The Red and
the Gray (Squirrels)
(Adapted
from Mooney and Swift, A Course In
Mathematical Modeling.)
Background
The
American gray squirrel (Sciurus
carolinensis Gmelin) was introduced in Great Britain by a series of
releases from various sites starting in the late nineteenth century. In 1876, the first gray squirrels were
imported from North America, and have subsequently spread throughout England
and Wales, as well as parts of Scotland and Ireland.
Simultaneously,
the native red squirrel (Sciurus vulgaris
L.), considered the endemic subspecies, has disappeared from most of the
areas colonized by gray squirrels.
Originally, the red squirrel was distributed throughout Europe and
eastward to northern China, Korea, and parts of the Japanese archipelago. During the last century, the red squirrel
has consistently declined, becoming extinct in many areas of England and Wales,
so that it is now confined almost solely to Northern England and Scotland. A few isolated red squirrel populations
exist on offshore islands in southern England and mountainous Wales.
The
introduction of the American gray squirrel continued until the early 1920's, by
which time the gray squirrels had rapidly spread throughout England. By 1930 it was apparent that the gray
squirrel was a pest in deciduous forests, and control measures were
attempted. Once the pest status of the
gray squirrel was recognized, national distribution surveys were
undertaken. The resulting distribution
maps clearly showed the tendency for the red squirrel to be lost from areas
that had been colonized by the gray squirrel during the preceding 15 to 20
years.
Since
1973, an annual questionnaire has been circulated to foresters by the British
Forestry Commission. The questionnaire
concerns the presence or absence of the two squirrel species. It also includes questions on the changes of
squirrel abundance, details of tree damage, squirrel control measures, and the
number of squirrels killed. Using the
data collected by the Forestry Commission, we wish to construct a model to
predict the trends in the distribution of both species of squirrels in Great
Britain.
(from A Course In Mathematical Modeling, pp.
127-128)
Data
We
will use data extracted by Usher et. al. [UCB] from the distribution maps
compiled by the Forestry Commission.
Each 10 km square region (100 sq. km.) was classified into one of four
states:
R: only red squirrels recorded in that year
G: only gray squirrels recorded in that year
B: both species of squirrels recorded in that
year
N:
neither species of squirrels recorded
in that year
Notice
that we are not counting the number of squirrels, just the number of regions in
which they were sighted. For each pair
of years, from 1973-74 to 1987-88, each region was allocated to one of 16 classes
depending on its state in each year, e.g., R®R, G®R, B®N, R®N,
etc. The table below summarizes these
transition counts.
|
|
R |
G |
B |
N |
|
R |
2529 |
35 |
257 |
5 |
|
G |
61 |
733 |
20 |
91 |
|
B |
282 |
25 |
4311 |
335 |
|
N |
3 |
123 |
310 |
5930 |
Problems
1.
Compute
the matrix of transition probabilities, T. I.e., compute the percentage of regions in state R,
for example, which were in each of the other states the following year. Be careful when rounding - you must make
sure that the entries in each column add up to 1 (Why?).
2.
Write
down the system of linear equations giving the number of regions with only red
squirrels, only gray squirrels, both and neither in a given year in terms of
the numbers of each type of region in the previous year. I.e., if r(t),
g(t), b(t) and n(t) are the
number of regions of each type in year t,
find an equation for each of these in terms of r(t-1), g(t-1), b(t-1) and n(t-1).
3.
The
transition matrix for n time steps
(years) is just Tn. Compute this matrix for n = 2, 10, 50, 100, 200, 500.
Interpret your results.
4.
Make
up three different initial distributions of the regions (i.e. the percentage of
regions which fall into each state R, G,
B, and N). In each case, what will the distribution be
after 2, 10, 50, 100, 200, and 500 years?
Interpret your results.
5.
What
can you conclude about the long-term behavior of the squirrel population in
Great Britain? Are the red squirrels in
danger of extinction?
References
[UCB] M. Usher, T. Crawford, and J. Bunwell. "An American Invasion of Great
Britain: The case of native and alien
squirrel species." Conservation Biology, vol. 6, no. 1, pp.
108-115, 1992
Graded out of 35 points