Big Earth Data · 2017 · 210 citations · 36 references
ComputingEarth SciencesGeoinformaticsBig Data AnalyticsData EngineeringData ManagementData IntegrationData InteroperabilityData PipelinesEnvironmental Data ManagementGeospatial Data AcquisitionBig Data ArchitectureData AccessData Access ServicesData Discovery ServicesEarth Science Data AnalysisGeospatial Big DataRemote Sensing Data Analysis
Pressures on natural resources are increasing and a number of challenges need to be overcome to meet the needs of a growing population in a period of environmental variability. Some of these environmental issues can be monitored using remotely sensed Earth Observations (EO) data that are increasingly available from a number of freely and openly accessible repositories. However, the full information potential of EO data has not been yet realized. They remain still underutilized mainly because of their complexity, increasing volume, and the lack of e cient processing capabilities. EO Data Cubes (DC) are a new paradigm aiming to realize the full potential of EO data by lowering the barriers caused by these Big data challenges and providing access to large spatio-temporal data in an analysis ready form. Systematic and regular provision of Analysis Ready Data (ARD) will signi cantly reduce the burden on EO data users. Nevertheless, ARD are not commonly produced by data providers and therefore getting uniform and consistent ARD remains a challenging task. This paper presents an approach to enable rapid data access and pre-processing to generate ARD using interoperable services chains. The approach has been tested and validated generating Landsat ARD while building the Swiss Data Cube.
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Google Earth Engine: Planetary-scale geospatial analysis for everyone
Noel Gorelick, M. Hancher, Mike Dixon et al. · Remote Sensing of Environment · 2017 · 14K citations · Full text
Classification and Change Detection Using Landsat TM Data
Conghe Song, Curtis E. Woodcock, Karen C. Seto et al. · Remote Sensing of Environment · 2001 · 1.7K citations