# Options for creating polygonal crown maps

## Issues with mcws

Although the mcws function computes crown maps as a raster, many users find that having crowns as polygons is more useful for analytical purposes. Therefore, a format argument was added which, when set to format = "polygons", makes the function convert the raster map to a set of polygons. As an added benefit, the function also carries over the attributes of the treetops argument into the newly created polygons, i.e.: if an input treetop has a height field associated with it, its corresponding crown polygon will also have that same value. The mcws function also computes the crowns’ horizontal area, which is stored in the output’s crownArea field.

However, the underlying function used to convert rasters to polygons is rasterToPolygons, from the raster package. This function is problematic due to its slow processing speed and its tendency to leak memory when applied to multiple datasets.

## Using the GDAL library instead

An alternative option is available for users who have installed OSGeo for Windows. OSGeo4W is a suite of free open source geospatial software, such as GDAL, GRASS and QGIS. In particular, it contains the gdal_polygonize.py GDAL utility, which performs the same function as rasterToPolygons but with a much better performance.

John Baumgartner and Francisco Rodriguez-Sanchez developed a script to run the gdal_polygonize.py utility from R. This solution has been integrated into the mcws function.

## Installation

First, ensure that the APfun library (on which the ForestTools is dependant) is up-to-date (it should be version 0.1.1 at a minimum).

update.packages()

packageVersion("APfun")

The GDAL utility requires three things to be installed:

• The OSGeo4W Shell
• Python
• The GDAL/OGR Python bindings and scripts

Selecting Express Desktop Install is recommended, and will install the standard suite of OSGeo software (including everything needed here). However, to select only the required components for running gdal_polygonize.py utility, follow these steps:

2. Go through the next six menus, selecting whichever installation options are appropriate for your system.
3. Once you reach the Select Packages menu, open the Libs dropdown category.

1. Scroll down and select the gdal-python: The GDAL/OGR Python Bindings and Scripts package.

1. Click Next. The next menu will display other packages that must be installed along with gdal-python. Accept these and continue with the installation.

## Usage

Once OSGeo4W has been installed, the only new argument that must be defined when using mcws is OSGeoPath, the path to the OSGeo4W installation directory. By default, the path for the 64-bit version of OSGeo4W is ‘C:\OSGeo4W64’. Simply add this parameter to mcws, and the function will use the GDAL library for computing crown polygons.

This should significantly improve processing speeds and resolve memory leak issues from earlier version.

library(ForestTools)

data("kootenayCHM")
data("kootenayTrees")

kootenayCrowns <- mcws(kootenayTrees, kootenayCHM, minHeight = 1.5, format = "polygons", OSGeoPath = "C:\\OSGeo4W64")