Computational Aspects of Data Assimilation for Aerosol Dynamics

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Abstract

In this paper we discuss the algorithmic tools needed for data assimilation for aerosol dynamics. Continuous and discrete adjoints of the aerosol dynamic equation are considered, as well as sensitivity coefficients with respect to the coagulation kernel, the growth rate, and emission and deposition coefficients. Numerical experiments performed in the twin experiment framework for a single component model problem show that initial distributions and the dynamic parameters can be recovered from time series of observations of particle size distributions. © Springer-Verlag 2004.

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APA

Sandu, A., Liao, W., Carmichael, G. R., Henze, D., Seinfeld, J. H., Chai, T., & Daescu, D. (2004). Computational Aspects of Data Assimilation for Aerosol Dynamics. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 3038, 709–716. https://doi.org/10.1007/978-3-540-24688-6_92

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