We present the development of ANISORROPIA, the discrete adjoint of the ISORROPIA thermodynamic equilibrium model that treats the Na+-SO42--HSO4--NH4+-NO3--Cl--H2O aerosol system, and we demonstrate its sensitivity analysis capabilities. ANISORROPIA calculates sensitivities of an inorganic species in aerosol or gas phase with respect to the total concentrations of each species present with less than a two-fold increase in computational time over the concentration calculations. Due to the highly nonlinear and discontinuous solution surface of ISORROPIA, evaluation of the adjoint required a new, complex-variable version of the model, which determines first-order sensitivities with machine precision and avoids cancellation errors arising from finite difference calculations. The adjoint is verified over an atmospherically relevant range of concentrations, temperature, and relative humidity. We apply ANISORROPIA to recent field campaign results from Atlanta, GA, USA, and Mexico City, Mexico, to characterize the inorganic aerosol sensitivities of these distinct urban air masses. The variability in the relationship between fine mode inorganic aerosol mass and precursor concentrations shown has important implications for air quality and climate.
ANISORROPIA: the adjoint of the aerosol thermodynamic model ISORROPIA
Creators
S. L. Capps - Georgia Institute of Technology
D. K. Henze - University of Colorado Boulder
A. Hakami - Carleton University
A. G. Russell - Georgia Institute of Technology
A. Nenes - Georgia Institute of Technology
Publication Details
Atmospheric chemistry and physics, v 12(1), pp 527-543
Publisher
Copernicus Gesellschaft Mbh
Number of pages
17
Grant note
RD-833866 / US EPA STAR; United States Environmental Protection Agency
American Petroleum Institute
National Sciences and Engineering Research Council of Canada; Natural Sciences and Engineering Research Council of Canada (NSERC)
NSF; National Science Foundation (NSF)
Georgia Tech Institute
ConocoPhillips Company
Eastman Chemical Summer Graduate Fellowship
NASA; National Aeronautics & Space Administration (NASA)
Resource Type
Journal article
Language
English
Academic Unit
Civil, Architectural, and Environmental Engineering
Web of Science ID
WOS:000300320200029
Scopus ID
2-s2.0-84855661489
Other Identifier
991019186780004721
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