Hyperspectral benchmark dataset on soil moisture

用于土壤湿度研究的 hyperspectral 基准数据集

A benchmark hyperspectral dataset for soil moisture research

原始信息汇总

数据集概述

本数据集概述涵盖了多个领域的公共数据源，包括农业、生物学、气候与天气、复杂网络、计算机网络、数据挑战、地球科学、经济学、教育、能源、金融和GIS。以下是各领域的关键数据集列表：

农业

• Hyperspectral benchmark dataset on soil moisture
• U.S. Department of Agricultures Nutrient Database
• U.S. Department of Agricultures PLANTS Database

生物学

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

气候与天气

• Actuaries Climate Index
• Australian Weather
• Aviation Weather Center
• Brazilian Weather - Historical data
• Canadian Meteorological Centre
• Climate Data from UEA
• European Climate Assessment & Dataset
• Global Climate Data Since 1929
• NASA Global Imagery Browse Services
• NOAA Bering Sea Climate
• NOAA Climate Datasets
• NOAA Realtime Weather Models
• NOAA SURFRAD Meteorology and Radiation Datasets
• The World Bank Open Data Resources for Climate Change
• UEA Climatic Research Unit
• WU Historical Weather Worldwide
• WorldClim - Global Climate Data

复杂网络

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

计算机网络

• 3.5B Web Pages from CommonCrawl 2012
• 53.5B Web clicks of 100K users in Indiana Univ.
• CAIDA Internet Datasets
• CRAWDAD Wireless datasets from Dartmouth Univ.
• ClueWeb09 - 1B web pages
• ClueWeb12 - 733M web pages
• CommonCrawl Web Data over 7 years
• Criteo click-through data
• Internet-Wide Scan Data Repository
• OONI: Open Observatory of Network Interference - Internet censorship data
• Open Mobile Data by MobiPerf
• The Peer-to-Peer Trace Archive
• Rapid7 Sonar Internet Scans
• UCSD Network Telescope, IPv4 /8 net

数据挑战

• Bruteforce Database
• Challenges in Machine Learning
• CrowdANALYTIX dataX
• D4D Challenge of Orange
• DrivenData Competitions for Social Good
• ICWSM Data Challenge (since 2009)
• KDD Cup by Tencent 2012
• Kaggle Competition Data
• Localytics Data Visualization Challenge
• Netflix Prize
• Space Apps Challenge
• Telecom Italia Big Data Challenge
• TravisTorrent Dataset - MSR2017 Mining Challenge
• TunedIT - Data mining & machine learning data sets, algorithms, challenges
• Yelp Dataset Challenge

地球科学

• AQUASTAT - Global water resources and uses
• BODC - marine data of ~22K vars
• EOSDIS - NASAs earth observing system data
• Earth Models
• Integrated Marine Observing System (IMOS)
• Marinexplore - Open Oceanographic Data
• Alabama Real-Time Coastal Observing System
• National Estuarine Research Reserves System-Wide Monitoring Program
• Smithsonian Institution Global Volcano and Eruption Database
• USGS Earthquake Archives

经济学

• American Economic Association (AEA)
• EconData from UMD
• Economic Freedom of the World Data
• Historical MacroEconomic Statistics
• INFORUM - Interindustry Forecasting at the University of Maryland
• International Economics Database
• International Trade Statistics
• Internet Product Code Database
• Joint External Debt Data Hub
• Jon Haveman International Trade Data Links
• OpenCorporates Database of Companies in the World
• Our World in Data
• SciencesPo World Trade Gravity Datasets
• The Atlas of Economic Complexity
• The Center for International Data
• The Observatory of Economic Complexity
• UN Commodity Trade Statistics
• UN Human Development Reports

教育

• College Scorecard Data
• Student Data from Free Code Camp

能源

• AMPds
• BLUEd
• COMBED
• ECO
• EIA
• Global Power Plant Database
• HES - Household Electricity Study, UK
• HFED
• PLAID - The Plug Load Appliance Identification Dataset
• REDD
• Smart Meter Data Portal
• Tracebase
• UK-DALE - UK Domestic Appliance-Level Electricity
• WHITED
• iAWE

金融

• Blockmodo Coin Registry
• CBOE Futures Exchange
• Google Finance
• Google Trends
• NASDAQ
• NYSE Market Data
• OANDA
• OSU Financial data
• Quandl
• St Louis Federal
• Yahoo Finance

GIS

• ArcGIS Open Data portal
• Cambridge, MA, US, GIS data on GitHub
• Factual Global Location Data
• IEEE Geoscience and Remote Sensing Society DASE Website
• Geo Maps - High Quality GeoJSON maps programmatically generated
• Geo Spatial Data from ASU
• Geo Wiki Project - Citizen-driven Environmental Monitoring
• GeoFabrik - OSM data extracted to a variety of formats and areas
• GeoNames Worldwide
• Global Administrative Areas Database (GADM)
• Homeland Infrastructure Foundation-Level Data

搜集汇总

数据集介绍

构建方式

该数据集通过收集和整理与土壤湿度相关的多种来源的数据构建而成，旨在为高光谱图像处理和土壤湿度监测提供标准化和高质量的数据资源。

特点

数据集的特点在于包含了多种土壤湿度相关的高光谱图像数据，涵盖了不同的地理环境和土壤类型，为研究土壤湿度分布和变化提供了丰富的信息基础。

使用方法

用户可以通过数据集提供的在线平台或直接下载数据来进行研究。数据集支持多种数据格式，易于集成到不同的研究框架中，方便用户进行数据分析和模型构建。

背景与挑战

背景概述

Hyperspectral benchmark dataset on soil moisture 是一个针对土壤湿度研究的高光谱数据集，创建于近年，主要研究人员来自于多个研究机构和大学。该数据集的核心研究问题是提高土壤湿度的估算精度，对于农业灌溉、气候模型校正等领域具有重要的应用价值。该数据集的影响力在相关领域逐渐显现，成为研究土壤湿度估算的一个标准基准。

当前挑战

在解决领域问题方面，该数据集面临的挑战包括如何处理高光谱数据中的噪声和异常值，以及如何提取有效的特征以准确估算土壤湿度。在构建过程中遇到的挑战则涉及数据集的标准化、数据质量控制和多源数据的融合等问题。

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利用高光谱图像分析技术对土壤湿度进行定量评估，为农业生产提供决策支持。

衍生相关工作

基于该数据集，研究人员衍生出了一系列相关工作，如开发新的土壤湿度监测算法、改进数据处理技术，以及将高光谱技术应用于其他农业和环境监测领域。

数据集最近研究

最新研究方向

在遥感领域， Hyperspectral benchmark dataset on soil moisture 数据集的最新研究方向主要集中在土壤湿度监测技术的精确化与实用化。该数据集的构建旨在推动高光谱遥感技术在农业、环境监测等领域的应用，研究者们致力于通过深度学习等先进算法提高土壤湿度预测的准确性，以及探索其在气候变化、水资源管理等方面的潜在价值。