cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.8092621
title: Fast Indoor Radio Propagation Prediction Using Deep-Learning Dataset

description: We show a dataset composed by Radio Maps Estimation (RME) and Cells Maps Estimation (CME) for the 5GHz band WIFI in indoor scenarios: it has 60 indoor constructions plans and 1000 distributions initially for a training process and 20 indoor constructions plans and 50 distributions aditionals for a test process of access points to even construction. These distributions are random and several WLAN's structures: 1 to 5 access points.


The above explain that we got a total of 61000 RME and CME, this presents that is a model without interference between channels.


Every coverage map have like maximum power delivered is Pr = Pt = 26 dBm (according to data from current commercial equipment) and like minimum power a value noise established in Pr = KTB, where K is the Boltzmann's constant, T the enviroment temperatura equal to 290°K and B the band width equal to 80MHz.


Dataset DeepFIRP is the result of a lot of simulations by a own software developed in MATLAB that work with the IEEE 802.11ax channel model.


The pictures have a depth of 8 bits and size of 256pixels X 256pixels equivalents to indoor constructions of 20 X 20 m2. These ones make reference to offices's spaces at general or classroom. 


A application to this dataset and the codes used for generate it is found here, where we implement a U-Net model for theRME and CME in indoor enviroments. This investigation contribute in novels methods for estimate by fast way coverage and cells maps using deep-learning in comparation with the conventional phisics methods like dominath-path model or ray-tracing. Whats allows save a lot of amount time in the WLANs's designs.
DOI: 10.57760/sciencedb.10383
title: Morphological and molecular evidence reveals a new species of the genus Laetmogone (Holothuroidea, Elasipodida, Laetmogonidae) from the abyssal plain adjacent to the Kermadec Trench.
title: Morphological and molecular evidence reveals a new species of the genus Laetmogone (Holothuroidea, Elasipodida, Laetmogonidae) from the abyssal plain adjacent to the Kermadec Trench.

description: A new elasipodid species, Laetmogone multiradiolus sp. nov., was discovered in the Kermadec Trench in the South Pacific Ocean at a depth of 5735 m. It represents the deepest record of the genus Laetmogone Théel, 1879. 
description: A new elasipodid species, Laetmogone multiradiolus sp. nov., was discovered in the Kermadec Trench in the South Pacific Ocean at a depth of 5735 m. It represents the deepest record of the genus Laetmogone Théel, 1879.
DOI: 10.57760/sciencedb.15123
title: A dataset of 30 m/10-day spatio-temporal continuous leaf chlorophyll content of MuSyQ GF-series (2021, China)
title: MuSyQ高分30米空间分辨率10天合成时空连续叶片叶绿素含量产品（2021年中国区域）

description: The leaf chlorophyll content (LCC) reflects the information of solar radiation necessary for vegetation photosynthesis, making it an important parameter for monitoring ecosystem physiology and ecology. High-precision, spatiotemporally continuous LCC products are foundational for accurate carbon cycle modeling on global and regional scales. Currently, international global LCC products have spatial resolutions at the hectometer level, which are insufficient to meet the growing demand for fine-scale detection. The existing MuSyQ LCC (v01) product offers a spatial resolution of 30 meters; however, its values are affected by clouds and rainfall, resulting in spatiotemporal discontinuities that limit its effective use in high-resolution applications. This study uses the Sentinel-2 MSI data, based on the chlorophyll-sensitive index (CSI) and the Harmonic Analysis of Time Series (HANTS) method, to produce a standardized, spatiotemporally continuous LCC product for China at 30 m/10-day resolution in 2021 as part of the MuSyQ high-resolution series. This product effectively addresses the spatiotemporal discontinuity issues in the MuSyQ LCC (v01) product and will play a crucial role in vegetation dynamics analysis, agricultural management, and other fields.
description: The leaf chlorophyll content (LCC) reflects the information of solar radiation necessary for vegetation photosynthesis, making it an important parameter for monitoring ecosystem physiology and ecology. High-precision, spatiotemporally continuous LCC products are foundational for accurate carbon cycle modeling on global and regional scales. Currently, international global LCC products have spatial resolutions at the hectometer level, which are insufficient to meet the growing demand for fine-scale detection. The existing MuSyQ LCC (v01) product offers a spatial resolution of 30 meters; however, its values are affected by clouds and rainfall, resulting in spatiotemporal discontinuities that limit its effective use in high-resolution applications. This study uses the Sentinel-2 MSI data, based on the chlorophyll-sensitive index (CSI) and the Harmonic Analysis of Time Series (HANTS) method, to produce a standardized, spatiotemporally continuous LCC product for China at 30 m/10-day resolution in 2021 as part of the MuSyQ high-resolution series. This product effectively addresses the spatiotemporal discontinuity issues in the MuSyQ LCC (v01) product and will play a crucial role in vegetation dynamics analysis, agricultural management, and other fields.
DOI: 10.57760/sciencedb.11258
title: A high-frequency artificial nerve based on homogeneously integrated organic electrochemical transistors
title: A high-frequency artificial nerve based on homogeneously integrated organic electrochemical transistors

description: Dataset for High-Frequency Artificial Nerve using Homogeneously Integrated Organic Electrochemical Transistors
description: Dataset for High-Frequency Artificial Nerve using Homogeneously Integrated Organic Electrochemical Transistors
DOI: 10.15468/dl.mjc8zx
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Scaura longula (Lepeletier, 1836)"
 ]
}

 The dataset includes 245 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001418-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7quw8
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Atrytone arogos iowa (Scudder, 1868)"
 ]
}

 The dataset includes 110 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001419-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.20766
title: Data for Monte Carlo simulation of the global migration of lunar water from a magnetic-shielded solar wind source
title: Data for Monte Carlo simulation of the global migration of lunar water from a magnetic-shielded solar wind source

description: The related data files for the manuscript "Monte Carlo simulation of the global migration of lunar 2 water from a magnetic-shielded solar wind source".There are 7 figures and 4 folders. Each folder comprises 720 txt files, categorized into three types: statistical data on particles on the lunar surface, statistical data on exosphere particles in the XY plane, and statistical data on exosphere particles in the XZ plane.
description: The related data files for the manuscript "Monte Carlo simulation of the global migration of lunar 2 water from a magnetic-shielded solar wind source".There are 7 figures and 4 folders. Each folder comprises 720 txt files, categorized into three types: statistical data on particles on the lunar surface, statistical data on exosphere particles in the XY plane, and statistical data on exosphere particles in the XZ plane.
DOI: 10.57760/sciencedb.20123
title: Subduction-related transfer of sulfur and chalcophile elements recorded in continental mantle wedge peridotites
title: Subduction-related transfer of sulfur and chalcophile elements recorded in continental mantle wedge peridotites

description: Complete dataset used in "Subduction transfer of sulfur and chalcophile elements recorded in continental mantle wedge peridotites", comprising supplementary figures and supplementary data. The supplementary material comprises additional figures (Figures S1-S5), and additional tables (Table S1-S5). The supplementary figures include photomicrographs of carbonates in Xugou peridotites, sulfide chemistry (analyzed by EPMA) diagrams, bulk-rock Fe3+/∑Fe and LOI plots, and additional BSE images of sulfides. The supplementary tables include a compilation of sulfide chemistry data, chalcophile metal data, contents of sulfide-S and sulfate-S, and sulfur isotopes of sulfides. 
description: Complete dataset used in "Subduction transfer of sulfur and chalcophile elements recorded in continental mantle wedge peridotites", comprising supplementary figures and supplementary data. The supplementary material comprises additional figures (Figures S1-S5), and additional tables (Table S1-S5). The supplementary figures include photomicrographs of carbonates in Xugou peridotites, sulfide chemistry (analyzed by EPMA) diagrams, bulk-rock Fe3+/∑Fe and LOI plots, and additional BSE images of sulfides. The supplementary tables include a compilation of sulfide chemistry data, chalcophile metal data, contents of sulfide-S and sulfate-S, and sulfur isotopes of sulfides.
DOI: 10.57760/sciencedb.17310
title: The first chromosome-level genome assembly of Parotis chlorochroalis (Hampson, 1912) (Lepidoptera: Crambidae: Spilomelinae)
title: The first chromosome-level genome assembly of Parotis chlorochroalis (Hampson, 1912) (Lepidoptera: Crambidae: Spilomelinae)

description: The first chromosome-level genome assembly of Parotis chlorochroalis (Hampson, 1912) (Lepidoptera: Crambidae: Spilomelinae)
description: The first chromosome-level genome assembly of Parotis chlorochroalis (Hampson, 1912) (Lepidoptera: Crambidae: Spilomelinae)
DOI: 10.57760/sciencedb.18722
title: AUSpeech: An Audio-Ultrasound Synchronized Database of Tongue Movement for Mandarin speech
title: AUSpeech: An Audio-Ultrasound Synchronized Database of Tongue Movement for Mandarin speech

description: Ultrasound has been used to render animations of articulation during speech production, specifically tongue movement, for visual feedback used in intervention for articulation disorders and speech recognition. Nevertheless, the availability of high-quality audio-ultrasound datasets remains scarce. The present study, therefore, aims to construct a multimodal database designed for Mandarin speech. The dataset integrates synchronized ultrasound images of lingual movement, and the corresponding audio recordings and text annotations elicited from 43 healthy speakers and 11 patients with dysarthria through speech tasks (including monophthong vowels, monosyllables, and sentences), with a total duration of 22.31 hours. During production, a high-resolution (920×700 at 60 fps) ultrasound device and a high-fidelity microphone were used to simultaneously record tongue motion and audio signals, maintaining sync via experimental setup. In addition, a customized helmet structure was employed to stabilize the ultrasound probe, precisely controlling for head movement, minimizing displacement interference, and ensuring spatial stability of the images. The proposed database carries apparent values in automatic speech recognition, silent interface development, and research in speech pathology and linguistics.
description: Ultrasound has been used to render animations of articulation during speech production, specifically tongue movement, for visual feedback used in intervention for articulation disorders and speech recognition. Nevertheless, the availability of high-quality audio-ultrasound datasets remains scarce. The present study, therefore, aims to construct a multimodal database designed for Mandarin speech. The dataset integrates synchronized ultrasound images of lingual movement, and the corresponding audio recordings and text annotations elicited from 43 healthy speakers and 11 patients with dysarthria through speech tasks (including monophthong vowels, monosyllables, and sentences), with a total duration of 22.31 hours. During production, a high-resolution (920×700 at 60 fps) ultrasound device and a high-fidelity microphone were used to simultaneously record tongue motion and audio signals, maintaining sync via experimental setup. In addition, a customized helmet structure was employed to stabilize the ultrasound probe, precisely controlling for head movement, minimizing displacement interference, and ensuring spatial stability of the images. The proposed database carries apparent values in automatic speech recognition, silent interface development, and research in speech pathology and linguistics.
DOI: 10.57760/sciencedb.02028
title: scRNA-seq data of lung cancer
title: scRNA-seq data of lung cancer

description: we collected 40 tumor and adjacent normal tissue samples from 19 pathologically diagnosed NSCLC patients (10 LUAD and 9 LUSC) during surgical resections, and rapidly digested the tissues to obtain single-cell suspensions and constructed the cDNA libraries of these samples within 24 hours using the protocol of 10X gennomic. These libraries were sequenced on the Illumina NovaSeq 6000 platform. Finally we obtained the raw gene expression matrices were generated using CellRanger (version 3.0.1). Information was processed in R (version 3.6.0) using the Seurat R package (version 2.3.4).
description: we collected 40 tumor and adjacent normal tissue samples from 19 pathologically diagnosed NSCLC patients (10 LUAD and 9 LUSC) during surgical resections, and rapidly digested the tissues to obtain single-cell suspensions and constructed the cDNA libraries of these samples within 24 hours using the protocol of 10X gennomic. These libraries were sequenced on the Illumina NovaSeq 6000 platform. Finally we obtained the raw gene expression matrices were generated using CellRanger (version 3.0.1). Information was processed in R (version 3.6.0) using the Seurat R package (version 2.3.4).
DOI: 10.57760/sciencedb.18382
title: (Previous Version)High-precision Estimation of Monthly Atmospheric Carbon Dioxide Concentrations in China from 2015 to 2022
title: (Previous Version)High-precision Estimation of Monthly Atmospheric Carbon Dioxide Concentrations in China from 2015 to 2022

description: The latest version has been uploaded to https://cstr.cn/31253.11.sciencedb.08258
description: The latest version has been uploaded to https://cstr.cn/31253.11.sciencedb.08258
DOI: 10.57760/sciencedb.01824
title: Raw data for animal experiment
title: Raw data for animal experiment

description: The in vivo experiment revealed that Pru improves pathological injury and alleviated colitis symptoms via regulation of Tnf, Il6, and Il1b.
description: The in vivo experiment revealed that Pru improves pathological injury and alleviated colitis symptoms via regulation of Tnf, Il6, and Il1b.
DOI: 10.15468/dl.hx6228
title: Occurrence Download

description: A dataset containing 192392 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Conchological Society of Great Britain & Ireland: marine mollusc records"
 ]
}

 The dataset includes 192392 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001421-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.03257
title: A dataset of 1km Grid bamboo forest density in China(2020）
title: 2020年中国1km格网竹林地密度数据集

description: Bamboo forest is one of the main types of forest resources in South China, which has important economic value and ecological product value, and is of great significance for rural revitalization. The spatial distribution of bamboo forest land reflects the endowment of regional agricultural resources and ecological resources, which can provide reference for the development of regional agricultural resources and the formulation of rural industrial development planning, and is of great significance for the development, protection and utilization of agricultural resources. This paper uses the 30 meter land use grid data of the 2020 National Land Change Survey, uses the kilometer grid production software, and calculates the grid space to obtain the data set of China's 1km grid bamboo forest land density in 2020. This data set can be used for research on land space planning, rural revitalization planning, ecological product value estimation, carbon sink measurement, tourism resource development, remote sensing sample database, etc. 
description: Bamboo forest is one of the main types of forest resources in South China, which has important economic value and ecological product value, and is of great significance for rural revitalization. The spatial distribution of bamboo forest land reflects the endowment of regional agricultural resources and ecological resources, which can provide reference for the development of regional agricultural resources and the formulation of rural industrial development planning, and is of great significance for the development, protection and utilization of agricultural resources. This paper uses the 30 meter land use grid data of the 2020 National Land Change Survey, uses the kilometer grid production software, and calculates the grid space to obtain the data set of China's 1km grid bamboo forest land density in 2020. This data set can be used for research on land space planning, rural revitalization planning, ecological product value estimation, carbon sink measurement, tourism resource development, remote sensing sample database, etc.
DOI: 10.57760/sciencedb.06764
title: A dataset of the observations of carbon, water and heat fluxes over an alpine shrubland in Haibei (2011–2020)
title: 2015–2020年海北高寒草甸碳水热通量观测数据集

description: This dataset consists of the subsets of meteorological factors, covering air temperature, air relative humidity, water vapor pressure, wind speed, wind direction, ambient pressure, total solar radiation, net radiation, photosynthetically active radiation, precipitation, soil temperature, and soil moisture, as well as net ecosystem CO2 exchange, ecosystem respiration, gross ecosystem CO2 exchange, latent heat flux, and sensible heat flux. The temporal resolutions of the dataset include half-hourly, daily, monthly, and yearly scales.
description: This dataset consists of the subsets of meteorological factors, covering air temperature, air relative humidity, water vapor pressure, wind speed, wind direction, ambient pressure, total solar radiation, net radiation, photosynthetically active radiation, precipitation, soil temperature, and soil moisture, as well as net ecosystem CO2 exchange, ecosystem respiration, gross ecosystem CO2 exchange, latent heat flux, and sensible heat flux. The temporal resolutions of the dataset include half-hourly, daily, monthly, and yearly scales.
DOI: 10.57760/sciencedb.06398
title: Supplementary Data
title: Supplementary Data

description: The Supplementary Information mainly contains additional figures that support the main text.The datasets include zircon U-Pb-Hf isotope data, reference material data, whole-rock geochemistry data, and literature data.
description: The Supplementary Information mainly contains additional figures that support the main text.The datasets include zircon U-Pb-Hf isotope data, reference material data, whole-rock geochemistry data, and literature data.
DOI: 10.15468/dl.rspy43
title: Occurrence Download

description: A dataset containing 190280 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Occurrence records of southern African aquatic biodiversity"
 ]
}

 The dataset includes 190280 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001422-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vu4phh
title: Occurrence Download

description: A dataset containing 190257 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Ontario Breeding Bird Atlas 2001-2005"
 ]
}

 The dataset includes 190257 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001423-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.01942
title: The Role of Magnetic Fields in the Formation of the Filamentary Infrared Dark Cloud G11.11-0.12
title: The Role of Magnetic Fields in the Formation of the Filamentary Infrared Dark Cloud G11.11-0.12

description: Foreground-corrected starlight polarisation in the Ks band of the 364 background stars toward the infrared dark cloud G11.11-0.12. The MWISP CO data of this filament are also provided.
description: Foreground-corrected starlight polarisation in the Ks band of the 364 background stars toward the infrared dark cloud G11.11-0.12. The MWISP CO data of this filament are also provided.
DOI: 10.57760/sciencedb.09953
title: NJIAS Himawari-8/9 Cloud Feature Dataset (HCFD)–0.04Deg. Part II: 2018–2019
title: NJIAS Himawari-8/9 Cloud Feature Dataset (HCFD)–0.04Deg. Part II: 2018–2019

description: The NJIAS HCFD–0.04Deg provides a comprehensive description of cloud features over the west North Pacific regions spanning 10°N–50°N and 90°E–170°W. It includes 26 variables, such as cloud mask, type, top height, optical thickness, and particle effective radius, as well as snow and dust masks, which were generated from the visible and infrared measurements of the Advanced Himawari Imager onboard the Japanese geostationary satellites Himawari-8/9, based on a series of cloud retrieval algorithms developed by Dr. Zhuge. As the second part of NJIAS HCFD–0.04Deg, this dataset covers the period from January 2018 to December 2019, with a temporal resolution of 30 min and a spatial resolution of 0.04°. The data are now distributed under CC BY 4.0 license.
description: The NJIAS HCFD–0.04Deg provides a comprehensive description of cloud features over the west North Pacific regions spanning 10°N–50°N and 90°E–170°W. It includes 26 variables, such as cloud mask, type, top height, optical thickness, and particle effective radius, as well as snow and dust masks, which were generated from the visible and infrared measurements of the Advanced Himawari Imager onboard the Japanese geostationary satellites Himawari-8/9, based on a series of cloud retrieval algorithms developed by Dr. Zhuge. As the second part of NJIAS HCFD–0.04Deg, this dataset covers the period from January 2018 to December 2019, with a temporal resolution of 30 min and a spatial resolution of 0.04°. The data are now distributed under CC BY 4.0 license.
DOI: 10.15468/dl.a44afy
title: Occurrence Download

description: A dataset containing 41406 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Batrachoseps attenuatus (Eschscholtz, 1833))"
 ]
}

 The dataset includes 41406 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001420-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.15969
title: Phylogenetic tree of Madagascar
title: Phylogenetic tree of Madagascar

description: This data contains a dated phylogenetic tree for the vascular plants of Madagascar
description: This data contains a dated phylogenetic tree for the vascular plants of Madagascar