11dd-97cd-b8a03c50a862",
 "PublishingOrg is eac88d99-9f6c-4031-8fc4-8088f0e0dfe7",
 "PublishingOrg is 0e2f2e28-7790-4c82-b8fb-6ef7b4c764e2",
 "PublishingOrg is cccff716-2694-4209-9f9e-2f7a484465a0",
 "PublishingOrg is ccd1ddc0-6c21-11de-8224-b8a03c50a862",
 "PublishingOrg is 85be57ed-f187-49c9-b7ff-eaa622e06217",
 "PublishingOrg is 493fe050-055d-11d8-b84f-b8a03c50a862",
 "PublishingOrg is 6c147991-c3bf-453d-a778-3bea9a534804",
 "PublishingOrg is b554c320-0560-11d8-b851-b8a03c50a862",
 "PublishingOrg is bc092ff0-02e4-11dc-991f-b8a03c50a862"
 ]
 },
 "TaxonKey is Reptilia"
 ]
}

 The dataset includes 3628 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0265324-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8h2xh4
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((35.32496433333334 65.07073733333334, 69.37031999999999 65.07073733333334, 69.37031999999999 82.15736799999999, 35.32496433333334 82.15736799999999, 35.32496433333334 65.07073733333334))",
 "EventDate is 2022-05-01,2022-05-31"
 ]
}

 The dataset includes 147 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062165-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgmaiv
title: Occurrence Download

description: A dataset containing 3538 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cardiospermum corindum L."
 ]
}

 The dataset includes 3538 records from 157 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019595-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.55gj3e
title: Occurrence Download

description: A dataset containing 28569 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ursus arctos Linnaeus, 1758"
 ]
}

 The dataset includes 28569 records from 270 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0218089-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/g4w-4hy-5dz
title: Calymene

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jrf-d3x-ekn
title: Calymene

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/b75-kde-xa5
title: Calymene

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.