cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8fh3gj
title: Occurrence Download

description: A dataset containing 23099 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bombus occidentalis"
 ]
}

 The dataset includes 23099 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007972-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.30599
title: Global Dataset of Martian Aeolian Landform : Transverse Aeolian Ridges and Crater-associated Wind Streaks
title: Global Dataset of Martian Aeolian Landform : Transverse Aeolian Ridges and Crater-associated Wind Streaks

description: This dataset includes two key types of aeolian landforms: Transverse Aeolian Ridges (TARs) and crater-associated wind streaks.We applied the SegFormer (Xie et al., 2021) model to perform high-precision binary segmentation of TARs across the entire globe, resulting in the identification of over 90 million individual TARs features. Additionally, we utilized a YOLO (Jocher & Qiu, 2024) model to recognize approximately 24,000 crater-associated wind streaks. The morphology of these landforms records the dominant surface wind directions at the time of their formation, serving as crucial proxies for reconstructing Martian paleoclimate.Data Storage Formats:TARs (Binary Segmentation Results): These segmentation results are stored in a binary raster image format. Each raster file adheres to the naming convention established for the MurrayLab CTX imagery.Crater-associated Wind Streaks (Vector Data): This data is stored in a Shapefile format. The attribute table includes the following key fields: (1) lon: Longitude of the source impact crater center (decimal degrees); (2) lat: Latitude of the source impact crater center (decimal degrees); (3) direction: Orientation angle of the wind streak (degrees), referenced North as 0°and increasing clockwise; (4) length: Length of the aeolian streak (meters).
description: This dataset includes two key types of aeolian landforms: Transverse Aeolian Ridges (TARs) and crater-associated wind streaks.We applied the SegFormer (Xie et al., 2021) model to perform high-precision binary segmentation of TARs across the entire globe, resulting in the identification of over 90 million individual TARs features. Additionally, we utilized a YOLO (Jocher & Qiu, 2024) model to recognize approximately 24,000 crater-associated wind streaks. The morphology of these landforms records the dominant surface wind directions at the time of their formation, serving as crucial proxies for reconstructing Martian paleoclimate.Data Storage Formats:TARs (Binary Segmentation Results): These segmentation results are stored in a binary raster image format. Each raster file adheres to the naming convention established for the MurrayLab CTX imagery.Crater-associated Wind Streaks (Vector Data): This data is stored in a Shapefile format. The attribute table includes the following key fields: (1) lon: Longitude of the source impact crater center (decimal degrees); (2) lat: Latitude of the source impact crater center (decimal degrees); (3) direction: Orientation angle of the wind streak (degrees), referenced North as 0°and increasing clockwise; (4) length: Length of the aeolian streak (meters).
DOI: 10.57760/sciencedb.30733
title: ACC Data
title: ACC Data

description: This is survey data collected from rural college students in northeast Michigan to assess how the COVID-19 pandemic had an impact on their views regarding routine childhood vaccines.
description: This is survey data collected from rural college students in northeast Michigan to assess how the COVID-19 pandemic had an impact on their views regarding routine childhood vaccines.
DOI: 10.21227/xnhf-f337
title: "LTE Downlink Power Measurement and Tide data"

description: "Field measurements from an over-river LTE link across the Parramatta River. The serving macro cell transmits at 2.6598 GHz (20 MHz channel), mounted ~35 m above ground on a ~10 m-high building (\u221233.82528\u00b0, 151.09172\u00b0). A four-element log-periodic receive array sits ~420 m away, elements vertical and tilted 27\u00b0 toward the water with feed-point heights 1.95, 1.80, 1.65, 1.50 m. Each antenna feeds a 10 dB LNA into an FMCOMMS5\/Zynq 4-channel SDR. We used MATLAB to extract per-antenna LTE KPIs (RSRP, RSSI, RSRQ). Water level is measured on site every 10 min and cross-checked against the NSW public tide record (Meadowbank Wharf). Each dataset row corresponds to one decoded snapshot with synchronized metadata and water\/tide annotations."
DOI: 10.15468/dl.bd29qh
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-123 20,-70 20,-70 31,-123 31,-123 20))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cambarincola"
 ]
}

 The dataset includes 177 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007973-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.30708
title: Non-convex sparse regularization for radio interferometric imaging via smoothly clipped absolute deviation
title: Non-convex sparse regularization for radio interferometric imaging via smoothly clipped absolute deviation

description: Context: Reconstructing a high-resolution image of observed radio sources from the incomplete visibilities poses a challenging ill-posed inverse problem. Although compressive sensing has demonstrated remarkable performance in radio interferometric imaging, traditional compressed sensing methods approximately replace the L0-norm minimization problem by the L1-norm minimization problem, which brings about a bias issue.Aims: To ameliorate the bias problem and efficiently obtain an accurate solution in radio interferometry, we propose a novel non convex sparse regularization method based on smoothly clipped absolute deviation (SCAD) in this paper.Methods: The proposed method utilizes the continuous SCAD penalty function to approximate the L0-norm and efficiently solves the non-convex optimization problem by using an improved proximal gradient algorithm. The improved proximal gradient algorithm introduces a restart strategy and an adaptive non-monotonic step size strategy to improve the convergence speed of the algorithm. Besides, the regularization parameter is adaptively updated by using the prior information of the image.Results: Numerical simulation experiments are carried out on the Very Large Array (VLA) and Square Kilometre Array (SKA). We compare the proposed method with state-of-the-art imaging methods. The results show that it performs better in terms of reconstruction quality and computational efficiency.
description: Context: Reconstructing a high-resolution image of observed radio sources from the incomplete visibilities poses a challenging ill-posed inverse problem. Although compressive sensing has demonstrated remarkable performance in radio interferometric imaging, traditional compressed sensing methods approximately replace the L0-norm minimization problem by the L1-norm minimization problem, which brings about a bias issue.Aims: To ameliorate the bias problem and efficiently obtain an accurate solution in radio interferometry, we propose a novel non convex sparse regularization method based on smoothly clipped absolute deviation (SCAD) in this paper.Methods: The proposed method utilizes the continuous SCAD penalty function to approximate the L0-norm and efficiently solves the non-convex optimization problem by using an improved proximal gradient algorithm. The improved proximal gradient algorithm introduces a restart strategy and an adaptive non-monotonic step size strategy to improve the convergence speed of the algorithm. Besides, the regularization parameter is adaptively updated by using the prior information of the image.Results: Numerical simulation experiments are carried out on the Very Large Array (VLA) and Square Kilometre Array (SKA). We compare the proposed method with state-of-the-art imaging methods. The results show that it performs better in terms of reconstruction quality and computational efficiency.
DOI: 10.57760/sciencedb.30717
title: Wave spectrum Reconstruction Parameters for nested wave modeling in the China-adjacent seas from 2000 to 2024
title: Wave spectrum Reconstruction Parameters for nested wave modeling in the China-adjacent seas from 2000 to 2024

description: The storage and retrieval of wave spectra for boundary conditions in nested wave modeling are computationally intensive due to the substantial storage requirements of each spectrum. A recently developed method for preservation and reconstruction of wave spectra (Jiang et al., 2023, https://doi.org/10.3390/rs15051360) represents two-dimensional wave spectra using a set of Reconstruction Parameters (RPs), enabling efficient long-term and large-scale wave spectrum storage. This study presents a dataset of RPs for the China-adjacent seas, derived from 165,590 grid points at 1⁄12°×1⁄12° resolution and hourly intervals from 2000 to 2024, supporting the reconstruction of spectra with up to six spectral partitions. Validation against independent buoy and satellite observations shows good agreement with wave parameters derived from the simulated spectra. Moreover, comparative analysis reveals remarkably close consistency between wave characteristics obtained from the original simulated spectra and their reconstructed counterparts, with the reconstruction accuracy exceeding the inherent uncertainties of the original numerical simulations. Additional nested modeling experiments further affirm the dataset's exceptional utility for wave hindcasting and forecasting applications in the China-adjacent seas.
description: The storage and retrieval of wave spectra for boundary conditions in nested wave modeling are computationally intensive due to the substantial storage requirements of each spectrum. A recently developed method for preservation and reconstruction of wave spectra (Jiang et al., 2023, https://doi.org/10.3390/rs15051360) represents two-dimensional wave spectra using a set of Reconstruction Parameters (RPs), enabling efficient long-term and large-scale wave spectrum storage. This study presents a dataset of RPs for the China-adjacent seas, derived from 165,590 grid points at 1⁄12°×1⁄12° resolution and hourly intervals from 2000 to 2024, supporting the reconstruction of spectra with up to six spectral partitions. Validation against independent buoy and satellite observations shows good agreement with wave parameters derived from the simulated spectra. Moreover, comparative analysis reveals remarkably close consistency between wave characteristics obtained from the original simulated spectra and their reconstructed counterparts, with the reconstruction accuracy exceeding the inherent uncertainties of the original numerical simulations. Additional nested modeling experiments further affirm the dataset's exceptional utility for wave hindcasting and forecasting applications in the China-adjacent seas.
DOI: 10.57760/sciencedb.30644
title: Direct Monte Carlo simulation of evaporative cooling in an optical dipole trap
title: Direct Monte Carlo simulation of evaporative cooling in an optical dipole trap

description: We calculated the trap frequency versus the trap depth in three cases (the crossed optical dipole trap in a gravitational field, the crossed optical dipole trap in microgravity, and the crossed optical dipole trap superimposed a blue detuning saddle-shaped light field in microgravity) using a program we wrote ourselves. Then, the evaporative cooling processes of these three scenarios were numerically simulated. Our numerical investigation is based on the Direct Simulation Monte Carlo (DSMC) method using Python software.
description: We calculated the trap frequency versus the trap depth in three cases (the crossed optical dipole trap in a gravitational field, the crossed optical dipole trap in microgravity, and the crossed optical dipole trap superimposed a blue detuning saddle-shaped light field in microgravity) using a program we wrote ourselves. Then, the evaporative cooling processes of these three scenarios were numerically simulated. Our numerical investigation is based on the Direct Simulation Monte Carlo (DSMC) method using Python software.
DOI: 10.57760/sciencedb.30634
title: Basic principles and exploration applications of lunar spectroscopy-dataset
title: 月球光谱学基本原理与探测应用-数据集

description: This dataset contains raw data related to the images published in the paper "Fundamental Principles and Exploration Applications of Lunar Spectroscopy" (DOI: 10.3724/j.1000-4734.2025.45.109) in the ACTA MINERALOGICA SINICA. This dataset includes: (1) the spectral and energy spectral data used in Figure 2; (2) Coordinate information of the points corresponding to Figure 4. 
description: This dataset contains raw data related to the images published in the paper "Fundamental Principles and Exploration Applications of Lunar Spectroscopy" (DOI: 10.3724/j.1000-4734.2025.45.109) in the ACTA MINERALOGICA SINICA. This dataset includes: (1) the spectral and energy spectral data used in Figure 2; (2) Coordinate information of the points corresponding to Figure 4.
DOI: 10.25582/data.2024-04.3081974/2546385
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3081981/2546386
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3081982/2546387
title: Data for EMSL Project 51287 from April 2024
DOI: 10.5281/zenodo.14547445
title: Transforming machines capable of continuous 3D shape morphing and locking

description: This is the source code and source data for "Transforming machines capable of continuous 3D shape morphing and locking" to be published on Nature Machine Intelligence.
DOI: 10.5281/zenodo.14547446
title: Transforming machines capable of continuous 3D shape morphing and locking
DOI: 10.5281/zenodo.14564419
title: Transforming machines capable of continuous 3D shape morphing and locking
DOI: 10.5281/zenodo.14903756
title: Transforming machines capable of continuous 3D shape morphing and locking
DOI: 10.5281/zenodo.14906294
title: Transforming machines capable of continuous 3D shape morphing and locking

description: This is the source code and source data for "Transforming machines capable of continuous 3D shape morphing and locking" to be published on Nature Machine Intelligence.
DOI: 10.5281/zenodo.15137767
title: TABLE 1 in Faire gras à Molène: dairy products and ruminant fats detected by lipid and isotopic analysis of pottery dating to the Final Neolithic-Early Bronze Age from the island site of Beg ar Loued (Molène, western Brittany, France)

description: TABLE 1. — Number of ceramic fragments, visible charred residues and surface/coating layers studied from Beg ar Loued according to chronological periods. These include samples studied by Regert & Mazuy (2019). In bold, total values for the whole sample-set. Abbreviations: EBA, Early Bronze Age; DCM, dichloromethane; FN, Final Neolithic; H 2 SO 4, sulphuric acid; MeOH, methanol; RE, external visible charred residues; RI, internal visible charred residues; SE, external surface/coating layer; SI, internal surface/coating layer.
ChronologicalKey datesTotalVisible residuesCoating surfacesTotal of extracted samplesperiod(cal. BCE)RimBodyBaseUnsp.sherdsRIRESISEDCM/MeOHMeOH/H 2 SO 4FN3300-280021036100071EBA1 (1st house)2200-19508176104195256212EBA (1 and 2)2200-180061018010092EBA2 (2nd house)2000-18007543195011264EBA (3)1660-1300111858423333548Unsp. (FN to EBA3)3000/1660-13002821132100164Total–3650172612920106917431
description: Published as part of Prévost, Camielsa, Suryanarayan, Akshyeta, Pailler, Yvan, Nicolas, Clément, Blasco, Thierry, Mazuy, Arnaud, Hanot, Pauline, Dréano, Yvon, Dupont, Catherine & Regert, Martine, 2024, Faire gras à Molène: dairy products and ruminant fats detected by lipid and isotopic analysis of pottery dating to the Final Neolithic-Early Bronze Age from the island site of Beg ar Loued (Molène, western Brittany, France), pp. 6 in Comptes Rendus Palevol 23 (1) on page 6, DOI: 10.5852/cr-palevol2024v23a1, http://zenodo.org/record/10512756
DOI: 10.5281/zenodo.15137768
title: TABLE 1 in Faire gras à Molène: dairy products and ruminant fats detected by lipid and isotopic analysis of pottery dating to the Final Neolithic-Early Bronze Age from the island site of Beg ar Loued (Molène, western Brittany, France)

description: TABLE 1. — Number of ceramic fragments, visible charred residues and surface/coating layers studied from Beg ar Loued according to chronological periods. These include samples studied by Regert & Mazuy (2019). In bold, total values for the whole sample-set. Abbreviations: EBA, Early Bronze Age; DCM, dichloromethane; FN, Final Neolithic; H 2 SO 4, sulphuric acid; MeOH, methanol; RE, external visible charred residues; RI, internal visible charred residues; SE, external surface/coating layer; SI, internal surface/coating layer.
ChronologicalKey datesTotalVisible residuesCoating surfacesTotal of extracted samplesperiod(cal. BCE)RimBodyBaseUnsp.sherdsRIRESISEDCM/MeOHMeOH/H 2 SO 4FN3300-280021036100071EBA1 (1st house)2200-19508176104195256212EBA (1 and 2)2200-180061018010092EBA2 (2nd house)2000-18007543195011264EBA (3)1660-1300111858423333548Unsp. (FN to EBA3)3000/1660-13002821132100164Total–3650172612920106917431
description: Published as part of Prévost, Camielsa, Suryanarayan, Akshyeta, Pailler, Yvan, Nicolas, Clément, Blasco, Thierry, Mazuy, Arnaud, Hanot, Pauline, Dréano, Yvon, Dupont, Catherine & Regert, Martine, 2024, Faire gras à Molène: dairy products and ruminant fats detected by lipid and isotopic analysis of pottery dating to the Final Neolithic-Early Bronze Age from the island site of Beg ar Loued (Molène, western Brittany, France), pp. 6 in Comptes Rendus Palevol 23 (1) on page 6, DOI: 10.5852/cr-palevol2024v23a1, http://zenodo.org/record/10512756
DOI: 10.25582/data.2024-04.3081983/2546388
title: Data for EMSL Project 51287 from April 2024
DOI: 10.5281/zenodo.15137769
title: TABLE 2 in Faire gras à Molène: dairy products and ruminant fats detected by lipid and isotopic analysis of pottery dating to the Final Neolithic-Early Bronze Age from the island site of Beg ar Loued (Molène, western Brittany, France)

description: TABLE 2. — Details of the total lipid extract (TLE) obtained by solvent extraction from absorbed lipids in sherd fragments ‘T’, charred surface residues adhering to either the internal ‘RI’ or external surface of the sherd ‘RE’, and surface/coating layers (either internal ‘SI’ or external ‘SE’), and individual vessels (combining different samples linked to one vessel) analysed in this study. In bold, total values for the whole sample-set.
TLE ≥5 µg.g –1TLE <5 µg.g –1Sample TypeNumber of samplesAverage (µg.g –1)Median (µg.g –1)Number of samplesTotal samplesTotal samples126––48174Sherd (T)951405434129Visible charred residues17––1330Internal residues (RI)11148479–External residues (RE)63021464–Surface/Coating layers14––115Internal surface layer (SI)68924600–External surface layer (SE)88142581–Individual vessels (combining T, SE/SE, RI/RE)1002856929129
description: Published as part of Prévost, Camielsa, Suryanarayan, Akshyeta, Pailler, Yvan, Nicolas, Clément, Blasco, Thierry, Mazuy, Arnaud, Hanot, Pauline, Dréano, Yvon, Dupont, Catherine & Regert, Martine, 2024, Faire gras à Molène: dairy products and ruminant fats detected by lipid and isotopic analysis of pottery dating to the Final Neolithic-Early Bronze Age from the island site of Beg ar Loued (Molène, western Brittany, France), pp. 7 in Comptes Rendus Palevol 23 (1) on page 7, DOI: 10.5852/cr-palevol2024v23a1, http://zenodo.org/record/10512756
DOI: 10.5281/zenodo.15137770
title: TABLE 2 in Faire gras à Molène: dairy products and ruminant fats detected by lipid and isotopic analysis of pottery dating to the Final Neolithic-Early Bronze Age from the island site of Beg ar Loued (Molène, western Brittany, France)

description: TABLE 2. — Details of the total lipid extract (TLE) obtained by solvent extraction from absorbed lipids in sherd fragments ‘T’, charred surface residues adhering to either the internal ‘RI’ or external surface of the sherd ‘RE’, and surface/coating layers (either internal ‘SI’ or external ‘SE’), and individual vessels (combining different samples linked to one vessel) analysed in this study. In bold, total values for the whole sample-set.
TLE ≥5 µg.g –1TLE <5 µg.g –1Sample TypeNumber of samplesAverage (µg.g –1)Median (µg.g –1)Number of samplesTotal samplesTotal samples126––48174Sherd (T)951405434129Visible charred residues17––1330Internal residues (RI)11148479–External residues (RE)63021464–Surface/Coating layers14––115Internal surface layer (SI)68924600–External surface layer (SE)88142581–Individual vessels (combining T, SE/SE, RI/RE)1002856929129
description: Published as part of Prévost, Camielsa, Suryanarayan, Akshyeta, Pailler, Yvan, Nicolas, Clément, Blasco, Thierry, Mazuy, Arnaud, Hanot, Pauline, Dréano, Yvon, Dupont, Catherine & Regert, Martine, 2024, Faire gras à Molène: dairy products and ruminant fats detected by lipid and isotopic analysis of pottery dating to the Final Neolithic-Early Bronze Age from the island site of Beg ar Loued (Molène, western Brittany, France), pp. 7 in Comptes Rendus Palevol 23 (1) on page 7, DOI: 10.5852/cr-palevol2024v23a1, http://zenodo.org/record/10512756
DOI: 10.25582/data.2024-04.3081987/2546389
title: Data for EMSL Project 51287 from April 2024
DOI: 10.5281/zenodo.15137771
title: TABLE 3 in Faire gras à Molène: dairy products and ruminant fats detected by lipid and isotopic analysis of pottery dating to the Final Neolithic-Early Bronze Age from the island site of Beg ar Loued (Molène, western Brittany, France)

description: TABLE 3. — Overview of the molecular characterisation and products/biomarkers identified in vessels from Beg ar Loued.
Products and biomarkers identifiedNo.%Ketones (heat markers)8–CommoditiesAnimal (ruminant)19–Animal (ruminant); plant (plant wax)3–Animal (ruminant); plant (resin); Wax (undet.)1–Animal (ruminant); wax (undet.)5–Animal (ruminant)2827.2Animal (dairy)27–Animal (dairy); wax (undet.)7–Animal (dairy)3433.0Animal (undet.)13–Animal (undet.); wax (undet.)2–Animal (undet.); wax (undet.); plant (resin)1–Animal (undet.)1615.5Animal7875.7Plant (resin); animal (undet.); wax (undet.)1–Plant (resin); animal (ruminant); wax (undet.)1–Plant (resin)21.9Plant (plant wax); animal (ruminant)3–Plant (plant wax)2–Plant (plant wax)54.9Plant76.8Wax (undet.)2–Wax (undet.); animal (undet.)2–Wax (undet.); animal (dairy)7–Wax (undet.); animal (ruminant)5–Wax (undet.); animal (ruminant); plant (resin)1–Wax (undet.); animal (undet.); plant (resin)1–Wax (undet.)1817.5Wax (undet.)1817.5Products and mixtures identified in 174 samples (excluding heat markers)103100.0
description: Published as part of Prévost, Camielsa, Suryanarayan, Akshyeta, Pailler, Yvan, Nicolas, Clément, Blasco, Thierry, Mazuy, Arnaud, Hanot, Pauline, Dréano, Yvon, Dupont, Catherine & Regert, Martine, 2024, Faire gras à Molène: dairy products and ruminant fats detected by lipid and isotopic analysis of pottery dating to the Final Neolithic-Early Bronze Age from the island site of Beg ar Loued (Molène, western Brittany, France), pp. 12 in Comptes Rendus Palevol 23 (1) on page 12, DOI: 10.5852/cr-palevol2024v23a1, http://zenodo.org/record/10512756