Hyperspectral benchmark dataset on soil moisture

土壤水分的高光谱基准数据集

Hyperspectral Benchmark Dataset for Soil Moisture

原始信息汇总

数据集概述

农业

• Hyperspectral benchmark dataset on soil moisture: 数据集链接：Hyperspectral benchmark dataset on soil moisture
• U.S. Department of Agricultures Nutrient Database: 数据集链接：U.S. Department of Agricultures Nutrient Database
• U.S. Department of Agricultures PLANTS Database: 数据集链接：U.S. Department of Agricultures PLANTS Database

生物学

• 1000 Genomes: 数据集链接：1000 Genomes
• American Gut (Microbiome Project): 数据集链接：American Gut (Microbiome Project)
• Broad Bioimage Benchmark Collection (BBBC): 数据集链接：Broad Bioimage Benchmark Collection (BBBC)
• Broad Cancer Cell Line Encyclopedia (CCLE): 数据集链接：Broad Cancer Cell Line Encyclopedia (CCLE)
• Cell Image Library: 数据集链接：Cell Image Library
• Complete Genomics Public Data: 数据集链接：Complete Genomics Public Data
• EBI ArrayExpress: 数据集链接：EBI ArrayExpress
• EBI Protein Data Bank in Europe: 数据集链接：EBI Protein Data Bank in Europe
• ENCODE project: 数据集链接：ENCODE project
• Electron Microscopy Pilot Image Archive (EMPIAR): 数据集链接：Electron Microscopy Pilot Image Archive (EMPIAR)
• Ensembl Genomes: 数据集链接：Ensembl Genomes
• Gene Expression Omnibus (GEO): 数据集链接：Gene Expression Omnibus (GEO)
• Gene Ontology (GO): 数据集链接：Gene Ontology (GO)
• Global Biotic Interactions (GloBI): 数据集链接：Global Biotic Interactions (GloBI)
• Harvard Medical School (HMS) LINCS Project: 数据集链接：Harvard Medical School (HMS) LINCS Project
• Human Genome Diversity Project: 数据集链接：Human Genome Diversity Project
• Human Microbiome Project (HMP): 数据集链接：Human Microbiome Project (HMP)
• ICOS PSP Benchmark: 数据集链接：ICOS PSP Benchmark
• International HapMap Project: 数据集链接：International HapMap Project
• Journal of Cell Biology DataViewer: 数据集链接：Journal of Cell Biology DataViewer
• KEGG: 数据集链接：KEGG
• MIT Cancer Genomics Data: 数据集链接：MIT Cancer Genomics Data
• NCBI Proteins: 数据集链接：NCBI Proteins
• NCBI Taxonomy: 数据集链接：NCBI Taxonomy
• NCI Genomic Data Commons: 数据集链接：NCI Genomic Data Commons
• NIH Microarray data: 数据集链接：NIH Microarray data
• OpenSNP genotypes data: 数据集链接：OpenSNP genotypes data
• Pathguid - Protein-Protein Interactions Catalog: 数据集链接：Pathguid - Protein-Protein Interactions Catalog
• Protein Data Bank: 数据集链接：Protein Data Bank
• Psychiatric Genomics Consortium: 数据集链接：Psychiatric Genomics Consortium
• PubChem Project: 数据集链接：PubChem Project
• PubGene (now Coremine Medical): 数据集链接：PubGene (now Coremine Medical)
• Sanger Catalogue of Somatic Mutations in Cancer (COSMIC): 数据集链接：Sanger Catalogue of Somatic Mutations in Cancer (COSMIC)
• Sanger Genomics of Drug Sensitivity in Cancer Project (GDSC): 数据集链接：Sanger Genomics of Drug Sensitivity in Cancer Project (GDSC)
• Sequence Read Archive(SRA): 数据集链接：Sequence Read Archive(SRA)
• Stanford Microarray Data: 数据集链接：Stanford Microarray Data
• Stowers Institute Original Data Repository: 数据集链接：Stowers Institute Original Data Repository
• Systems Science of Biological Dynamics (SSBD) Database: 数据集链接：Systems Science of Biological Dynamics (SSBD) Database
• The Cancer Genome Atlas (TCGA), available via Broad GDAC: 数据集链接：The Cancer Genome Atlas (TCGA), available via Broad GDAC
• The Catalogue of Life: 数据集链接：The Catalogue of Life
• The Personal Genome Project: 数据集链接：The Personal Genome Project
• UCSC Public Data: 数据集链接：UCSC Public Data
• UniGene: 数据集链接：UniGene
• Universal Protein Resource (UnitProt): 数据集链接：Universal Protein Resource (UnitProt)

气候+天气

• Actuaries Climate Index: 数据集链接：Actuaries Climate Index
• Australian Weather: 数据集链接：Australian Weather
• Aviation Weather Center - Consistent, timely and accurate weather: 数据集链接：Aviation Weather Center - Consistent, timely and accurate weather
• Brazilian Weather - Historical data (In Portuguese) - Data related to: 数据集链接：Brazilian Weather - Historical data (In Portuguese) - Data related to
• Canadian Meteorological Centre: 数据集链接：Canadian Meteorological Centre
• Climate Data from UEA (updated monthly): 数据集链接：Climate Data from UEA (updated monthly)
• European Climate Assessment & Dataset: 数据集链接：European Climate Assessment & Dataset
• Global Climate Data Since 1929: 数据集链接：Global Climate Data Since 1929
• NASA Global Imagery Browse Services: 数据集链接：NASA Global Imagery Browse Services
• NOAA Bering Sea Climate: 数据集链接：NOAA Bering Sea Climate
• NOAA Climate Datasets: 数据集链接：NOAA Climate Datasets
• NOAA Realtime Weather Models: 数据集链接：NOAA Realtime Weather Models
• NOAA SURFRAD Meteorology and Radiation Datasets: 数据集链接：NOAA SURFRAD Meteorology and Radiation Datasets
• The World Bank Open Data Resources for Climate Change: 数据集链接：The World Bank Open Data Resources for Climate Change
• UEA Climatic Research Unit: 数据集链接：UEA Climatic Research Unit
• WU Historical Weather Worldwide: 数据集链接：WU Historical Weather Worldwide
• WorldClim - Global Climate Data: 数据集链接：WorldClim - Global Climate Data

复杂网络

• AMiner Citation Network Dataset: 数据集链接：AMiner Citation Network Dataset
• CrossRef DOI URLs: 数据集链接：CrossRef DOI URLs
• DBLP Citation dataset: 数据集链接：DBLP Citation dataset
• DIMACS Road Networks Collection: 数据集链接：DIMACS Road Networks Collection
• NBER Patent Citations: 数据集链接：NBER Patent Citations
• NIST complex networks data collection: 数据集链接：NIST complex networks data collection
• Network Repository with Interactive Exploratory Analysis Tools: 数据集链接：Network Repository with Interactive Exploratory Analysis Tools
• Protein-protein interaction network: 数据集链接：Protein-protein interaction network
• PyPI and Maven Dependency Network: 数据集链接：PyPI and Maven Dependency Network
• Scopus Citation Database: 数据集链接：Scopus Citation Database
• Small Network Data: 数据集链接：Small Network Data
• Stanford GraphBase: 数据集链接：Stanford GraphBase
• Stanford Large Network Dataset Collection: 数据集链接：Stanford Large Network Dataset Collection
• Stanford Longitudinal Network Data Sources: 数据集链接：Stanford Longitudinal Network Data Sources
• The Koblenz Network Collection: 数据集链接：The Koblenz Network Collection
• The Laboratory for Web Algorithmics (UNIMI): 数据集链接：The Laboratory for Web Algorithmics (UNIMI)
• UCI Network Data Repository: 数据集链接：UCI Network Data Repository
• UFL sparse matrix collection: 数据集链接：UFL sparse matrix collection
• WSU Graph Database: 数据集链接：WSU Graph Database

计算机网络

• 3.5B Web Pages from CommonCrawl 2012: 数据集链接：3.5B Web Pages from CommonCrawl 2012
• 53.5B Web clicks of 100K users in Indiana Univ.: 数据集链接：53.5B Web clicks of 100K users in Indiana Univ.
• CAIDA Internet Datasets: 数据集链接：CAIDA Internet Datasets
• CRAWDAD Wireless datasets from Dartmouth Univ.: 数据集链接：CRAWDAD Wireless datasets from Dartmouth Univ.
• ClueWeb09 - 1B web pages: 数据集链接：ClueWeb09 - 1B web pages
• ClueWeb12 - 733M web pages: 数据集链接：ClueWeb12 - 733M web pages
• CommonCrawl Web Data over 7 years: 数据集链接：CommonCrawl Web Data over 7 years
• Criteo click-through data: 数据集链接：Criteo click-through data
• Internet-Wide Scan Data Repository: 数据集链接：Internet-Wide Scan Data Repository
• OONI: Open Observatory of Network Interference - Internet censorship data: 数据集链接：OONI: Open Observatory of Network Interference - Internet censorship data
• Open Mobile Data by MobiPerf: 数据集链接：Open Mobile Data by MobiPerf
• The Peer-to-Peer Trace Archive - Real-world measurements play a key role: 数据集链接：The Peer-to-Peer Trace Archive - Real-world measurements play a key role
• Rapid7 Sonar Internet Scans: 数据集链接：Rapid7 Sonar Internet Scans

搜集汇总

数据集介绍

构建方式

该数据集通过收集和整理博客、回答和用户响应中的主题-centric公共数据源而构建，旨在提供高质量的数据集。

特点

数据集特点在于其主题-centric的公共数据源，覆盖了农业、生物学、气候与天气等多个领域，大部分数据集免费提供，部分数据集可能需要付费。

使用方法

用户可以通过访问提供的链接直接下载数据集，或根据数据集的许可协议进行使用。对于具体的使用方法，用户需参考各数据集的README文件或相关文档。

背景与挑战

背景概述

Hyperspectral benchmark dataset on soil moisture 是一个专业的高光谱遥感数据集，旨在为土壤湿度研究提供高质量的数据资源。该数据集由多个研究机构共同创建，其中包括了丰富的土壤湿度相关数据，可用于评估和比较不同高光谱遥感技术在土壤湿度估计方面的性能。该数据集自发布以来，已经在遥感及相关领域产生了广泛的影响，为相关研究提供了重要的数据支持。

当前挑战

在构建 Hyperspectral benchmark dataset on soil moisture 的过程中，研究人员面临着多个挑战。首先，如何确保数据集的质量和准确性是一个关键问题，因为这直接关系到后续研究的可靠性。其次，数据集的多样性和代表性也是重要考虑因素，需要涵盖不同类型的土壤和气候条件。此外，数据集的规模和可用性也是挑战之一，需要确保数据能够被广泛的研究人员轻松访问和使用。

常用场景

经典使用场景

Hyperspectral benchmark dataset on soil moisture被广泛应用于土壤湿度监测领域，其经典使用场景包括农业灌溉管理系统、环境监测以及灾害预警系统等，为研究人员提供了丰富的数据资源以进行模型训练和验证。

解决学术问题

该数据集解决了土壤湿度估算中的数据不足和准确性问题，为农业、环境和灾害管理等领域提供了可靠的数据支持，有助于提升土壤湿度预测模型的性能和实用性。

衍生相关工作

基于该数据集，研究者们衍生出了一系列相关工作，如土壤湿度估算模型的开发、 Hyperspectral图像处理技术的改进以及农业遥感应用的创新，进一步推动了相关领域的研究与发展。