Regression Kriging

Author: O.Conrad (c) 2015
Menu: Spatial and Geostatistics | Kriging

Description

Regression Kriging for grid interpolation from irregular sample points.

Parameters

	Name	Type	Identifier	Description	Constraints
Input	Points	shapes, input	`POINTS`	-	-
Input	Predictors	grid list, input	`PREDICTORS`	-	-
Output	Regression	grid, output	`REGRESSION`	regression model applied to predictor grids	-
	Prediction	grid, output	`PREDICTION`	-	-
	Residuals	grid, output, optional	`RESIDUALS`	-	-
	Prediction Error	grid, output, optional	`VARIANCE`	-	-
	Regression: Coefficients	table, output, optional	`INFO_COEFF`	-	-
	Regression: Model	table, output, optional	`INFO_MODEL`	-	-
	Regression: Steps	table, output, optional	`INFO_STEPS`	-	-
Options	Grid System	grid system	`PARAMETERS_GRID_SYSTEM`	-	-
	Attribute	table field	`FIELD`	-	-
	Error Measure	choice	`TQUALITY`	-	Available Choices: [0] standard deviation [1] variance Default: 0
	Include X Coordinate	boolean	`COORD_X`	-	Default: 0
	Include Y Coordinate	boolean	`COORD_Y`	-	Default: 0
	Intercept	boolean	`INTERCEPT`	-	Default: 1
	Method	choice	`METHOD`	-	Available Choices: [0] include all [1] forward [2] backward [3] stepwise Default: 3
	Significance Level	floating point number	`P_VALUE`	Significance level (aka p-value) as threshold for automated predictor selection, given as percentage	Minimum: 0.000000 Maximum: 100.000000 Default: 5.000000
	Resampling	choice	`RESAMPLING`	-	Available Choices: [0] Nearest Neighbour [1] Bilinear Interpolation [2] Bicubic Spline Interpolation [3] B-Spline Interpolation Default: 3
	Maximum Distance	floating point number	`VAR_MAXDIST`	maximum distance for variogram estimation, ignored if set to zero	Minimum: 0.000000 Default: 0.000000
	Lag Distance Classes	integer number	`VAR_NCLASSES`	initial number of lag distance classes for variogram estimation	Minimum: 1 Default: 100
	Skip	integer number	`VAR_NSKIP`	-	Minimum: 1 Default: 1
	Variogram Model	text	`VAR_MODEL`	-	Default: a + b * x
	Kriging Type	choice	`KRIGING`	-	Available Choices: [0] Simple Kriging [1] Ordinary Kriging Default: 0
	Logarithmic Transformation	boolean	`LOG`	-	Default: 0
	Block Kriging	boolean	`BLOCK`	-	Default: 0
	Block Size	floating point number	`DBLOCK`	-	Minimum: 0.000000 Default: 100.000000
	Search Range	choice	`SEARCH_RANGE`	-	Available Choices: [0] local [1] global Default: 1
	Maximum Search Distance	floating point number	`SEARCH_RADIUS`	local maximum search distance given in map units	Minimum: 0.000000 Default: 1000.000000
	Number of Points	choice	`SEARCH_POINTS_ALL`	-	Available Choices: [0] maximum number of nearest points [1] all points within search distance Default: 1
	Minimum	integer number	`SEARCH_POINTS_MIN`	minimum number of points to use	Minimum: 1 Default: 16
	Maximum	integer number	`SEARCH_POINTS_MAX`	maximum number of nearest points	Minimum: 1 Default: 20

Command Line

Usage: saga_cmd statistics_kriging 3 [-POINTS ] [-FIELD ] [-PREDICTORS ] [-REGRESSION ] [-PREDICTION ] [-RESIDUALS ] [-VARIANCE ] [-TQUALITY ] [-INFO_COEFF ] [-INFO_MODEL ] [-INFO_STEPS ] [-COORD_X ] [-COORD_Y ] [-INTERCEPT ] [-METHOD ] [-P_VALUE ] [-RESAMPLING ] [-VAR_MAXDIST ] [-VAR_NCLASSES ] [-VAR_NSKIP ] [-VAR_MODEL ] [-KRIGING ] [-LOG ] [-BLOCK ] [-DBLOCK ] [-SEARCH_RANGE ] [-SEARCH_RADIUS ] [-SEARCH_POINTS_ALL ] [-SEARCH_POINTS_MIN ] [-SEARCH_POINTS_MAX ]
  -POINTS:           	Points
	shapes, input
  -FIELD:            	Attribute
	table field
  -PREDICTORS:       	Predictors
	grid list, input
  -REGRESSION:       	Regression
	grid, output
  -PREDICTION:       	Prediction
	grid, output
  -RESIDUALS:        	Residuals
	grid, output, optional
  -VARIANCE:         	Prediction Error
	grid, output, optional
  -TQUALITY:         	Error Measure
	choice
	Available Choices:
	[0] standard deviation
	[1] variance
	Default: 0
  -INFO_COEFF:       	Regression: Coefficients
	table, output, optional
  -INFO_MODEL:       	Regression: Model
	table, output, optional
  -INFO_STEPS:       	Regression: Steps
	table, output, optional
  -COORD_X:          	Include X Coordinate
	boolean
	Default: 0
  -COORD_Y:          	Include Y Coordinate
	boolean
	Default: 0
  -INTERCEPT:        	Intercept
	boolean
	Default: 1
  -METHOD:           	Method
	choice
	Available Choices:
	[0] include all
	[1] forward
	[2] backward
	[3] stepwise
	Default: 3
  -P_VALUE:       	Significance Level
	floating point number
	Minimum: 0.000000
	Maximum: 100.000000
	Default: 5.000000
  -RESAMPLING:       	Resampling
	choice
	Available Choices:
	[0] Nearest Neighbour
	[1] Bilinear Interpolation
	[2] Bicubic Spline Interpolation
	[3] B-Spline Interpolation
	Default: 3
  -VAR_MAXDIST:   	Maximum Distance
	floating point number
	Minimum: 0.000000
	Default: 0.000000
  -VAR_NCLASSES:     	Lag Distance Classes
	integer number
	Minimum: 1
	Default: 100
  -VAR_NSKIP:        	Skip
	integer number
	Minimum: 1
	Default: 1
  -VAR_MODEL:        	Variogram Model
	text
	Default: a + b * x
  -KRIGING:          	Kriging Type
	choice
	Available Choices:
	[0] Simple Kriging
	[1] Ordinary Kriging
	Default: 0
  -LOG:              	Logarithmic Transformation
	boolean
	Default: 0
  -BLOCK:            	Block Kriging
	boolean
	Default: 0
  -DBLOCK:        	Block Size
	floating point number
	Minimum: 0.000000
	Default: 100.000000
  -SEARCH_RANGE:     	Search Range
	choice
	Available Choices:
	[0] local
	[1] global
	Default: 1
  -SEARCH_RADIUS: 	Maximum Search Distance
	floating point number
	Minimum: 0.000000
	Default: 1000.000000
  -SEARCH_POINTS_ALL:	Number of Points
	choice
	Available Choices:
	[0] maximum number of nearest points
	[1] all points within search distance
	Default: 1
  -SEARCH_POINTS_MIN:	Minimum
	integer number
	Minimum: 1
	Default: 16
  -SEARCH_POINTS_MAX:	Maximum
	integer number
	Minimum: 1
	Default: 20