Spatial Analysis Data Models - INPE
Transcript of Spatial Analysis Data Models - INPE
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© 1999-2003 Luc Anselin, All Rights Reserved
Spatial AnalysisData Models
Luc AnselinSpatial Analysis Laboratory
Dept. Agricultural and Consumer EconomicsUniversity of Illinois, Urbana-Champaign
http://sal.agecon.uiuc.edu
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© 1999-2003 Luc Anselin, All Rights Reserved
Outline
�Data Model Concepts�GIS Data Model�Topology
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© 1999-2003 Luc Anselin, All Rights Reserved
Data Model Concepts
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© 1999-2003 Luc Anselin, All Rights Reserved
GIS Data Model
�Discretization of Geographical RealityNecessitated by the Nature ofComputing Devices (Goodchild)� raster (grid) vs. vector (polygon)� field view (regions, segments) vs.
object view (objects in a plane)
�Data Model Implies Spatial Samplingand Spatial Errors
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© 1999-2003 Luc Anselin, All Rights Reserved
Some Definitions
� Data Model� set of constructs for describing and representing
selected aspects of the real world in a computer(Longley et al)
� Data Modeling� origins in software engineering, databases� process to move from problem description to
problem solution� increasing level of specificity
• conceptual = field vs object• logical = raster vs vector• physical (digital) = specific data structures (files)
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© 1999-2003 Luc Anselin, All Rights Reserved
Spatial Objects
�Definition� collections of discrete objects with
spatial reference
�Visualization� discrete entities
�Implementation� vector model (point, line, polygon)
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Pittsburgh 93 Homicides as Tract Rate
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Counties as Objects
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© 1999-2003 Luc Anselin, All Rights Reserved
Spatial Objects - Data Analysis
� Lattice Data Analysis� discrete spatial objects: points, areas� no sample, but superpopulation� spatial autocorrelation
�Points as Objects� discrete entities labeled as points
• county centroids
� NO interpolation
�Areas as Objects� discrete contiguous entities exhaust space
• county boundary files
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Spatial Fields
� Definition� collections of spatial distributions� spatial field function
• mathematical function from a spatial framework (grid)to an attribute domain (i.e., domain of variables)
• one value for each location or continuous function
� Visualization� surfaces, isolines (function is the field)
� Implementation� raster model (grids, tesselations)
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Air Quality (Ozone) in Los Angeles BasinContours from Spherical Variogram Interpolation
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Triangular Kernel Density SurfaceCardiff Juvenile Offender Locations
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© 1999-2003 Luc Anselin, All Rights Reserved
Spatial Fields - Data Analysis
�Geostatistical Analysis� models for continuous surfaces� geostatistics
�Points as Sample Points� data at point locations used to model the
whole surface
�Focus on Spatial Interpolation� getting data for locations without
observations
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© 1999-2003 Luc Anselin, All Rights Reserved
GIS Data Model
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© 1999-2003 Luc Anselin, All Rights Reserved
Evolution of GIS Data Models
�CAD/Image� pre-GIS
�Georelational (Coverage)� raster data model� vector data model
�Object Data Model� geodatabase
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© 1999-2003 Luc Anselin, All Rights Reserved
CAD/Image Data Model
�Geometry Only� CAD: points, lines, polygons� Image: pixels
�No Attributes�No Topology�Optimized for
drawing/representation� image compression (GIF, JPEG)
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Raster Data Model
�Raster cells associated with attributes
Source: Zeller (1999)
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Vector Data Model
features, their coordinates and arrangement (topology)
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© 1999-2003 Luc Anselin, All Rights Reserved
Georelational Data Model
Source: Zeller (1999)
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Object Data Model
� Limitations of Georelational Model� too geometry-centric� separation state from behavior
�Geographic Objects� geometry
• point, line, polygon
� properties• where, area
� methods• create, draw, merge
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Topology
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Topology in Spatial Data Bases
� Map Features� points: ID; x, y coordinates� lines = arcs: arc ID, from point ID, to point ID� polygons: polygon ID, arc IDs
� Topology� connectivity: arc-node� area definition: polygon-arc� contiguity: left-right
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Area Definition
Source: Longley et al (2001)
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Contiguity
Source: Longley et al (2001)
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Topology in Spatial Data Analysis
�Spatial Weights� express “neighbor” relation
• contiguity
� requires topology
�Topology in Practice� ArcInfo: built-in (clean and build)� ArcView: no topology� ArcGIS: topology on the fly (8.3)
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