BibTeX
@ARTICLE{
         Carmichael1997Saf,
       title = "Sensitivity analysis for atmospheric chemistry models via automatic differentiation",
       journal = "Atmospheric Environment",
       volume = "31",
       number = "3",
       pages = "475--489",
       year = "1997",
       issn = "1352-2310",
       doi = "10.1016/S1352-2310(96)00168-9",
       author = "Gregory R. Carmichael and Adrian Sandu and Florian A. Potra",
       abstract = "Automatic differentiation techniques are introduced and applied in the sensitivity
         analysis of atmospheric chemistry studies. Specifically, ADIFOR software is used to calculate the
         sensitivity of ozone with respect to all initial concentrations (of 84 species) and all reaction
         rate constants (178 chemical reactions, for six different chemical regimes, varying from the marine
         boundary layer to continental boundary layers with and without isoprene, to the upper troposphere,
         including plumes with and without non-methane hydrocarbons. Numerical aspects of the application of
         ADIFOR are also presented. Automatic differentiation is shown to be a powerful tool for the
         application of sensitivity analysis to atmospheric chemistry problems.",
       ad_area = "Atmospheric Chemistry",
       ad_tools = "ADIFOR"
}