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Computational Aspects of Data Assimilation for Aerosol Dynamics

Authors :
John H. Seinfeld
Tianfeng Chai
Daven K. Henze
Adrian Sandu
Dacian N. Daescu
Wenyuan Liao
Gregory R. Carmichael
Source :
Computational Science-ICCS 2004 ISBN: 9783540221166, International Conference on Computational Science
Publication Year :
2004
Publisher :
Springer Berlin Heidelberg, 2004.

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.

Details

ISBN :
978-3-540-22116-6
ISBNs :
9783540221166
Database :
OpenAIRE
Journal :
Computational Science-ICCS 2004 ISBN: 9783540221166, International Conference on Computational Science
Accession number :
edsair.doi...........acc72c5638955b1babe344be1c2d000b
Full Text :
https://doi.org/10.1007/978-3-540-24688-6_92