cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26123956.v1
title: Experimental data of shrub on the Tibetan Plateau

description: In the growing season of 2019, we selected 63 sites across a 1200 km × 1200 km area with widespread shrub on the Qinghai-Tibet Plateau (96°21’34”E-103°13’41”E, 31°05’44”N-38°39’51”N, Appendix S1). Sites were separated by at least 30 km. At each site, we set up one large plot (50 m × 50 m) and randomly selected three well-developed and similar-sized shrubs. Beneath each shrub, we set up a 30 cm × 30 cm plot. We also haphazardly set up three plots of the same 30 cm × 30 cm size in nearby open space, at least 5m away from the shrub. In total there were 378 plots across 63 sites.
DOI: 10.15468/dl.rpsskd
title: Occurrence Download

description: A dataset containing 2342 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cunninghamia lanceolata (Lamb.) Hook."
 ]
}

 The dataset includes 2342 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003220-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10000814
title: DB4ISF: An incremental sheet forming database

description: DB4ISF

DB4ISF is an incremental sheet forming database consisting of 76 forming experiments executed by the Chair of Production Systems at Ruhr-Universität Bochum.

The database consists of the following data:• General process data (tool radii, sheet thickness, step depth, ...)• CAD files (stl, sldprt including CAMWorks toolpaths)• Toolpaths (surface points and normal vectors)• Robot programs used for forming (KRL)• Digitization (CDB)• Deviation of every toolpath point in normal direction• Precalculated surface representations for machine learning

Publication and reference

A publication that describes the methodical approach for building up the database and the experimental data inside it can be found here:Möllensiep, Dennis; Schäfer, Jan; Pasch, Felix, Kuhlenkötter Bernd. Cluster analysis for systematic database extension to improve machine learning performance in double-sided incremental sheet forming. International Journal of Advanced Manufacturing Technology (2024). https://doi.org/10.1007/s00170-024-14014-8.

Please cite the corresponding publication too if you are using the database for your own research.

ML4ISF

ML4ISF is a Matlab Framework with a GUI for the application of machine learning in incremental sheet forming and fully compatible with the database. 

The framework offers the following features:• Data management• Toolpath import with various presets• Calculation of surface representations utilized for machine learning• Generation of training data tables for machine learning in python• Prediction of the forming accuracy with several provided artificial networks• Toolpath adjustments based on the prediction and smoothing of the path• Generation of Kuka robot programs (other exporters could be implemented)• Various plotting functions

Prerequisites:• Surface toolpath with the corresponding normal vectors• STL file of the part

The framework was developed for the application of double sided incremental forming (DSIF) utilizing two industrial robots where the supporting robot applies a defined support force. Other methods such as SPIF with NC-machines can be implemented with slight modifications.

ML4ISF can be downloaded here: https://doi.org/10.5281/zenodo.10036335.

Contact

If you have any questions about the database, please contact:Dennis Möllensiepmoellensiep@lps.rub.de

License

This database is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
DOI: 10.15468/dl.6qqaxb
title: Occurrence Download

description: A dataset containing 34812 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Reithrodontomys megalotis (Baird, 1857)"
 ]
}

 The dataset includes 34812 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003221-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12206098
title: Data repository - Bachelor thesis: mapping geodiversity

description: This repository contains all data necessary to reproduce data of the BSc. thesis of Minqiu Korevaar [13576917]. Bsc. Future Planet Studies at the University of Amsterdam. Additionally, the thesis can be requested by contacting the author.
DOI: 10.5281/zenodo.12206099
title: Data repository - Bachelor thesis: mapping geodiversity

description: This repository contains all data necessary to reproduce data of the BSc. thesis of Minqiu Korevaar [13576917]. Bsc. Future Planet Studies at the University of Amsterdam. Additionally, the thesis can be requested by contacting the author.
DOI: 10.6084/m9.figshare.26123857.v1
title: <b>Proposal for Integration Design Factors in the Ansan Multicultural Special Zone in Korea from a Multinational Perspective</b>

description: <b>数据文件介绍</b>近年来，多元文化特区因其多元的文化景观而受到全球和国内研究人员的极大关注。在这些区域中，位于旺谷洞大化洞地区的安山多元文化特区是韩国第一个指定的多元文化乡村特区。尽管得到了认可，但安山的发展成果并未达到预期。本文旨在通过对不同地区多元文化商业街的设计变量进行比较分析，为提升鞍山多元文化特区提供设计建议。该研究包括数据文件，重点关注三个关键位置：<b>安山多元文化特区</b>地点： Daehwa-dong， Wongok-dong， Ansan描述：韩国开创性的多元文化乡村特区，旨在通过有针对性的城市规划和设计策略促进文化多样性和经济增长。<b>首尔大林中央市场</b>地点： 首尔大林洞描述： Daerim 中央市场以其充满活力的多元文化氛围而闻名，是多元化社区和企业的中心，为城市环境中的成功融合和经济活力提供了见解。<b>仁川中华街</b>地点： 仁川描述： 仁川唐人街是韩国最具标志性的多元文化区之一，展示了历史影响和文化多样性，为遗产保护和旅游发展战略提供了宝贵的比较数据。
DOI: 10.6084/m9.figshare.26123857
title: <b>Proposal for Integration Design Factors in the Ansan Multicultural Special Zone in Korea from a Multinational Perspective</b>

description: <b>数据文件介绍</b>近年来，多元文化特区因其多元的文化景观而受到全球和国内研究人员的极大关注。在这些区域中，位于旺谷洞大化洞地区的安山多元文化特区是韩国第一个指定的多元文化乡村特区。尽管得到了认可，但安山的发展成果并未达到预期。本文旨在通过对不同地区多元文化商业街的设计变量进行比较分析，为提升鞍山多元文化特区提供设计建议。该研究包括数据文件，重点关注三个关键位置：<b>安山多元文化特区</b>地点： Daehwa-dong， Wongok-dong， Ansan描述：韩国开创性的多元文化乡村特区，旨在通过有针对性的城市规划和设计策略促进文化多样性和经济增长。<b>首尔大林中央市场</b>地点： 首尔大林洞描述： Daerim 中央市场以其充满活力的多元文化氛围而闻名，是多元化社区和企业的中心，为城市环境中的成功融合和经济活力提供了见解。<b>仁川中华街</b>地点： 仁川描述： 仁川唐人街是韩国最具标志性的多元文化区之一，展示了历史影响和文化多样性，为遗产保护和旅游发展战略提供了宝贵的比较数据。
DOI: 10.25345/c5028pq98
title: MassIVE MSV000095172 - wow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow test2
title: wow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow testwow test
DOI: 10.15468/dl.vnnm55
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Ochotona forresti Thomas, 1923, Ochotona gaoligongensis Wang, Gong & Duan, 1988, Ochotona nigritia Gong et al., 2000, Ochotona thibetana osgoodi Anthony, 1941, Ochotona forresti duoxionglaensis Chen & Li, 2009)",
 "Year 1970-2024"
 ]
}

 The dataset includes 15 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003222-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgbty3
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cyrtodactylus wangkulangkulae Sumontha, Pauwels, Suwannakarn, Nutatheera & Sodob, 2014",
 "Year 2000-2024"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003223-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8equ44
title: Occurrence Download

description: A dataset containing 211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Alternanthera philoxeroides (Mart.) Griseb.",
 "Year 1904-2000"
 ]
}

 The dataset includes 211 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003224-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/2e0d26b2-74a0-4896-839f-af0319e48d02
title: Data underlying the BSc thesis: Writing in VR with a word-gesture keyboard and matching gestures using Bezier curves

description: This dataset contains the anonymised writing data of 21 people using a word-gesture keyboard in VR. Each user sample contains 16 phrases that were written using the keyboard and whose gestures were matched against one of two types of perfect gestures graphs (PGGs) - PGGs consisting of straight lines or consisting of Bezier curves. The keyboard is publicly available at https://github.com/snanovski/bezier-word-gesture-keyboard
DOI: 10.4121/2e0d26b2-74a0-4896-839f-af0319e48d02.v1
title: Data underlying the BSc thesis: Writing in VR with a word-gesture keyboard and matching gestures using Bezier curves

description: This dataset contains the anonymised writing data of 21 people using a word-gesture keyboard in VR. Each user sample contains 16 phrases that were written using the keyboard and whose gestures were matched against one of two types of perfect gestures graphs (PGGs) - PGGs consisting of straight lines or consisting of Bezier curves. The keyboard is publicly available at https://github.com/snanovski/bezier-word-gesture-keyboard
DOI: 10.15468/dl.634pff
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Gekko nutaphandi Bauer, Sumontha & Pauwels, 2008",
 "Year 2000-2024"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003225-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.skf4r3
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Gekko siamensis Grossmann & Ulber, 1990",
 "Year 2000-2024"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003226-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wtfvcw
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Brachymeles miriamae (Heyer, 1972)",
 "Year 2000-2024"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003227-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10869521
title: Dataset for Spectral scaling of unstably-stratified atmospheric flows: turbulence anisotropy and the low frequency spread

description: 30 min turbulence statistics and spectra of 13 datasets from flat to highy complex terrain. Data only cover unstable stratification. 

Dataset is a companion to the manuscript  Charrondiere, C., Stiperski, I., 2024: Spectral scaling of unstably-stratified atmospheric flows: turbulence anisotropy and the low frequency spread. Quarterly Journal of the Royal Meteorological Society,   https://doi.org/10.1002/qj.4811
DOI: 10.5281/zenodo.10869522
title: Dataset for Spectral scaling of unstably-stratified atmospheric flows: turbulence anisotropy and the low frequency spread

description: 30 min turbulence statistics and spectra of 13 datasets from flat to highy complex terrain. Data only cover unstable stratification. 

Dataset is a companion to the manuscript  Charrondiere, C., Stiperski, I., 2024: Spectral scaling of unstably-stratified atmospheric flows: turbulence anisotropy and the low frequency spread. Quarterly Journal of the Royal Meteorological Society,   https://doi.org/10.1002/qj.4811
DOI: 10.4121/9208260b-8625-4917-8ad4-f56190187070
title: Data and code underlying the research project: Evaluation of Perceptual Accuracy in Simulated Room Impulse Responses

description: This project involves conducting and analyzing listening tests using modified webMUSHRA software to evaluate the perceptual accuracy of simulated acoustic environments. The code is structured into five main directories: Docs, containing ethics documents; Modified webMUSHRA Software, including testing code and configurations run with Docker for paired_comparison and subjective_eval tests; Results, storing both raw and processed data from the listening tests; Samples, providing original and convolved audio files with real and simulated Room Impulse Responses (RIRs); and Utils, featuring scripts for generating sine sweeps, convolving and clipping audio, and performing basic statistical analysis. For questions, contact b.christensen@student.tudelft.nl.
DOI: 10.4121/9208260b-8625-4917-8ad4-f56190187070.v1
title: Data and code underlying the research project: Evaluation of Perceptual Accuracy in Simulated Room Impulse Responses

description: This project involves conducting and analyzing listening tests using modified webMUSHRA software to evaluate the perceptual accuracy of simulated acoustic environments. The code is structured into five main directories: Docs, containing ethics documents; Modified webMUSHRA Software, including testing code and configurations run with Docker for paired_comparison and subjective_eval tests; Results, storing both raw and processed data from the listening tests; Samples, providing original and convolved audio files with real and simulated Room Impulse Responses (RIRs); and Utils, featuring scripts for generating sine sweeps, convolving and clipping audio, and performing basic statistical analysis. For questions, contact b.christensen@student.tudelft.nl.
DOI: 10.60707/ppq9-y618
title: Neon, argon, and nitrogen analysis using the Noblesse-HR
DOI: 10.60707/ga8z-ex07
title: Neon, argon, and nitrogen analysis using the Noblesse-HR
DOI: 10.15468/dl.yhrg4d
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chironius laurenti Dixon, Wiest & Cei, 1993"
 ]
}

 The dataset includes 26 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003228-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4uth2d
title: Occurrence Download

description: A dataset containing 355 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-26.61649 61.78507,-11.15009 61.78507,-11.15009 67.96899,-26.61649 67.96899,-26.61649 61.78507))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Linum catharticum L."
 ]
}

 The dataset includes 355 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003229-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.24499936
title: <b>Empirical Model of The Lowest Cutoff Altitude of Global Hiss near Magnetic Equator</b>

description: These data are plotted as Figures 1 - 4 in the paper of "<b>Empirical Model of The Lowest Cutoff Altitude of Global Hiss near Magnetic Equator</b>".
DOI: 10.6084/m9.figshare.24499936.v10
title: <b>Empirical Model of The Lowest Cutoff Altitude of Global Hiss near Magnetic Equator</b>

description: These data are plotted as Figures 1 - 4 in the paper of "<b>Empirical Model of The Lowest Cutoff Altitude of Global Hiss near Magnetic Equator</b>".
DOI: 10.6084/m9.figshare.24499936.v9
title: <b>Empirical Models of The Lowest Cutoff Altitude of Global Hiss under Different Geomagnetic Conditions</b>

description: These data are plotted as Figures 1 - 3 in the paper of "<b>Empirical Models of The Lowest Cutoff Altitude of Global Hiss under Different Geomagnetic Conditions</b>".
DOI: 10.15468/dl.w2aay7
title: Occurrence Download

description: A dataset containing 1743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-29.99892 59.65715,-8.17660 59.65715,-8.17660 68.38234,-29.99892 68.38234,-29.99892 59.65715))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhinanthus minor L."
 ]
}

 The dataset includes 1743 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003230-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgcv3t
title: Occurrence Download

description: A dataset containing 620 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allactaga elater (Lichtenstein, 1828)"
 ]
}

 The dataset includes 620 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003232-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z49774
title: Occurrence Download

description: A dataset containing 260 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carex oshimensis Nakai, Carex amami-oshimensis Akiyama, Carex oshimensis f. variegata Hid.Takah., Carex gentilis var. oshimensis Kük.)"
 ]
}

 The dataset includes 260 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068175-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h756kj
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pulicaria velutina (Boiss. & Hausskn.) Anderb."
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084226-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f9xt7d
title: Occurrence Download

description: A dataset containing 3643 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Richeria grandis Vahl"
 ]
}

 The dataset includes 3643 records from 204 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039726-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nevjgk
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chrysopelea pelias (Linnaeus, 1758), Chrysopelea pelias (Linnaeus) Mertens, 1968)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 85 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024312-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbr66y
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platycoryne mediocris Summerh."
 ]
}

 The dataset includes 85 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084252-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3tq6jw
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Coniferophyta"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024322-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s7d5yq
title: Occurrence Download

description: A dataset containing 224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((110.43543 26.89340,163.56457 26.89340,163.56457 48.10660,110.43543 48.10660,110.43543 26.89340))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Elaphe climacophora (Boie, 1826)"
 ]
}

 The dataset includes 224 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009653-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zbtv8
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platycoryne brevirostris Summerh."
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084235-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b9dk4y
title: Occurrence Download

description: A dataset containing 5430 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Achillea ptarmica L."
 ]
}

 The dataset includes 5430 records from 169 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024311-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.