Methods for Studying the Sensitivity of Air Quality Models and Inverse Problems of Geophysical Hydrothermodynamics
- Authors: Penenko V.V.1,2, Penenko A.V.1,2, Tsvetova E.A.1, Gochakov A.V.3
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Affiliations:
- Institute of Computational Mathematics and Mathematical Geophysics, Siberian Branch
- Novosibirsk State University
- Siberian Regional Hydrometeorological Research Institute
- Issue: Vol 60, No 2 (2019)
- Pages: 392-399
- Section: Article
- URL: https://journals.rcsi.science/0021-8944/article/view/161511
- DOI: https://doi.org/10.1134/S0021894419020202
- ID: 161511
Cite item
Abstract
Variational approach and sensitivity theory methods are used to construct algorithms for solving the problems of environmental forecast and design. When studying the behavior of the model in the parameter space, sensitivity functions are calculated as partial derivatives of the target functionals with respect to the model parameters. The sensitivity functions are used to investigate the properties of mathematical models and solve inverse problems. Using the proposed approach, which involves a model of air quality of the Novosibirsk agglomeration and an algorithm based on an ensemble of sensitivity functions, the inverse problem of estimating the position and intensity of pollution sources is solved.
About the authors
V. V. Penenko
Institute of Computational Mathematics and Mathematical Geophysics, Siberian Branch; Novosibirsk State University
Author for correspondence.
Email: penenko@sscc.ru
Russian Federation, Novosibirsk, 630090; Novosibirsk, 630090
A. V. Penenko
Institute of Computational Mathematics and Mathematical Geophysics, Siberian Branch; Novosibirsk State University
Author for correspondence.
Email: a.penenko@yandex.ru
Russian Federation, Novosibirsk, 630090; Novosibirsk, 630090
E. A. Tsvetova
Institute of Computational Mathematics and Mathematical Geophysics, Siberian Branch
Author for correspondence.
Email: e.tsvetova@ommgp.sscc.ru
Russian Federation, Novosibirsk, 630090
A. V. Gochakov
Siberian Regional Hydrometeorological Research Institute
Author for correspondence.
Email: gochakov@sibnigmi.ru
Russian Federation, Novosibirsk, 630099
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