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Vector Analysis. Ming-Chun Lee. Spatial Analysis. What is Spatial Analysis? Spatial analysis is a set of methods whose results change when the locations of the objects being analyzed change. Turning raw data into useful information Reveal things that might otherwise be invisible.
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Vector Analysis Ming-Chun Lee
Spatial Analysis • What is Spatial Analysis? • Spatial analysis is a set of methods whose results change when the locations of the objects being analyzed change. • Turning raw data into useful information • Reveal things that might otherwise be invisible
Spatial Analysis • Turning raw data into useful information • Extracting or creating new information about a set of geographic features and examining the relationships between them. • The set of geographic features used in spatial analysis could pertain to data within only one layer or within two or more layers depending upon the users needs.
Spatial Analysis • Methods range from simple to sophisticated • Usually involves manipulations or calculation of coordinates or attribute variables with a various operators (tools), such as: • Selection • Measuring • Reclassification • Dissolving • Overlay • Buffering
Selection • Can be invoked on spatial and attribute components • Selection by Attributes • Selection by Locations • Involves selective search • No new objects created • example: lots owned by foreigners (attribute) • example: lots along the substation buffer (location)
Measurements • Getting numerical values that describe aspect of data • Length • Area • Many tasks require measurement from maps • measurement of distance between two points • measurement of area, e.g. the area of a parcel of land
Reclassification • Classification - identify a set of characteristics to group together objects. • In a vector system, classification involves addition of objects characteristics. (join a table) • In a raster system, classification involves converting or coding cell values. • Classification examples: Land parcels for housing are classed into single-family and multi-family • Classification provides new patterns/relationships
URBAN RESIDENTIAL URBAN INDUSTRIAL URBAN RURAL AGRICULTURE RURAL RURAL FOREST GENERALIZED CLASSIFICATION ORIGINAL CLASSIFICATION Reclassification
Overlay Analysis • Combination of different data layers • Both spatial and attribute data is combined • Produces new layers • Involves two or more data layers • You can only overlay or analyze two themes • But you can combine two into one and then deal with the third one and so one; input theme can be point/line/polygon, but overlay needs to be a polygon • All themes need to be spatially registered • Need to have same coordinate system
Overlay Analysis • Until the arrival of GIS • Map overlay analysis was performed manually • Superimposing transparent map layers on a light table to identify sites simultaneously meeting a number of criteria • Overlay operations can be performed in vector/ raster-based GIS • Overlay operation is a key analytical capability of a GIS • New data can be created by combining two or more input data
Vector vs. Raster • Vector Overlay • Raster Overlay URBDP 498w - Introduction to GIS in Planning
Vector Overlay • Based on geometry and topology • Vector overlay operation results in a more complex output layer • More polygons / intersections / line segments than input layers • Calculates new topology and associated attributes • More time-consuming, complex and computationally expensive, in comparison with raster-based overlay operations
Raster Overlay • Cell by cell process which results in the combination of the two input layers • known as map algebra • operations include boolean, multiply, and algebra
Three Types of Vector Overlay • Point-in-Polygon • Points are assigned attribute of polygon • E.g. wildlife (point) and assoc. with vegetation (poly) • Line-in-polygon • Original lines are dissected by polygon boundary • Lines will have attribute of lines and polygons • E.g. roads and soil types along roads • Polygon-on-polygon • Each new polygon will have attribute from both • E.g. elevation and vegetation or elevation and rainfall
Boolean Logic • Determines the binary properties of features • True-false, yes-no, or presence-absence • Rather than using numbers and magnitudes of features • Reduces measures to some binary condition • Simplifies the results of overlay operations
Boolean Logic A NOT B A A&B B B NOT A • Union (A or B) • Intersection (A & B)
Buffering • Common GIS operation • A type of proximity analysis where a buffer zone is created to perform a search • Buffer: encloses point, line, or polygon at specified distance. • Search: specify a distance from a point (radius), line (corridor), area (area) • New spatial objects created
Buffer Generation • Buffering a Point • All area within one mile of a city • Buffering a Line • All areas within 100 meters of a road • Buffering an Area • All areas within 500 meters of a wetlands area.
Buffer Generation • Buffering possible with raster or vector data models
Vector Analysis • Overlays for Trimming Diverse Layer Extents • CLIP • ERASE • Combining Similar Layers with Different Extents • MERGE • UPDATE • Creating Proximity-Based Polygon Layers: BUFFER • Dissolve • ArcMap Dissolve Regions • ArcToolbox Dissolve • Overlays for Merging Diverse Layers • UNION • INTERSECT • IDENTITY
DISSOLVE (I) • ArcMap • GeoProcessing Wizard • Operates onShapefiles, Coverages • Merges Non-Adjacent Polygons A D C B E D A C D
DISSOLVE (II) • ArcToolbox • Dissolve • Operates on Coverages • Doesn’t Merge Non-Adjacent Polygons A D C B E D A C E
UNION • Combine Only the CommonExtents of Both Layers • Preserve All Attributes URBDP 498w - Introduction to GIS in Planning
INTERSECT • Combine Full Extents of Both Layers • Preserve All Attributes
IDENTITY • Combine Only the Extents of the Original Layer • Preserve All Attributes URBDP 498w - Introduction to GIS in Planning
CLIP • Trim the Original Layer to Only the Extents of the Clip Layer • Preserve Only the Original Layer’s Attributes URBDP 498w - Introduction to GIS in Planning
ERASE • Trim the Original Layer to Exclude the Extents of the Clip Layer • Preserve Only the Original Layer’s Attributes URBDP 498w - Introduction to GIS in Planning
MERGE/APPEND • Add Non-Overlapping Extents of Multiple Layers • Preserve Consistent Attributes
UPDATE • Add Overlapping Extents of Multiple Layers • Preserve Consistent Attributes • Within Shared Extents, Give Preference to Newer Layer
BUFFER • Create a Polygon Layer with Boundaries at a Specified Distance from Another Layer • Fixed Distance • Variable Distance Based on an Attribute • Series of Buffers
BUFFER • Fixed Distance • Examples: • Walking Distance to Bus Stops • Areas of Street Light Illumination
BUFFER • Variable Distance Based on an Attribute • Examples: • Noise Levels By Street Type
BUFFER • Series of Buffers • Examples: • Walking Distance to Bus Stops • Areas of Street Light Illumination
Tools for Spatial Analysis • All of these tools are found in ArcToolbox in ArcMap
Example of Vector-Based Analysis • Find suitable sites for a new arboretum • Site Criteria: • Within county limit • Deep, Fertile, Loamy Soils • Forested Land • More than 1 km from major rivers • Between 2 and 4 kms from major roads