Yj. Yang et al., FAST, DIRECT SENSITIVITY ANALYSIS OF MULTIDIMENSIONAL PHOTOCHEMICAL MODELS, Environmental science & technology, 31(10), 1997, pp. 2859-2868
Sensitivity analysis is a powerful tool for understanding the response
of an environmental system (e.g., air quality) or model of that syste
m to both inputs and system parameters. A fast, formal sensitivity ana
lysis method was developed for application to multidimensional, chemic
ally-active environmental models. The technique was then implemented i
n a three-dimensional air quality model and applied to the South Coast
Air Basin (SoCAB) of California. Using direct derivatives of the equa
tions governing the evolution of species concentrations, the local sen
sitivities to a variety of model parameters (e.g., rate constants, dry
deposition velocities, wind speed) and inputs (e.g., initial concentr
ations, ground-level emissions, wind speed) are computed simultaneousl
y. Since the equations governing sensitivity coefficients have a struc
ture similar to that of the pollutant concentrations, the implementati
on using this technique is straightforward and computationally efficie
nt.