Sorting Spatial Data
نویسنده
چکیده
Sorting the underlying spatial data enables the efficient execution of operations on it in geographic information systems (GIS). The chapter differentiates the discussion on the basis of the type of the spatial data which in this case falls into raster and vector. The raster data is sorted via the use of a number of different space-filling curves which are mappings from two dimensions to one dimension. The motivation comes from the fact that the data is extremely voluminous and thus all of it cannot be fit into memory at once. Therefore, external storage must be used. The sorting is applied in order to enable efficient execution of operations. In the case of vector data, two methods are discussed. The first is based on an object hierarchy and distinguishes between occupied and unoccupied space, while the second sorts the data with respect to the space that is occupied and in essence sorts the regions comprising the underlying space so that the number of spatial objects that they contain is within the same range. In both cases of the vector data, the sorting is implicit, whereas in the case of the raster data, the sorting is explicit.
منابع مشابه
The Medusa of Spatial Sorting: 3D Kinetic Alpha Complexes and Implementation
Motivated by an application in cell biology, we consider spatial sorting processes defined by particles moving from an initial to a final configuration. We describe an algorithm for constructing a cell complex in space-time, called the medusa, that measures topological properties of the sorting process. The algorithm requires an extension of the kinetic data structures framework from Delaunay t...
متن کاملSpatial preference heterogeneity in forest recreation SPATIAL PREFERENCE HETEROGENEITY IN FOREST RECREATION
Heterogeneity in household preferences for recreational use of forests may lead to spatial sorting, i.e., households choose their residential location in accordance with their preference for forest recreation. In this study, we analyze the preferences for recreational use of forests in Lorraine (Northeastern France), applying stated preference data. Our approach allows us to estimate individual...
متن کاملComparing range evolution in two western Plethodon salamanders: glacial refugia, competition, ecological niches, and spatial sorting
Methods We used genetic, environmental and morphological data to test hypotheses that explain this range difference. Genetic data were used to explore range expansion dynamics and population structure. Species distributional models were used to compare current niches to mid-Holocene and Pleistocene distributions. Morphological data were used to assess phenotypic differences between the species ...
متن کاملExtending the SAND Spatial Database System for the Visualization of Three-Dimensional Scientific Data
The three-dimensional extension of the SAND (Spatial And Non-spatial Database) system is described, as is its use for data found in scientific visualization applications. The focus is on data that corresponds to surfaces of 3-dimensional volumes in space. Some of the principal operations supported by SAND involve locating spatial objects in the order of their distance from other spatial objects...
متن کاملCross-validation of species distribution models: removing spatial sorting bias and calibration with a null model.
Species distribution models are usually evaluated with cross-validation. In this procedure evaluation statistics are computed from model predictions for sites of presence and absence that were not used to train (fit) the model. Using data for 226 species, from six regions, and two species distribution modeling algorithms (Bioclim and MaxEnt), I show that this procedure is highly sensitive to "s...
متن کامل