cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15480/336.3932
title: Training deep neural networks to reconstruct nanoporous structures from FIB tomography images using synthetic training data

description: This dataset contains simulated FIB tomography data of nanoporous/hierarchical nanoporous gold, synthetic FIB-SEM images of hierarchical nanoporous gold and segmentation results of real hierarchical nanoporous gold dataset. Abstract of the paper: Focused ion beam (FIB) tomography is a destructive technique used to collect three-dimensional (3D) structural information at a resolution of a few nanometers. For FIB tomography, a material is eroded in a layer-wise manner. After the erosion of each layer (whose thickness ranges on the nanometer scale), the current material surface is imaged by a scanning electron microscope. Especially for nanoporous materials, the reconstruction of the 3D microstructure of the material, from the information collected during FIB tomography, is impaired by the shine-through effect. This effect prevents a unique mapping between voxel intensity values and material phase (e.g., solid or void). It often substantially reduces the accuracy of conventional methods for image segmentation. Here we demonstrate how machine learning can be used to tackle this problem. A bottleneck in doing so is the availability of sufficient training data. To overcome this problem, we present a novel approach to generate synthetic FIB-SEM images using Monte Carlo simulations, which can be used as training data for machine learning. Based on this approach, we compare the performance of different machine learning architectures for segmenting FIB tomography data of nanoporous materials. We demonstrate that two-dimensional (2D) convolutional neural network (CNN) architectures with a group of adjacent slices as input data as well as 3D CNN perform best and can improve the segmentation performance by more than 100%.
DOI: 10.5281/zenodo.6410246
title: Outputs of the Jupyter Notebook - Sea ice forecasting using IceNet

description: The dataset contains the outputs of the notebook "Sea ice forecasting using IceNet" published in The Environmental Data Science Book. <strong>Contributions</strong> <em>Notebook</em> Alejandro Coca-Castro (author), The Alan Turing Institute, @acocac Tom R. Andersson (reviewer), British Antarctic Survey, @tom-andersson Nick Barlow (reviewer), The Alan Turing Institute, @nbarlowATI <em>Modelling codebase</em> Tom R. Andersson (author), British Antarctic Survey, @tom-andersson James Byrne (contributor), British Antarctic Survey, @JimCircadian Tony Phillips (contributor), British Antarctic Survey
DOI: 10.5281/zenodo.6410245
title: Outputs of the Jupyter Notebook - Sea ice forecasting using IceNet

description: The dataset contains the outputs of the notebook "Sea ice forecasting using IceNet" published in The Environmental Data Science Book. <strong>Contributions</strong> <em>Notebook</em> Alejandro Coca-Castro (author), The Alan Turing Institute, @acocac Tom R. Andersson (reviewer), British Antarctic Survey, @tom-andersson Nick Barlow (reviewer), The Alan Turing Institute, @nbarlowATI <em>Modelling codebase</em> Tom R. Andersson (author), British Antarctic Survey, @tom-andersson James Byrne (contributor), British Antarctic Survey, @JimCircadian Tony Phillips (contributor), British Antarctic Survey
DOI: 10.6073/pasta/7d7155bf1d415e33b8cab9f1c5125953
title: Jornada Basin LTER: Wireless meteorological station at NPP C-CALI site: 5-minute summary wind and air temperature data: 2013 - ongoing

description: 5-minute summary data at NPP C-CALI met station. Average air temperature, wind speed and wind direction are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP C-CALI site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature at approximate 2.5m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.5281/zenodo.6392503
title: Unified Model GA 7.0 Nudging Experiments used in JGR-A publication "Investigating Tropical versus Extratropical Influences on the Southern Hemisphere Tropical Edge in the Unified Model", Freisen et al. (2022)

description: <strong>UK Met Office Unified Model (UM) Global Atmosphere version 7.0 (GA7.0) Nudging Experiments </strong><strong>used in </strong><strong>"Investigating Tropical versus Extratropical Influences on the Southern Hemisphere Tropical Edge in the Unified Model" published in Journal of Geophysical Research: Atmospheres (doi.org/10.1029/2021JD036106).</strong> Please refer to UM_nudging_experiments_readme.txt.
DOI: 10.5281/zenodo.6392502
title: Unified Model GA 7.0 Nudging Experiments used in JGR-A publication "Investigating Tropical versus Extratropical Influences on the Southern Hemisphere Tropical Edge in the Unified Model", Freisen et al. (2022)

description: <strong>UK Met Office Unified Model (UM) Global Atmosphere version 7.0 (GA7.0) Nudging Experiments </strong><strong>used in </strong><strong>"Investigating Tropical versus Extratropical Influences on the Southern Hemisphere Tropical Edge in the Unified Model" published in Journal of Geophysical Research: Atmospheres (doi.org/10.1029/2021JD036106).</strong> Please refer to UM_nudging_experiments_readme.txt.
DOI: 10.6073/pasta/ebc3fab92901e7752c46cc84851a614f
title: Jornada Basin LTER: Wireless meteorological station at NPP C-CALI site: 1-hour summary data: 2013 - ongoing

description: Hourly summary data at NPP C-CALI met station. Average/maximum/minimum air temperature; average relative humidity and wind direction; average/maximum wind speed. These are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP C-CALI site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.6073/pasta/12151fb035649e74f21c3c83a97b4e55
title: Jornada Basin LTER: Wireless meteorological station at NPP C-CALI site: 30-minute summary data: 2013 - ongoing

description: 30-minute summary data at NPP C-CALI met station. Average air temperature, relative humidity, wind speed and wind direction are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP C-CALI site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.5281/zenodo.6410294
title: Suplementary Information Lapuente et al. BIOMEDICINES

description: Tables S1, S2, S3 and S4
DOI: 10.5281/zenodo.6410293
title: Suplementary Information Lapuente et al. BIOMEDICINES

description: Tables S1, S2, S3 and S4
DOI: 10.6073/pasta/2455c564fbd3f2a2991b3dffc7b6e0df
title: Jornada Basin LTER: Wireless meteorological station at NPP C-CALI site: Daily summary data: 2013 - ongoing

description: Daily summary data at NPP C-CALI met station. Average/maximum/minimum air temperature; average/maximum relative humidity and wind speed and average wind direction. These are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP C-CALI site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.6073/pasta/745829f5281960661711bfcfbaaa00e6
title: Jornada Basin LTER: Wireless meteorological station at NPP C-CALI site: 1-second summary precipitation data: 2013 - ongoing

description: 1-second summary precipitation data at NPP C-CALI met station. Total precipitation per second is recorded only if there is measurable precipitation. This is recorded at an automated meteorological station installed at Jornada LTER NPP C-CALI site.. This climate station is operated by the Jornada LTER Program. IMPORTANT: Rainfall is only recorded when a bucket tip occurs on the tipping bucket rain gauge. If there is missing data due to equipment or other problems, there will be no indication of this within this dataset. The user needs to review precipitation values in the 30 minute, hourly, or data summary datasets to determine if there are missing periods in this 1 second detailed precipitation dataset. Reference the package i.d.'s knb-lter-jrn.210437016, knb-lter-jrn.210437031, and knb-lter-jrn.210437046 for the NPP C-CALI met station 30 minute, hourly, and daily summary datasets, respectively. This is an ONGOING dataset.
DOI: 10.34740/kaggle/dsv/3403067
title: BBC News
DOI: 10.6073/pasta/b74e4798dc130777846100cfe1ba2314
title: Jornada Basin LTER: Wireless meteorological station at NPP C-CALI site: 30-minute soil volumetric water content data: 2013 - ongoing

description: 30-minute Soil Moisture data at NPP C-CALI met station. Collection of soil volumetric water content data at Jornada LTER NPP sites, New Mexico, supports the environmental monitoring objectives of the Jornada LTER monitoring program that look at plant-soil water dynamics. Volumetric water content, bulk electrical conductivity, soil temperature, and bulk dielectric permittivity are measured every 30 minutes at an automated meteorological station installed at Jornada LTER NPP C-CALI site. Measurements are made every 30 minutes at 10 cm, 20 cm, and 30 cm soil depths. This is an ONGOING dataset.
DOI: 10.6073/pasta/5d2d605918c02aec5b517210d35f3952
title: Jornada Basin LTER: Wireless meteorological station at NPP C-CALI site: Daily average soil volumetric water content data: 2013 - ongoing

description: Daily average of 30-minute Volumetric Water Content at NPP C-CALI met station. Collection of soil volumetric water content data at Jornada LTER NPP sites, New Mexico, supports the environmental monitoring objectives of the Jornada LTER monitoring program that look at plant-soil water dynamics. Volumetric water content, bulk electrical conductivity, soil temperature, and bulk dielectric permittivity are measured and calculated at an automated meteorological station installed at Jornada LTER NPP C-CALI site. The daily average at 3 soil depths is calculated from measurements made every 30 minutes at 10 cm, 20 cm, and 30 cm. This is an ONGOING dataset.
DOI: 10.6073/pasta/a5de7b8c80ae9949d179ff156f1243f8
title: Jornada Basin LTER: Wireless meteorological station at NPP C-GRAV site: 5-minute summary wind and air temperature data: 2013 - ongoing

description: 5-minute summary data at NPP C-GRAV met station. Average air temperature, wind speed and wind direction are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP C-GRAV site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature at approximate 2.5m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.5281/zenodo.5034763
title: Cosmic-CoNN LCO CR Dataset

description: Cosmic-CoNN Las Cumbres Observatory CR dataset<br> ======================== Cosmic rays in the Las Cumbres Observatory (LCO) CR dataset are labeled accurately and consistently across many diverse observations from various instruments. To the best of our knowledge, this is the largest cosmic ray dataset that identifies CRs in science images across various ground-based instruments. It consists of over 4,500 observations from Las Cumbres Observatory global telescope network's 23 instruments. Each sample in our dataset is a multi-extension FITS file, including three images, three corresponding CR masks, and three ignore masks. Usage: https://github.com/cy-xu/cosmic-conn For questions regarding the dataset, please contact cxu@ucsb.edu.
description: {"references": ["Brown, T. M., Baliber, N., Bianco, F. B., et al. 2013,Publications of the Astronomical Society of the Pacific,125, 1031, doi: 10.1086/673168"]}
DOI: 10.5281/zenodo.5034762
title: Cosmic-CoNN LCO CR Dataset

description: Cosmic-CoNN Las Cumbres Observatory CR dataset<br> ======================== Cosmic rays in the Las Cumbres Observatory (LCO) CR dataset are labeled accurately and consistently across many diverse observations from various instruments. To the best of our knowledge, this is the largest cosmic ray dataset that identifies CRs in science images across various ground-based instruments. It consists of over 4,500 observations from Las Cumbres Observatory global telescope network's 23 instruments. Each sample in our dataset is a multi-extension FITS file, including three images, three corresponding CR masks, and three ignore masks. Usage: https://github.com/cy-xu/cosmic-conn For questions regarding the dataset, please contact cxu@ucsb.edu.
description: {"references": ["Brown, T. M., Baliber, N., Bianco, F. B., et al. 2013,Publications of the Astronomical Society of the Pacific,125, 1031, doi: 10.1086/673168"]}
DOI: 10.6073/pasta/6210e119c5837a1e2e73fa90cec6cbe2
title: Jornada Basin LTER: Wireless meteorological station at NPP C-GRAV site: 1-hour summary data: 2013 - ongoing

description: Hourly summary data at NPP C-GRAV met station. Average/maximum/minimum air temperature; average relative humidity and wind direction; average/maximum wind speed. These are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP C-GRAV site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.6073/pasta/6ec2784680f8f4d222af372c3a24d128
title: Jornada Basin LTER: Wireless meteorological station at NPP C-GRAV site: 30-minute summary data: 2013 - ongoing

description: 30-minute summary data at NPP C-GRAV met station. Average air temperature, relative humidity, wind speed and wind direction are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP C-GRAV site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.6073/pasta/2cbeb11c4790a69351aa04b8a0bea5b0
title: Jornada Basin LTER: Wireless meteorological station at NPP C-GRAV site: Daily summary data: 2013 - ongoing

description: Daily summary data at NPP C-GRAV met station. Average/maximum/minimum air temperature; average/maximum relative humidity and wind speed and average wind direction. These are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP C-GRAV site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.6073/pasta/e732d49be25289f6e354765621826d8a
title: Jornada Basin LTER: Wireless meteorological station at NPP C-GRAV site: 1-second summary precipitation data: 2013 - ongoing

description: 1-second summary precipitation data at NPP C-GRAV met station. Total precipitation per second is recorded only if there is measurable precipitation. This is recorded at an automated meteorological station installed at Jornada LTER NPP C-GRAV site.. This climate station is operated by the Jornada LTER Program. IMPORTANT: Rainfall is only recorded when a bucket tip occurs on the tipping bucket rain gauge. If there is missing data due to equipment or other problems, there will be no indication of this within this dataset. The user needs to review precipitation values in the 30 minute or hourly summary datasets to determine if there are missing data in this 1 second detailed precipitation dataset. Reference the package i.d.'s knb-lter-jrn.210437017, knb-lter-jrn.210437032, and knb-lter-jrn.210437047 for the NPP C-GRAV met station 30 minute, hourly, and daily summary datasets, respectively. This is an ONGOING dataset.
DOI: 10.6073/pasta/cb0911114f63d5c438ef7e0dbb006dbb
title: Jornada Basin LTER: Wireless meteorological station at NPP C-GRAV site: 30-minute soil volumetric water content data: 2013 - ongoing

description: 30-minute Soil Moisture data at NPP C-GRAV met station. Collection of soil volumetric water content data at Jornada LTER NPP sites, New Mexico, supports the environmental monitoring objectives of the Jornada LTER monitoring program that look at plant-soil water dynamics. Volumetric water content, bulk electrical conductivity, soil temperature, and bulk dielectric permittivity are measured every 30 minutes at an automated meteorological station installed at Jornada LTER NPP C-GRAV site. Measurements are made every 30 minutes at 10 cm, 20 cm, and 30 cm soil depths. This is an ONGOING dataset.
DOI: 10.6073/pasta/256bb47a6149aea8b6fc67d30ca611f2
title: Jornada Basin LTER: Wireless meteorological station at NPP C-GRAV site: Daily average soil volumetric water content data: 2013 - ongoing

description: Daily average of 30-minute Volumetric Water Content at NPP C-GRAV met station. Collection of soil volumetric water content data at Jornada LTER NPP sites, New Mexico, supports the environmental monitoring objectives of the Jornada LTER monitoring program that look at plant-soil water dynamics. Volumetric water content, bulk electrical conductivity, soil temperature, and bulk dielectric permittivity are measured and calculated at an automated meteorological station installed at Jornada LTER NPP C-GRAV site. The daily average at 3 soil depths is calculated from measurements made every 30 minutes at 10 cm, 20 cm, and 30 cm. This is an ONGOING dataset.
DOI: 10.6073/pasta/21a049d6d39c433f9231dc91d8d22858
title: Jornada Basin LTER: Wireless meteorological station at NPP C-SAND site: 5-minute summary wind and air temperature data: 2013 - ongoing

description: 5-minute summary data at NPP C-SAND met station. Average air temperature, wind speed and wind direction are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP C-SAND site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature at approximate 2.5m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.6073/pasta/7a64a657e5290e3825d5a5b3fb30e780
title: Jornada Basin LTER: Wireless meteorological station at NPP C-SAND site: 1-hour summary data: 2013 - ongoing

description: Hourly summary data at NPP C-SAND met station. Average/maximum/minimum air temperature; average relative humidity and wind direction; average/maximum wind speed; solar radiation; albedo. These are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP C-SAND site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. Solar radiation is measured at 3m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.6073/pasta/840eb78ca69ff585ec47f10976ba5835
title: Jornada Basin LTER: Wireless meteorological station at NPP C-SAND site: 30-minute summary data: 2013 - ongoing

description: 30-minute summary data at NPP C-SAND met station. Average air temperature, relative humidity, wind speed, wind direction, and solar radiation are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP C-SAND site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. Solar radiation is measured at 3m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.6073/pasta/151e1da0d5c6df674bef07422cc0ef28
title: Jornada Basin LTER: Wireless meteorological station at NPP C-SAND site: Daily summary data: 2013 - ongoing

description: Daily summary data at NPP C-SAND met station. Average/maximum/minimum air temperature; average/maximum relative humidity and wind speed and average wind direction; solar radiation; albedo. These are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP C-SAND site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. Solar radiation is measured at 3m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.6073/pasta/9b07c9ef5c5cfa6b1b6c1a67a417a76b
title: Jornada Basin LTER: Wireless meteorological station at NPP C-SAND site: 1-second summary precipitation data: 2013 - ongoing

description: 1-second summary precipitation data at NPP C-SAND met station. Total precipitation per second is recorded only if there is measurable precipitation. This is recorded at an automated meteorological station installed at Jornada LTER NPP C-SAND site.. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset. IMPORTANT: Rainfall is only recorded when a bucket tip occurs on the tipping bucket rain gauge. If there is missing data due to equipment or other problems, there will be no indication of this within this dataset. The user needs to review precipitation values in the 30 minute or hourly summary datasets to determine if there are missing data in this 1 second detailed precipitation dataset. Reference the package i.d.'s knb-lter-jrn.210437018, knb-lter-jrn.210437033, and knb-lter-jrn.210437048 for the NPP C-SAND met station 30 minute, hourly, and daily summary datasets, respectively.
DOI: 10.6073/pasta/5df72c285fef9c0907774154134e17f0
title: Jornada Basin LTER: Wireless meteorological station at NPP C-SAND site: 30-minute soil volumetric water content data: 2013 - ongoing

description: 30-minute Soil Moisture data at NPP C-SAND met station. Collection of soil volumetric water content data at Jornada LTER NPP sites, New Mexico, supports the environmental monitoring objectives of the Jornada LTER monitoring program that look at plant-soil water dynamics. Volumetric water content, bulk electrical conductivity, soil temperature, and bulk dielectric permittivity are measured every 30 minutes at an automated meteorological station installed at Jornada LTER NPP C-SAND site. Measurements are made every 30 minutes at 10 cm, 20 cm, and 30 cm soil depths. This is an ONGOING dataset.
DOI: 10.6073/pasta/f511e8f31e9ec72d8d13fbfd91c92f01
title: Jornada Basin LTER: Wireless meteorological station at NPP C-SAND site: Daily average soil volumetric water content data: 2013 - ongoing

description: Daily average of 30-minute Volumetric Water Content at NPP C-SAND met station. Collection of soil volumetric water content data at Jornada LTER NPP sites, New Mexico, supports the environmental monitoring objectives of the Jornada LTER monitoring program that look at plant-soil water dynamics. Volumetric water content, bulk electrical conductivity, soil temperature, and bulk dielectric permittivity are measured and calculated at an automated meteorological station installed at Jornada LTER NPP C-SAND site. The daily average at 3 soil depths is calculated from measurements made every 30 minutes at 10 cm, 20 cm, and 30 cm. This is an ONGOING dataset.
DOI: 10.34740/kaggle/dsv/3403182
title: Russian Invasion of Ukraine