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Aerosol Science and Technology Volume 39, 2005 - Issue 8
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Original Articles

Inverse Modeling of Aerosol Dynamics Using Adjoints: Theoretical and Numerical Considerations

A. Sandu Department of Computer Science, Virginia Polytechnic Institute and State University, Blacksburg, Virginia, USA
,
W. Liao Department of Computer Science, Virginia Polytechnic Institute and State University, Blacksburg, Virginia, USA
,
G. R. Carmichael Center for Global and Regional Environmental Research, University of Iowa, Iowa City, Iowa, USA
,
D. K. Henze Department of Chemical Engineering, California Institute of Technology, Pasadena, California, USA
&
J. H. Seinfeld Department of Chemical Engineering, California Institute of Technology, Pasadena, California, USA
Pages 677-694 | Received 28 Jan 2005, Accepted 18 May 2005, Published online: 23 Feb 2007

Citations (26)

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Pablo Saide, Marc Bocquet, Axel Osses & Laura Gallardo. (2011) Constraining surface emissions of air pollutants using inverse modelling: method intercomparison and a new two-step two-scale regularization approach. Tellus B: Chemical and Physical Meteorology 63:3, pages 360-370.
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Michael Kahnert. (2009) On the observability of chemical and physical aerosol properties by optical observations: Inverse modelling with variational data assimilation. Tellus B: Chemical and Physical Meteorology 61:5, pages 747-755.
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M. Alonso & F. J. Alguacil. (2006) The Coagulation Equation Under Time Reversal. Aerosol Science and Technology 40:12, pages 1058-1063.
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Articles from other publishers (23)

Teemu Salminen, Kari E.J. Lehtinen & Aku Seppänen. (2023) Application of the finite element method to the multicomponent general dynamic equation of aerosols. Journal of Aerosol Science 174, pages 106260.
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Ting-Chi Wu, Milija Zupanski, Anton Kliewer, Lewis Grasso & Leah D. Grant. 2022. Data Assimilation for Atmospheric, Oceanic and Hydrologic Applications (Vol. IV). Data Assimilation for Atmospheric, Oceanic and Hydrologic Applications (Vol. IV) 465 505 .
Matthew Ozon, Dominik Stolzenburg, Lubna Dada, Aku Seppänen & Kari E. J. Lehtinen. (2021) Aerosol formation and growth rates from chamber experiments using Kalman smoothing. Atmospheric Chemistry and Physics 21:16, pages 12595-12611.
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Matthew Ozon, Aku Seppänen, Jari P. Kaipio & Kari E. J. Lehtinen. (2021) Retrieval of process rate parameters in the general dynamic equation for aerosols using Bayesian state estimation: BAYROSOL1.0. Geoscientific Model Development 14:6, pages 3715-3739.
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Cheng Chen, Oleg Dubovik, Daven K. Henze, Tatyana Lapyonak, Mian Chin, Fabrice Ducos, Pavel Litvinov, Xin Huang & Lei Li. (2018) Retrieval of desert dust and carbonaceous aerosol emissions over Africa from POLDER/PARASOL products generated by the GRASP algorithm. Atmospheric Chemistry and Physics 18:16, pages 12551-12580.
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Michael Kahnert & Emma Andersson. (2017) How much information do extinction and backscattering measurements contain about the chemical composition of atmospheric aerosol?. Atmospheric Chemistry and Physics 17:5, pages 3423-3444.
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Ning Li, Yongzhi Liu, Xianqing Lv, Jicai Zhang & Kai Fu. (2017) The High Order Conservative Method for the Parameters Estimation in a PM 2.5 Transport Adjoint Model . Advances in Meteorology 2017, pages 1-13.
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Daosheng Wang, Ning Li, Youli Shen & Xianqing Lv. (2016) The Parameters Estimation for a PM 2.5 Transport Model with the Adjoint Method . Advances in Meteorology 2016, pages 1-13.
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Matthew D. Turner, Daven K. Henze, Amir Hakami, Shunliu Zhao, Jaroslav Resler, Gregory R. Carmichael, Charles O. Stanier, Jaemeen Baek, Adrian Sandu, Armistead G. Russell, Athanasios Nenes, Gill-Ran Jeong, Shannon L. Capps, Peter B. Percell, Rob W. Pinder, Sergey L. Napelenok, Jesse O. Bash & Tianfeng Chai. (2015) Differences Between Magnitudes and Health Impacts of BC Emissions Across the United States Using 12 km Scale Seasonal Source Apportionment. Environmental Science & Technology 49:7, pages 4362-4371.
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V. A. Karydis, S. L. Capps, A. G. Russell & A. Nenes. (2012) Adjoint sensitivity of global cloud droplet number to aerosol and dynamical parameters. Atmospheric Chemistry and Physics 12:19, pages 9041-9055.
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Michael Gröschel, Richard Körmer, Maximilian Walther, Günter Leugering & Wolfgang Peukert. (2012) Process control strategies for the gas phase synthesis of silicon nanoparticles. Chemical Engineering Science 73, pages 181-194.
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S. L. Capps, D. K. Henze, A. Hakami, A. G. Russell & A. Nenes. (2012) ANISORROPIA: the adjoint of the aerosol thermodynamic model ISORROPIA. Atmospheric Chemistry and Physics 12:1, pages 527-543.
Crossref
Michael Gröschel, Günter Leugering & Wolfgang Peukert. 2012. Constrained Optimization and Optimal Control for Partial Differential Equations. Constrained Optimization and Optimal Control for Partial Differential Equations 541 559 .
Adrian Sandu & Tianfeng Chai. (2011) Chemical Data Assimilation—An Overview. Atmosphere 2:3, pages 426-463.
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N. Huneeus, O. Boucher & F. Chevallier. (2009) Simplified aerosol modeling for variational data assimilation. Geoscientific Model Development 2:2, pages 213-229.
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D. K. Henze, J. H. Seinfeld & D. T. Shindell. (2009) Inverse modeling and mapping US air quality influences of inorganic PM<sub>2.5</sub> precursor emissions using the adjoint of GEOS-Chem. Atmospheric Chemistry and Physics 9:16, pages 5877-5903.
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T. Viskari, H. Järvinen, T. Anttila, V.-M. Kerminen, K.E.J. Lehtinen, H. Korhonen, S.-L. Sihto & M. Kulmala. (2008) Duration of tangent-linear regime in sectional multi-component aerosol dynamics. Journal of Aerosol Science 39:8, pages 723-736.
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Trent Russi, Andrew Packard, Ryan Feeley & Michael Frenklach. (2008) Sensitivity Analysis of Uncertainty in Model Prediction. The Journal of Physical Chemistry A 112:12, pages 2579-2588.
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Gregory R. Carmichael, Adrian Sandu, Tianfeng Chai, Dacian N. Daescu, Emil M. Constantinescu & Youhua Tang. (2008) Predicting air quality: Improvements through advanced methods to integrate models and measurements. Journal of Computational Physics 227:7, pages 3540-3571.
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Laurent Menut, Gilles Forêt & Gilles Bergametti. (2007) Sensitivity of mineral dust concentrations to the model size distribution accuracy. Journal of Geophysical Research: Atmospheres 112:D10.
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D. K. Henze, A. Hakami & J. H. Seinfeld. (2007) Development of the adjoint of GEOS-Chem. Atmospheric Chemistry and Physics 7:9, pages 2413-2433.
Crossref
B. Verheggen & M. Mozurkewich. (2006) An inverse modeling procedure to determine particle growth and nucleation rates from measured aerosol size distributions. Atmospheric Chemistry and Physics 6:10, pages 2927-2942.
Crossref
A. Sandu, W. Liao, G. R. Carmichael, D. Henze, J. H. Seinfeld, T. Chai & D. Daescu. 2004. Computational Science - ICCS 2004. Computational Science - ICCS 2004 709 716 .

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