Scientific
Tree Biomass Challenge
Understanding the total amount of biomass (the total mass of all individuals) in
forests is important for understanding the global carbon budget and how the
earth will respond to increases in carbon dioxide emissions. Measuring the mass
of entire trees is difficult, and it’s pretty much impossible to weigh an entire
forest even if we were willing to clear cut a forest for science, but
fortunately we can estimate the mass of a tree based on its diameter.
There are lots of equations for estimating the mass of a tree from its diameter,
but one good option is the equation M = 0.124 * D2.53, where M is measured in
kg of dry (above-ground) biomass and D is in cm d.b.h. (Brown 1997). We’re going
to estimate the total tree biomass for trees in a 96 hectare area of the Western
Ghats in India.
- Write a function that takes a vector of tree diameters as an argument and
returns a vector of tree masses.
- The raw data
is available on Ecological Archives, but
unfortunately due to poor database structure using all of the trees would be
a hassle. You could try to solve this problem yourself, but it turns out
that someone else has already solved it for you. Install the
EcoData Retriever and use it to download and
cleanup this data automatically (using the command line interface the
command would be
retriever install csv Ramesh2010
and the data will be
stored in Ramesh2010-macroplots.csv
) and import it into R.
- If you look at the file or the
metadata
carefully you’ll notice that the data is actually in girth (i.e.,
circumference, which is equal to pi * diameter) rather than
diameter. Write a function to take an vector of circumferences as an
argument and returns an vector of diameters.
- Use the two functions you’ve written to estimate the total biomass
(i.e., the sum of the masses) of trees in this dataset and print the
result to the screen.
[click here for output]