NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like...

66
NR 422: Raster Analysis Jim Graham Spring 2010

Transcript of NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like...

Page 1: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

NR 422: Raster Analysis

Jim Graham

Spring 2010

Page 2: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Continuous vs. Categorized

• Continuous:– Like photographs– Satellite and aerial photos– Best for analysis

• Categorized or discrete– Land Cover– Eco-regions– Limited analysis– Careful on precision and accuracy

Page 3: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Categorical vs. Continuous

Page 4: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

“No-Data” or NULL Values

• Rasters are always rectangular

• No-Data values are “transparent” and are not used for calculations

Page 5: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Geo-Referenced Raster

• Known Projection and Datum

• Width and height of a pixel in map units

(X1,Y1)

Width in Pixels

Height in pixels

Page 6: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Geo-Referenced Raster

• Known Projection and Datum

(X1,Y1)

(X3,Y3)

Page 7: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Types of Rasters

• Digital Elevation Model (DEM)

• Digital Raster Graphic (Topos)

• Satellite and Aerial Photos

• Land Cover & other natural characteristics

• Cost Distance & other economic

• Population, taxes, etc.

• Your own!

Page 8: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Digital Raster Graphic

Page 9: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Digital Elevation Model (DEM)

Page 12: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Contours

DEM Cross Section

2000m

1900m

2100m

2200m

Page 14: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Calculating SlopeDEM Cross Section

Page 15: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Aspect – Direction of the slope

Slope

Aspect (Direction)

Angle

Rise

Run

Slope = (Rise/Run) * 100%

Page 18: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Creating a Hillshade

• Obtain a DEM

• Crop to Desired Area

• Create Hillshade

• Apply color ? To DEM

• Add DEM over Hillshade with Transparency

Page 19: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

• Screen shots:– Hillshade dialog– Colorizing dems– Transparency

Page 20: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Spatial Analyst Extension

• Make sure “Spatial Analyst” is Checked

Page 21: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Tool Bar

• Right-click in the menu area

• Select “Spatial Analyst”

Page 23: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Hill-shading

• Azimuth: “Direction” of the sun relative to the ground. 0 is north.

• Altitude: Angle from the horizon to the sun.

North

Azimuth

Altitude

Horizon

Page 25: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

“Colorize” the DEM

Page 27: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Make the Hillshade Transparent

Page 30: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Continuous vs. Categorized

• Continuous:– Like photographs– Satellite and aerial photos– Best for analysis

• Categorized or discrete– Land Cover– Eco-regions– Limited analysis– Careful on precision and accuracy

Page 31: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

“GeoReferenced” File Formats

• GRID: ESRI’s format

• GeoTIFF: Excellent support

• MrSID: LizardTech

• IMG: ERDAS

• ECW: ERMapper

• BIL, BIP, BSQ: See header (w/prj)

• “ASCII” or “GRID ASCII” (w/prj)

Page 32: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

World Files

• Contains:– X-dimention Pixel size in map units– Y-axis rotation– X-axis rotation– Y- dimension Pixel size in map units

(negative)– X-coordinate of upper-left pixel– Y-coordinate of upper-left pixel

• Image file contains width and height

Page 33: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Not Geo-Referenced

• BMP

• PNG

• GIF

• JPEG

• Maybe with a world file and prj file?

Page 34: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

JPEG

• Joint Photographic Experts Group

• Widest used photo format

• Not for use with vectors

• JPEG2000– Completely new format!– Can be georeferenced

Edge of Rocky Mountain National Park Boundary with high JPEG compression

Page 35: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Tagged Image File Format

• TIFF• Can be georeferenced (GeoTIFF)

– Can tell in ArcCatalog or ArcMap

• TIFF w/world file– Also need Projection and Datum (prj?)

• Can be compressed– Run-length – Categorical data– LZW – Categorical data– Huffman encoding – Categorical data– JPEG- Continuous data (don’t used on

Categorical data!)

Page 36: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

GRIDS

• ESRI’s native raster format

• Pyramids

• Not an exchange format!

Page 37: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

ASCII format• NCOLS 10• NROWS 9• XLLCORNER 1000• YLLCORNER 1000• CELLSIZE 1• NODATA_VALUE -9• -9 -9 1 1 0 1 0 1 -9 -9• -9 -9 1 1 2 2 2 1 1 -9• -9 1 1 1 2 2 2 2 3 3 • Etc.• See example

Page 39: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Types of Rasters

• Land Cover: forest, grass, water, roads, urban

• Digital Elevation Model: DEM

• Aerial Photos

• Satellite Photos

• Scanned: DRG, 24k Topos

• Derived rasters: lots!

Page 40: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Derived Rasters

• Land Cover from satellite and aerial

• Topography: Slope, aspect, hillshade

• Ecoregions• Suitable Habitat• Flood plains• Geological Regions

Page 41: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Raster To Vector

• Satellite & Aerial– Land Cover: roads, forests, etc.– Buildings

• DEMs– Contours– Peaks & Valleys– Stream Networks– Watersheds

Page 42: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Vector To Raster

• Drawing!

• Points of interest

• Roads

• Water bodies

• Contours

Page 43: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

GIS Analysis

AnalysisResults

Raster toVector

Vector toRaster

Page 44: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Raster Analysis

• Topography: Slope, aspect, contours

• Raster Math

• Statistics: min, max, mean, std. dev.

• Distance

• Density

• Interpolation

• Classification

• Raster / Vector Conversions

Page 45: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Raster Math

• A matrix of pixels

12 20 23 34 40

15 23 30 31 39

15 22 29 30 40

14 20 28 29 38

13 19 25 32 37

Columns

Rows

Page 47: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Analysis Environment

• Spatial Reference (Coordinate System)– Make them the same

• Extent– Area of interest– All rasters should overlap

• Cell Size– Largest of all rasters or larger

Page 48: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Spatial Analyst: General

Page 49: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Spatial Analyst: Extent

Page 50: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Spatial Analyst: Cell Size

Page 52: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Raster Math

1 2

2 3

12 9

13 10

13 11

15 13+ =

+ =1 12 13

Page 53: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Common Functions

• Local:– Arithmatic: +,-,/, *,

• MOD (Modulo): returns the remainder

– Boolean: • OR: If either input is true, output is true• AND: If both inputs are true, output is true

– CON (Conditional)

Page 54: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Mathematical Functions

• Abs (absolute): flips negatives to positive

• Ceil (ceiling): float to integer next highest integer value (i.e. 1.1 -> 2)

• Floor: float to integer giving next lowest integer value (i.e. 1.1 -> 1)

• Int (integer): truncates float to integer

Page 55: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Exponents• Exp()• Exp10()• Ln()• Log10()• Max()• Min()• Pow()• SetNull()• Sqrt()• Sum()

Page 56: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Comparisons

• <> (Not Equals)

• == (Equals)

• < (Less than)

• <= (Less than or equal to)

• > (Greater than)

• >= (Greater than or equal to)

Page 57: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Raster Math: Comparisons

1 2

2 3

2 2

3 2

0 0

0 1> =

> =1 2 0

Page 58: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Raster Math: Boolean AND

0 0

1 1

0 1

0 1

0 0

0 1AND =

AND =0 1 0

“AND” works but the calculator will insert “&”

Page 59: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Raster Math: Boolean OR

0 0

0 1

1 1

0 1

1 1

0 1OR =

OR =0 1 1

“OR” works but the calculator will insert “!”

Page 60: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Conditional Operator

• Con(<condition>,<true>,<false>)

• Given a raster “condition”:– Puts the true value where true and false

value where false

• Example:– Find the elevations in Rocky over 3000

meters– HighElevations=con(RockyDEM>3000,1,0)

Page 61: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Elevations over 3000 meters

Page 62: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Elevations over 3000 meters

Page 63: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

Viewshed

• Shows which “pixels” can be seen from pre-defined locations

Page 65: NR 422: Raster Analysis Jim Graham Spring 2010. Continuous vs. Categorized Continuous: –Like photographs –Satellite and aerial photos –Best for analysis.

View from Estes Park