Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
Comparison of inverse and data assimilation problems in the inverse modeling of atmospheric chemistry. / Penenko, Alexey V.; Konopleva, Viktoria; Penenko, Vladimir В.
Proceedings Volume 12341, 28th International Symposium on Atmospheric and Ocean Optics: Atmospheric Physics. Vol. 12341 SPIE-Intl Soc Optical Eng, 2022. p. 210 123416O.Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
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TY - CHAP
T1 - Comparison of inverse and data assimilation problems in the inverse modeling of atmospheric chemistry
AU - Penenko, Alexey V.
AU - Konopleva, Viktoria
AU - Penenko, Vladimir В.
N1 - Публикация для корректировки.
PY - 2022
Y1 - 2022
N2 - Data assimilation algorithms are an important part of modern air quality modeling techniques. To study the real-time operation mode features of the data assimilation algorithms we numerically compare its performance to the solution in the “inverse problem mode”, when the same set of data is available “at once”. The objective of the paper is to compare the gradient-based (variational) and derivative-free solvers in the data assimilation mode to the solution of the reference inverse problem of reconstructing unobservable chemical species concentrations for the atmospheric chemistry model with a derivative-free solver.
AB - Data assimilation algorithms are an important part of modern air quality modeling techniques. To study the real-time operation mode features of the data assimilation algorithms we numerically compare its performance to the solution in the “inverse problem mode”, when the same set of data is available “at once”. The objective of the paper is to compare the gradient-based (variational) and derivative-free solvers in the data assimilation mode to the solution of the reference inverse problem of reconstructing unobservable chemical species concentrations for the atmospheric chemistry model with a derivative-free solver.
UR - https://www.scopus.com/record/display.uri?eid=2-s2.0-85159690177&origin=inward&txGid=1106e6569a0f3abd88b8fcfec58d9316
UR - https://www.mendeley.com/catalogue/b8103f5b-8b47-3711-b8b3-b2a66f8eda57/
U2 - 10.1117/12.2644951
DO - 10.1117/12.2644951
M3 - Chapter
SN - 9781510657540
VL - 12341
SP - 210
BT - Proceedings Volume 12341, 28th International Symposium on Atmospheric and Ocean Optics: Atmospheric Physics
PB - SPIE-Intl Soc Optical Eng
ER -
ID: 55717288