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Questions tagged [kriging]

A group of geostatistical techniques to interpolate the value of a random field at an unobserved location from observations of its value at nearby locations.

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Performing Ordinary Kriging in SAGA via QGIS SEXTANTE Plug-in?

I'm trying to learn how to apply the kriging analysis in QGIS using the SEXTANTE plug-in and SAGA tools. It appears that I have my SEXTANTE and SAGA folders configured properly according to the user ...
Patrick's user avatar
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44 votes
9 answers
32k views

Open source methods for kriging?

I have a point dataset which I'd like to Krige, ideally using an open-source software package. If possible, I'd also like to choose the semi-variogram model during the process to improve the ...
scw's user avatar
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3 votes
1 answer
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Installing SDA4PP plugin for Kriging in QGIS

I am trying to do kriging in QGIS. I have loaded the SDA4PP plug in. Almost all of the items in the SDA4PP dropdown menu are not highlighted and are unresponsive when clicked on - including the ...
Michael's user avatar
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8 votes
1 answer
12k views

Plotting map resulted from kriging in R

I want to plot a map weighted by prices. I got a data frame of latitudes, longitudes and prices: > str(data) 'data.frame': 1253 obs. of 3 variables: $ lon : num 11.2 11.1 11 11 11.3 ... $ ...
Benedict Ernst's user avatar
4 votes
2 answers
4k views

How to achieve parallel Kriging in R to speed up the process?

I have tried the gstat package in R to perform bathymetry predictions based on Kriging interpolation methods. However, the process is very time consuming due the large amount of sampling data I'm ...
Guz's user avatar
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27 votes
2 answers
44k views

Choosing IDW vs Kriging Interpolation for DEM creation?

I'm trying to create a DEM using point data spaced very regularly about 10m apart. The area I am interpolating is an educational facility with many flat parking lots and football fields but still has ...
Calavin's user avatar
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19 votes
2 answers
13k views

Minimum number of samples for kriging interpolation

I get some data with number of specimens with a request to interpolate it using kriging method. After some investigation it appeared that kriging results (performed in ArcGIS Geostatistical Analyst ...
Marcin's user avatar
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15 votes
3 answers
20k views

Converting point data into gridded dataframe for histogram analysis using R?

I am very new at using GIS data and only modestly experienced with R. I've been reading about how to analyze spatial data using the spatial-analyst.net PDF book, so I'm not completely lost, but I ...
user1080253's user avatar
11 votes
2 answers
5k views

R gstat krige() - Covariance matrix singular at location [5.88,47.4,0]: skipping

When I want to perform the kriging it only works sometimes, depending on what values I use in my datatable. As a result of the krige function I get for var1.pred: NA NA NA ... and var1.var: NA NA NA .....
obrob's user avatar
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6 votes
2 answers
2k views

Kriging method to use for rainfall?

I am working on an rainfall analysis and I have to interpolate some datas with kriging method. Is co-kriging suitable for the rainfall analysis?
rblerk's user avatar
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5 votes
2 answers
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Method for estimating accuracy in spatial interpolation?

When using a spatial interpolation method (any method) without having a way to validate it, besides sampling some points out, is there a way to count as well with the mean distance between ...
Gago-Silva's user avatar
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5 votes
1 answer
1k views

Cross-validation of TPS and kriging outputs from the fields package in R

I am looking for existing package or functions that will allow me to cross-validate multiple outputs of Thin plate spline (TPS) and Kriging from the fields package. Does anyone know of any available ...
Gago-Silva's user avatar
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5 votes
1 answer
7k views

Variogram model - SAGA on QGIS Processing

QGIS 2.14 (Win) comes with SAGA 2.12, which Ordinary Kriging supports 6 variogram model options. However, if I run SAGA Ordinary Kriging from QGIS Processing Toolbox, there is no drop down menu. Only ...
Kazuhito's user avatar
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4 votes
2 answers
2k views

Kriging values greater than the most extreme value of the input layer?

I'll admit I don't understand kriging to the fullest. Yet, I've read that the weights should add up to 1 as in IDW and Natural Neighbors. However, surrounding the biggest elevation points of my ...
Blerg's user avatar
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4 votes
1 answer
4k views

Error in In predict.gstat in R

I am trying to do kriging by gstat package through R. Here is my Code: krg<-krige(var ~ 1,data,grid,model=vgm,nmax=30) But each time I recive this warning: 1: In predict.gstat(g, newdata = ...
mohammad gerami's user avatar
3 votes
1 answer
748 views

Integrating DEM within kriging and other interpolation methods?

I would like to see the difference of including DEM in interpolation from without. Some studies on climate data interpolation suggest that interpolation performs better with DEM. How do I do this in ...
user2543's user avatar
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2 votes
3 answers
2k views

Is kriging an exact interpolation method?

Can kriging be an exact* method? For example, when optimized with the Geostatistical Wizard? Or in any other way? (as far as I know, "normal" kriging isn't an exact method). *exact: predictions at ...
Charly's user avatar
  • 377
2 votes
2 answers
11k views

Only Interpolating within a polygon feature in ArcMap 10.1

I have sample points within a single polygon feature class that I would like to interpolate, likely using kriging. The problem is the sample points and polygon boundaries are many miles apart and ...
wilbev's user avatar
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1 vote
1 answer
2k views

Exporting kriging prediction map in .asc format?

I would like to save the information generated from an ordinary kriging (processed with the function autoKrige from the automap R package), into a file extension readable in ArcGis for desktop 9.3.1 (...
Andre Silva's user avatar
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1 vote
2 answers
903 views

Using ArcGIS API interpolation functions (idw, kriging, splines) in my own dataset?

Does ArcGIS API provide interpolation functions, like if I want to interpolate from my own set of values? I know that ArcGIS provides functions for interpolation like IDW, Spline and Kriging etc, ...
RK01's user avatar
  • 33
10 votes
3 answers
6k views

Kriging with barriers in ArcGIS Desktop?

I am trying to do interpolation in a coastal area with data points in several rivers emptying into a bay and on opposite sides of peninsulas. I have created a coastline layer to use it as a barrier ...
elayne927's user avatar
  • 171
8 votes
3 answers
3k views

Backtransformation of kriging predictions and variances

I'm not sure how to back-transform log-normal kriged results. This example using the "meuse" data shows how to make variogram and use it to get kriging predictions (and variances) using the popular '...
ToNoY's user avatar
  • 573
7 votes
2 answers
5k views

How to calculate kriging weights?

In Esri's documentation on how to make a prediction in Kriging, I couldn't figure out the linkage between the semivariograms and the prediction process from reading the description therein: After ...
tinlyx's user avatar
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7 votes
2 answers
23k views

Performing Kriging in QGIS

Does anyone know how to perform kriging in QGIS? and not via SAGA but actually in the program itself.
C. Golani's user avatar
  • 181
6 votes
1 answer
2k views

How do I implement 'weighted' kriging in R? [closed]

I'm trying to interpolate the values of an attribute (called "disease_rate") that i've sampled at a set of spatial points and i'd like to add 'weights' to the resulting kriging estimates. Basically, ...
Alberto's user avatar
  • 101
5 votes
0 answers
536 views

Dealing with duplicate locations when kriging by replacing them with single location taking mean of duplicates using R [duplicate]

I understand that the existence of duplicate points (locations) when Kriging will result in a singular covariance matrix. The only way I've encountered people dealing with this is to keep the first of ...
Tom Newton's user avatar
5 votes
1 answer
1k views

Preparing dataset to perform co-kriging in R gstat?

This is the first time I'm using co-kriging in gstat. My problem is that I'm not sure how to prepare the data frame to supply to co-kriging when the variable of interest and auxiliary variables are ...
rm167's user avatar
  • 489
4 votes
1 answer
2k views

Keeping unchanged observed values after kriging interpolation

Is there a way to force kriging to keep unchanged measured values of observation points? For example: if the observed value of a location is 1, after the interpolation it could be 0.9 or even 0.5, ...
e-falcon's user avatar
4 votes
2 answers
5k views

Using kriging to extrapolate values outside of sampling polygon in ArcMap?

I have data points with values along 4 perpendicular transects. The kriging tool that I am currently using interpolates within the polygon created by the 4 transects, essentially a rectangle. I am ...
jcronin's user avatar
  • 71
2 votes
1 answer
1k views

Getting range value from exponential variogram model

I am using vgm() from the gstat library in R: variogr <-vgm(sill,"Exp",range=range,nugget=0) output <-krige(...,model=variogr) As you can see I'm using fixed psill and range values. Before ...
natario's user avatar
  • 217
2 votes
1 answer
989 views

Interpolation of categorical data from a polygon surface with gaps

I have built a vegetation map from a set of historical photographs from 1912. The photographs were taken from the ground (ridges and peaks of mountains), and I have developed a method of ...
ChrisStockdale's user avatar
1 vote
1 answer
666 views

Using kriging with data in GDB

I have series of data in my GDB I am running the program under VBA and what I want to do is using the data by the tool Kriging. This is what I thought: First, Kriging needs data that must be a ...
blueman010112's user avatar
1 vote
2 answers
4k views

Kriging using multiple spatial input variables and one spatial output (response) variable

I have a data table with the following columns in a CSV file. X Y Zinc L F C --- --- ----- -- --- ---- Of course, I can import the CSV file as a data frame a <- ...
Indian's user avatar
  • 328
1 vote
1 answer
6k views

Fit Variogram Iteration Warning

I would like to perform kriging using a variable call "Secchi.Disk" from a data set I have. However, when fitting the variogram I get the following warming message Warning message: In fit.variogram(v,...
Perro's user avatar
  • 339
0 votes
1 answer
1k views

Creating SpatialPolygons in R

I am trying to do kriging with my data. But there is a problem here. I want to use krige command in gstat package. But I do not have "Spatial object with prediction/simulation locations". How I can ...
mohammad gerami's user avatar
0 votes
1 answer
449 views

0........0.kriging error messages, grid file problem ? (automap, gstat)

I am trying to conduct kriging of variable called percent in South Africa. head(LL12) Location Longitude Latitude percent 1 L1 16.48476 -28.60737 1.0000000 2 L3 16....
Maria Eugenia D'Amato's user avatar