cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/vwy748hv6j.1
title: Interdependence of Sustainable Development

description: Replication files and data for article Interdependence of Sustainable Development Levels among Chinese Cities: An Analysis Based on Spatial Econometrics
DOI: 10.18154/rwth-2024-11482
title: Economics of 3D-Weaving for CFRP [DATASET]

description: This record contains the collected economic data from the dissertation “Design of Delamination- and Impact-Resistant Fibre Reinforced Composites based on Customized 3D Multilayer Fabrics" by Philipp Maria Huber, RWTH Aachen University, date of oral examination 31.10.2024. 3DWICs have the potential to reduce costs in the manufacturing process. In order to evaluate this potential, a suitable methodology has been developed to determine the process costs for the production of conventional 2D and innovative 3D woven FRPs. To achieve this, the manufacturing processes are first described and analysed. Empirical data is then collected as part of a case study. The cost drivers of the individual process steps are identified with the help of a document analysis and expert interviews. Based on this, process costs are modelled for both reference processes in order to enable a comparison of costs and profitability. In the final step, the influence of important parameters is analysed as part of a sensitivity analysis. The work was supervised as a joint master's thesis by the Chair of Controlling and the Institute für Textiltechnik of RWTH Aachen University. The record contains the conducted structured interviews with eight companies along the process chain for 3D-woven composites as well as the interview guideline. In addition, the record contains an interview protocol with a company that is developing a propulsion for an UAM. On this basis, a representative load case for a demonstrator and its requirements for the technical and economic evaluation were determined.
DOI: 10.18154/rwth-2024-11483
title: Weave Pattern of Twelve 3D-Woven CFRP and One Laminate Reference [DATASET]

description: This record contains the weave pattern of the fabrics created in the dissertation “Design of Delamination- and Impact-Resistant Fibre Reinforced Composites based on Customized 3D Multilayer Fabrics" by Philipp Maria Huber, RWTH Aachen University, date of oral examination 31.10.2024. The data is intended to help understand the weave pattern and enable the fabrics to be reproduced. Twelve 3D and one 2D reference woven samples have been developed. The textile parameters z-fibre ratio, binding angle and z-binding are varied. The 3D bindings were designed according to the specified restrictions and factor levels from the design of experiments. The constraints include: Omission of bindings in the top and intermediate layers; Uniform material for all yarn systems; Uniform thickness, eight layers; Reduction of the z-fibre content via the floatation of the z fibres. The weave is selected symmetrically so that the top and bottom of the fabric are the same. A broken twill was selected as the weave pattern to prevent a preferred direction due to the twill weave. The twill length corresponds to the floatation of the z-fibres. The record contains the following data: The binding patterns of the 3D fabrics and reference are shown. The visualisation includes the overall weave and the individual weave of the layers. The fully defined weave patterns were created using the CAD/CAM software Design Scope from EAT GmbH, Krefeld, Germany and transferred to the machine data of the weaving machine. The data is saved in EAT Design Scope file format .eatpc. Additionaly pictures of the layer-wise and resulting weave pattern are provided as PDF.
DOI: 10.18154/rwth-2024-11493
title: Material Property Charts of Twelve 3D-Woven CFRP and One Laminated Reference

description: This record contains the material charts created in the dissertation “Design of Delamination- and Impact-Resistant Fibre Reinforced Composites based on Customized 3D Multilayer Fabrics" by Philipp Maria Huber, RWTH Aachen University, date of oral examination 31.10.2024. The mechanical properties of 12 different 3D-woven carbon fibre-reinforced plastics and a laminated reference were investigated. The investigation includes the tensile properties in warp and weft direction, the compression properties, the inter- and intralaminar shear properties as well as the compression properties after impact. For this purpose, 12 different textile architectures were designed using design of experiments. The parameters z-fibre content, binding type and binder angle were investigated. The fabrics were then produced on an industrial weaving machine and processed into CFRP. The reference was produced using the same processes. All process parameters were kept constant as far as possible. In addition to the mechanical parameters, the architecture was determined using microCT scans. The material charts consist of information on fabric and weaving, composite material and production as well as the basic mechanical characteristics. The fabric details include the designation according to [BCN15]*, a weave pattern and the fibre data. In addition to the machine used, the warp and weft density and the weaving speed are the most important parameters for the weaving process. Further details, e.g. warp tension, cannot be precisely adjusted by users and are therefore deliberately omitted. The information on the composite material includes the infusion process, the resin/hardener system, the cured thickness per layer and the FVG. A representative CT image also provides an impression of the z-reinforcement in the composite material. The basic mechanical values section contains the basic values required for a design. In addition, the CAI values are also listed to enable an estimation of the damage tolerance. *[BCN15] Boussu, F.; Cristian, I.; Nauman, S.: General definition of 3D warp interlock fabric architecture Composites Part B: Engineering 81 (2015), S. 171–188, doi: 10.1016/j.compositesb.2015.07.013
DOI: 10.5281/zenodo.14938347
title: Benefits of the IOPIS Paradigm on the Landscales of Multiobjective Optimization Problems

description: # This repository contains the data and plots for the paper titled"Benefits of the IOPIS paradigm on the Landscapes of Multiobjective Optimization Problems"

The repository is organized as follows:- The `data` folder contains two subfolders,`original` and `iopis` each containing csv files    with the name of a BBOB biobjective problem. The files each contain four columns titled `x1`, `x2`, `y1`, and `y2`.    Each file contains data points in a uniform grid for the problem. For the files in the `original` folder,    the original objective values are stored in the `y1` and `y2` columns. For the files in the `iopis` folder,    the scalarized objective values are stored in the `y1` and `y2` columns.- The `plots` folder contains two subfolders, `original` and `iopis` each containing the PLOT visualizations    for the datasets in the `data` folder. The plots are named after the BBOB biobjective problem they represent.    Like the data files, the plots in the `original` folder represent the original objective values, and     therefore the original landscape of the problem. The plots in the `iopis` folder represent the scalarized    objective values, and therefore the IOPIS landscape of the problem. These plots are generated using the    moPLOT package in R.
DOI: 10.5281/zenodo.14938348
title: Benefits of the IOPIS Paradigm on the Landscales of Multiobjective Optimization Problems

description: # This repository contains the data and plots for the paper titled"Benefits of the IOPIS paradigm on the Landscapes of Multiobjective Optimization Problems"

The repository is organized as follows:- The `data` folder contains two subfolders,`original` and `iopis` each containing csv files    with the name of a BBOB biobjective problem. The files each contain four columns titled `x1`, `x2`, `y1`, and `y2`.    Each file contains data points in a uniform grid for the problem. For the files in the `original` folder,    the original objective values are stored in the `y1` and `y2` columns. For the files in the `iopis` folder,    the scalarized objective values are stored in the `y1` and `y2` columns.- The `plots` folder contains two subfolders, `original` and `iopis` each containing the PLOT visualizations    for the datasets in the `data` folder. The plots are named after the BBOB biobjective problem they represent.    Like the data files, the plots in the `original` folder represent the original objective values, and     therefore the original landscape of the problem. The plots in the `iopis` folder represent the scalarized    objective values, and therefore the IOPIS landscape of the problem. These plots are generated using the    moPLOT package in R.
DOI: 10.5281/zenodo.14925698
title: Normal wound healing in Monopterus Cuchia

description: This dataset contain images of wound healing pattern of a fish known as Monopterus Albus commonly known as Swamp Eel. Wound healing in this dataset is analysed without the use of any medicine.
DOI: 10.5281/zenodo.14925699
title: Normal wound healing in Monopterus Cuchia

description: This dataset contain images of wound healing pattern of a fish known as Monopterus Albus commonly known as Swamp Eel. Wound healing in this dataset is analysed without the use of any medicine.
DOI: 10.5281/zenodo.14938676
title: 4DHydro_Results_Tetis_Tugela_0p0667deg_daily_exp34_20070101_20221231

description: Modeling results with TETIS software, for Tugela River with a spatial resolution of 0.0667 degrees, and temporal resolution daily. Experiment 34. Forcing "mergedera5gpmsm2a". Calibrating methodology MOSCEM, calibrated variable SM+ET

Includes results for the following variables:



Total evapotranspiration flux in kg m-2 s-1

Discharge flux in m-3 s-1

Volumetric soil moisture content in percentage

Total water storage content in kg m-2
DOI: 10.5281/zenodo.14938677
title: 4DHydro_Results_Tetis_Tugela_0p0667deg_daily_exp34_20070101_20221231

description: Modeling results with TETIS software, for Tugela River with a spatial resolution of 0.0667 degrees, and temporal resolution daily. Experiment 34. Forcing "mergedera5gpmsm2a". Calibrating methodology MOSCEM, calibrated variable SM+ET

Includes results for the following variables:



Total evapotranspiration flux in kg m-2 s-1

Discharge flux in m-3 s-1

Volumetric soil moisture content in percentage

Total water storage content in kg m-2
DOI: 10.5281/zenodo.14938708
title: 4DHydro_Results_Tetis_Tugela_15sec_daily_exp34_20070101_20221231

description: Modeling results with TETIS software, for Tugela River with a spatial resolution of 15 seconds, and temporal resolution daily. Experiment 34. Forcing "mergedera5gpmsm2a". Calibrating methodology MOSCEM, calibrated variable SM+ET

Includes results for the following variables:



Total evapotranspiration flux in kg m-2 s-1

Discharge flux in m-3 s-1

Volumetric soil moisture content in percentage

Total water storage content in kg m-2
DOI: 10.5281/zenodo.14938709
title: 4DHydro_Results_Tetis_Tugela_15sec_daily_exp34_20070101_20221231

description: Modeling results with TETIS software, for Tugela River with a spatial resolution of 15 seconds, and temporal resolution daily. Experiment 34. Forcing "mergedera5gpmsm2a". Calibrating methodology MOSCEM, calibrated variable SM+ET

Includes results for the following variables:



Total evapotranspiration flux in kg m-2 s-1

Discharge flux in m-3 s-1

Volumetric soil moisture content in percentage

Total water storage content in kg m-2
DOI: 10.5281/zenodo.14938340
title: Elastomeric-coated FBGs for point-of-care diagnostics

description: This dataset corresponds to the conference proceeding "Elastomeric-coated FBGs for point-of-care diagnostics" as part of EOS Annual Meeting (EOSAM 2024 - Topical Meeting (TOM) 4- BioPhotonics and Biosensors)
DOI: 10.5281/zenodo.14938341
title: Elastomeric-coated FBGs for point-of-care diagnostics

description: This dataset corresponds to the conference proceeding "Elastomeric-coated FBGs for point-of-care diagnostics" as part of EOS Annual Meeting (EOSAM 2024 - Topical Meeting (TOM) 4- BioPhotonics and Biosensors)
DOI: 10.5281/zenodo.13320489
title: Alkane monooxygenase (AlkB) is an Alkyl Fluoride Dehalogenase

description: Computational data for submitted paper "Alkane Monooxygenase (AlkB) is an Alkyl Fluoride Dehalogenase" by 

Lauren Hendricks, Clorice R. Reinhardt, Tierani Green, Lily Kunczynski, August Jaunzarins Roberts, Naomi Miller, Noga Rafalin, Heather J. Kulik, John T. Groves, Rachel N. Austin
DOI: 10.5281/zenodo.13320488
title: Alkane monooxygenase (AlkB) is an Alkyl Fluoride Dehalogenase

description: Computational data for submitted paper "Alkane Monooxygenase (AlkB) is an Alkyl Fluoride Dehalogenase"

by Lauren Hendricks, Clorice R. Reinhardt, Tierani Green, Lily Kunczynski, August Jaunzarins Roberts, Naomi Miller, Noga Rafalin, Heather J. Kulik, John T. Groves, Rachel N. Austin

 

All computational work was performed by Clorice R. Reinhardt, and I can be reached at clorice.reinhardt"at"aya.yale.edu or a current institutional affiliation if you have any questions!
DOI: 10.5281/zenodo.14938683
title: Alkane monooxygenase (AlkB) is an Alkyl Fluoride Dehalogenase

description: Computational data for submitted paper "Alkane Monooxygenase (AlkB) is an Alkyl Fluoride Dehalogenase"

by Lauren Hendricks, Clorice R. Reinhardt, Tierani Green, Lily Kunczynski, August Jaunzarins Roberts, Naomi Miller, Noga Rafalin, Heather J. Kulik, John T. Groves, Rachel N. Austin

 

All computational work was performed by Clorice R. Reinhardt, and I can be reached at clorice.reinhardt"at"aya.yale.edu or a current institutional affiliation if you have any questions!
DOI: 10.6084/m9.figshare.25798102
title: Manuscript supplementary dataset: <i>Hemodynamics Indicates Differences Between Patients With And </i><i>Without A Stroke Outcome After Left Ventricular Assist Device </i><i>Implantation</i>

description: In this study, we conducted an in silico analysis in a set of 12 patients on LVAD support. The patient group was equally split into two sets: one that experienced a stroke post-implantation, and one that did not. We generated a pre-implantation flow estimate, and a post-implantation flow estimate for each patient, using computational fluid dynamics. We characterized hemodynamics using quantitative metrics for helical flow, vortex generation, and wall shear stress. This dataset contains the numerical data, and associated animations for the flow.
DOI: 10.57780/sm1-5fd870e
title: HIGHWAY SMOS L3 Ocean Salinity

description: SMOS - L3 Ocean Salinity in cloud-native format
DOI: 10.5281/zenodo.14843888
title: Relative Productivity Index data for Kenya and northern Tanzania v2, 2000-2023

description: This record contains updated datasets for the Relative Productivity Index (RPI) calculated for rangelands in Kenya and Northern Tanzania.

This is unpublished work and is subject to further change and development - please do not share widely.

RPI is a unitless index describing the ratio between observed annual gross primary productivity and the potential productivity estimated from climatic and other biophysical conditions. See the paper for further detail on the methods: https://doi.org/10.1016/j.ecolind.2025.113208.

This version of the dataset includes further enhancements to the method that have considerably improved performance, especially in controlling for climatic drivers of temporal variability in GPP.

The three files included are:



actual_gpp_ea_v2.tif - integrated annual GPP estimates for 22 hydrological years (September-August) from September 2000 to August 2023, based on the PML_V2 ET and GPP dataset.

potential_gpp_ea_v2.tif - the estimated potential GPP for each grid cell and hydrological year based on a quantile regression forest model with climatic, topographic and soil predictors (using the 90th percentile of predicted GPP as the potential).

rpi_ea_v2.tif - the relative productivity index values, defined as the ratio between actual and potential GPP in a given grid cell and hydrological year.


All raster files have a spatial resolution of ~500m and report annual values.

Please contact G.Lomax@exeter.ac.uk before using this data in any published products, outputs or visualisations.
DOI: 10.17633/rd.brunel.28303022
title: The Impact of Upper Leg Hyperthermia on Isokinetic and Isotonic Muscle Function Dataset

description: Dataset for experiment "The Impact of Upper Leg Hyperthermia on Isokinetic and Isotonic Muscle Function"Denny et al., 2025.
DOI: 10.17633/rd.brunel.28303022.v1
title: The Impact of Upper Leg Hyperthermia on Isokinetic and Isotonic Muscle Function Dataset

description: Dataset for experiment "The Impact of Upper Leg Hyperthermia on Isokinetic and Isotonic Muscle Function"Denny et al., 2025.
DOI: 10.5281/zenodo.14889707
title: Correlation of Lagged GNSS Scintillation and Auroral Precipitation using Multi-Instrument Observations: ASK, WATEC, and GNSS dataset

description: Dataset used in the paper: Correlation of Lagged GNSS Scintillation and Auroral Precipitation using Multi-Instrument Observations. (pre-submission).

Contains:

(1) ASK1_ASK3_20160111190816r1.zip

ASK data. Instrument PI: Dan Whiter (University of Southampton, UK)

Example filename: 20160111190816r1_F7350bkg_adj_w4clipping.csv

20160111190816 is UT timestamp (YYYYMMDDhhmmss) of the start of the data block. r1 indicates ASK1 camera. 7350 is the frame number (first frame is number 1). 

Data are images in 256x256 csv arrays (background subtracted and sigma clipped to remove stars). Units are counts. North is approximately in the direction of increasing row number (downward). Cadence is 20 frames per second. Frames in dataset: 7350 to 17519, inclusive.

20160111190816r1 files (ASK1, 6730 Å)

Conversion factor (counts --> Rayleighs): 42.76

Degrees per pixel: 0.024383251

Magnetic zenith (column,row): (147.88068,150.31842)

20160111190816r3 files (ASK3, 7774 Å)

Conversion factor (counts --> Rayleighs): 31.90

Degrees per pixel: 0.024263274

Magnetic zenith (column,row): (146.70960,150.05793)

 

(2) WATEC_2016011.zip

WATEC panchromatic all-sky imager data. Instrument PI: Yasunobu Ogawa (National Institue of Polar Research, Japan)

Example filename: wat_ly7_16-01-11_19-00-00-17.jpg

wat: camera system, WATEC

ly7: location, KHO, Longyearbyen; and camera number

16-01-11_19-00-00-17: timestamp (YY-MM-DD_hh-mm-ss-cs) (cs = hundredths of a second)

Images between 19UT and 20UT for 2016/01/11 included. Images courtesy of Yasunobu Ogawa.

 

(3) 1sec_s4_sphi.txt

1-second S_4 and sigma_phi GNSS scintillation indices. Processed from 50 Hz raw data obtained by GISTM at KHO. Instrument PI: Kjellmar Oksavik (University of Bergen)

Data columns:

entry number, datetime, frequency, satellite, S_4 index, sigma_phi index

 

(4) lat_lon.txt

1-minute WGS-84 coordinates of 110 km ionospheric pierce points.

Data columns:

entry number, datetime, satellite, latitude, longitude
DOI: 10.5281/zenodo.14889708
title: Correlation of Lagged GNSS Scintillation and Auroral Precipitation using Multi-Instrument Observations: ASK, WATEC, and GNSS dataset

description: Dataset used in the paper: Correlation of Lagged GNSS Scintillation and Auroral Precipitation using Multi-Instrument Observations. (pre-submission).

Contains:

(1) ASK1_ASK3_20160111190816r1.zip

ASK data. Instrument PI: Dan Whiter (University of Southampton, UK)

Example filename: 20160111190816r1_F7350bkg_adj_w4clipping.csv

20160111190816 is UT timestamp (YYYYMMDDhhmmss) of the start of the data block. r1 indicates ASK1 camera. 7350 is the frame number (first frame is number 1). 

Data are images in 256x256 csv arrays (background subtracted and sigma clipped to remove stars). Units are counts. North is approximately in the direction of increasing row number (downward). Cadence is 20 frames per second. Frames in dataset: 7350 to 17519, inclusive.

20160111190816r1 files (ASK1, 6730 Å)

Conversion factor (counts --> Rayleighs): 42.76

Degrees per pixel: 0.024383251

Magnetic zenith (column,row): (147.88068,150.31842)

20160111190816r3 files (ASK3, 7774 Å)

Conversion factor (counts --> Rayleighs): 31.90

Degrees per pixel: 0.024263274

Magnetic zenith (column,row): (146.70960,150.05793)

 

(2) WATEC_2016011.zip

WATEC panchromatic all-sky imager data. Instrument PI: Yasunobu Ogawa (National Institue of Polar Research, Japan)

Example filename: wat_ly7_16-01-11_19-00-00-17.jpg

wat: camera system, WATEC

ly7: location, KHO, Longyearbyen; and camera number

16-01-11_19-00-00-17: timestamp (YY-MM-DD_hh-mm-ss-cs) (cs = hundredths of a second)

Images between 19UT and 20UT for 2016/01/11 included. Images courtesy of Yasunobu Ogawa.

 

(3) 1sec_s4_sphi.txt

1-second S_4 and sigma_phi GNSS scintillation indices. Processed from 50 Hz raw data obtained by GISTM at KHO. Instrument PI: Kjellmar Oksavik (University of Bergen)

Data columns:

entry number, datetime, frequency, satellite, S_4 index, sigma_phi index

 

(4) lat_lon.txt

1-minute WGS-84 coordinates of 110 km ionospheric pierce points.

Data columns:

entry number, datetime, satellite, latitude, longitude
DOI: 10.5281/zenodo.14936375
title: A Dataset for Vineyard Disease Detection via Multispectral Imaging

description: Collection of multispectral images designed for development of detection algorithm of grapevine diseases like Flavescence Dorée and Esca. The data was collected using a Micasense RedEdge-P multispectral camera across three different grapevine varieties used in Lambrusco wines: Ancellotta, Marani, and Salamino. The dataset includes raw and processed images, calibrations images for the multispectral camera, annotations detailing plant health conditions, and Python-based usage examples for researchers.
DOI: 10.5281/zenodo.14936376
title: A Dataset for Vineyard Disease Detection via Multispectral Imaging

description: Collection of multispectral images designed for development of detection algorithm of grapevine diseases like Flavescence Dorée and Esca. The data was collected using a Micasense RedEdge-P multispectral camera across three different grapevine varieties used in Lambrusco wines: Ancellotta, Marani, and Salamino. The dataset includes raw and processed images, calibrations images for the multispectral camera, annotations detailing plant health conditions, and Python-based usage examples for researchers.
DOI: 10.17633/rd.brunel.28344632
title: Data for Modification of Activated Carbon Fibre Adsorbents

description: This is the data associated with the modification of activated carbon fibre used as adsorbent in removing antibiotics from aqueous media. The data details the design of experiment approach adopted in the study for both modification of material, as well as the liquid-phase antibiotics adsorption process. In addition, the key characterisation data for the adsorbent used in this study has been included.
DOI: 10.5281/zenodo.10942234
title: Sex- and social context-dependent differences in mice head movement during social interactions

description: Data set and code for the paper : Sex- and social context-dependent differences in mice head movement during social interactions. 

Adèle Phalip1,*, Shai Netser1 and Shlomo Wagner1

 

1Sagol Department of Neurobiology, Faculty of Natural Sciences, University of Haifa, Haifa, Israel

 

*Corresponding author: adele.phalip@gmail.com
DOI: 10.5281/zenodo.10942233
title: Sex- and social context-dependent differences in mice head movement during social interactions

description: Data set and code for the paper : Sex- and social context-dependent differences in mice head movement during social interactions. 

Adèle Phalip1,*, Shai Netser1 and Shlomo Wagner1

 

1Sagol Department of Neurobiology, Faculty of Natural Sciences, University of Haifa, Haifa, Israel

 

*Corresponding author: adele.phalip@gmail.com