Warming, Cooling,
and Urban Ozone Pollution
Part 5: Ozone
Pollution in Atlanta
We suppose that y = y(t)
is the concentration of ozone in parts per million by volume (ppmv), where
t is measured in years. Our simulated measurements are taken at
a fixed location in Atlanta on the same summer afternoon each year for
a decade. We will explore whether the data fit a model of the form
dy/dt = - k (y
- b) = - ky + kb
by using symmetric difference
quotients to estimate the derivative. If we find the relationship between
rate and concentration is linear, then the slope of the line is the negative
of k, and b is the y-intercept divided by k. Thus,
we can infer the "natural" level of ozone. And, once we know
k and b, we can fit a solution function,
y = b + (y0
- b) e-kt,
from which we can answer
such questions as how much AHCs have to be reduced to meet the NAAQS standard.
- Enter and plot the ozone
concentration data. Does the plot look like exponential decay?
- Compute the slope estimates
as symmetric difference quotients. Plot the slopes against the ozone concentrations.
Does the relationship appear to be linear?
- Rather than compute a slope
and a y-intercept directly from the data, we will use the built-in least
squares fitting routine. Do this now, and use the result to calculate k
and b.
- Enter in your worksheeet
a formula for y as a function of t. Plot this model function,
and overlay the plot on the plot of the concentration data. How well does
it fit?
- What portion of the original
0.15 ppmv concentration of ozone is attributable to NHCs?
- Over the 10 years of the
study, AHCs were reduced by 30% -- which would have been sufficient to
bring Atlanta into compliance with NAAQS if NHCs were not a contributing
factor. Assuming no change in levels of nitrogen oxides, and assuming ozone
production responds linearly to reduction in AHCs, how much would AHCs
have to be reduced to bring Atlanta into compliance with the 0.12 ppmv
standard?
Send comments to the
authors <modules at math.duke.edu>
Last modified: October 21,
1997