Landscape Metrics with R, SDMTools, ImageJ and Bio7
Want to share your content on R-bloggers? click here if you have a blog, or here if you don't.
01.02.2012
Landscape metrics were developed to analyze spatial patterns of landscapes (e.g. composition and spatial arrangement). In R it is possible to calculate these metrics with the “SDMTools” package. Bio7 offers an easy to use interface to R and ImageJ and can use these tools to simplify a workflow to analyze image data (e.g. vegetation data) with landscape metrics. A typical workflow would include to cluster available image data into different classes and then analyze the data with the available metrics.
In the video below a simple artificial example is given of the workflow in Bio7 with the help of ImageJ, R and the “SDMTools” package:
http://bio7.org/flash/landscape.htm
Beside this possibility it is also possible to calculate a subset of landscape metrics with a Java API available in Bio7 for simulation purposes.
Apropos:
Landscape metrics algorithms are quite similar to some algorithms which are default available in ImageJ and these measurements can maybe complement an analysis of landscape structures, see:
http://rsbweb.nih.gov/ij/docs/menus/analyze.html
http://bio7.org/flash/clusterParticles.htm
Be aware that it is of importance to define the neighborhood rule (e.g. 4- neighbor rule or 8-neighbor rule) beside several other aspects which have to be considered. For an overview about landscape analysis and landscape ecology follow the link to a literature database at the end of this post.
Related to this article:
Creating fractal categorical maps and images with Bio7
http://www.uni-bielefeld.de/biologie/Oekosystembiologie/bio7app/flashtut/fractalrandom.htm
Supervised classification of images with Bio7 and R
http://www.uni-bielefeld.de/biologie/Oekosystembiologie/bio7app/flashtut/supervisedimages.htm
SDMTools package
http://cran.r-project.org/web/packages/SDMTools/index.html
Literature (see Landscape Analysis – if you know good papers or books let me know!)
https://www.zotero.org/groups/ecological_modelling/items
R-bloggers.com offers daily e-mail updates about R news and tutorials about learning R and many other topics. Click here if you're looking to post or find an R/data-science job.
Want to share your content on R-bloggers? click here if you have a blog, or here if you don't.