Big Earth Data · 2022 · 34 citations · 39 references
EngineeringGeocomputationComputer-aided DesignSpatial Reference SystemGrid NetworkData ScienceShape DistortionsSystems EngineeringGrid SystemModeling And SimulationComputational GeometryGeometry ProcessingGeometric ModelingGeographyComputer ScienceGrid ApplicationSmart GridNatural SciencesGrid ComputingGlobal StatisticsGrid OptimizationSpatial Statistics
A Discrete Global Grid System (DGGS) is a type of spatial reference system that tessellates the globe into many individual, evenly spaced, and well-aligned cells to encode location and, thus, can serve as a basis for data cube construction. This facilitates integration and aggregation of multi-resolution data from various sources to rapidly calculate spatial statistics. We calculated normalized area and compactness for cell geometries from 5 open-source DGGS implementations - Uber H3, Google S2, RiskAware OpenEAGGR, rHEALPix by Landcare Research New Zealand, and DGGRID by Southern Oregon University - to evaluate their suitability for a global-level statistical data cube. We conclude that the rHEALPix and OpenEAGGR and DGGRID ISEA-based DGGS definitions are most suitable for global statistics because they have the strongest guarantee of equal area preservation - where each cell covers almost exactly the same area on the globe. Uber H3 has the smallest shape distortions, but Uber H3 and Google S2 have the largest variations in cell area. However, they provide more mature software library functionalities. DGGRID provides excellent functionality to construct grids with desired geometric properties but as the only implementation does not provide functions for traversal and navigation within a grid after its construction.
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null · Philosophy study · 2016 · 28.3K citations · Full text
The Australian Geoscience Data Cube — Foundations and lessons learned
Adam Lewis, Simon Oliver, Leo Lymburner et al. · Remote Sensing of Environment · 2017 · 332 citations · Full text
Wenwen Li, Michael F. Goodchild, Richard L. Church · International Journal of Geographical Information Systems · 2013 · 217 citations · Full text
Big Earth data: A new frontier in Earth and information sciences
Huadong Guo · Big Earth Data · 2017 · 214 citations · Full text