Variational procedures for estimating the power of pollution sources in the passive admixture transfer model
UDC
51.37DOI:
https://doi.org/10.31429/vestnik-21-3-26-31Abstract
The paper considers variational algorithms for identifying capacities for a number of sources of constant power based on admixture concentration measurements at a finite time. In the process of implementing, the variational assimilation procedure, the main, conjugate and task in variations is solved. The search for the desired parameters is carried out iteratively. When implementing the filtering algorithm, the estimation method, the dual representation of the functional, the transformation of plane rotations of the redefined system of equations are used to construct an algebraic system of equations, which allows filtering data and finding the desired values of the source capacities. In this paper, an algorithm is proposed for searching for the power values of several sources by assimilating measurement data on the admixture concentration. When implementing a variation procedure, the integration of the main, conjugate tasks and tasks in variations is performed. The latter is necessary to find an iterative parameter in the process of gradient descent. An algorithm based on the application of the estimation method and a variational algorithm for filtering measurement data is presented. The latter is based on the use of the procedure of plane rotations of the original redefined system of equations and the minimization of a special kind of functional. An essential point in the construction of the algorithm is the linearity of the transfer equation, which allows us to consider its solution as the sum of solutions when specifying single point sources. Thus, to solve the problem of identifying the power of a number of sources, it is proposed, to use variational assimilation procedures based on solving related problems and minimizing the corresponding prediction quality functionals. In addition, an algorithm based on a variational filtering procedure for systems of linear algebraic equations is presented, which are based on the estimation method and solving a series of corresponding conjugate problems. The results can be used to solve various environmental problems in the waters of the Azov and Black Seas.
Keywords:
concentration of suspended matter, variational algorithm, assimilation, adjoint problem, variational filtrationAcknowledgement
References
- Blumberg, A.F., Mellor, G.L., A description of the three-dimensional coastal ocean circulation model. Three-dimensional coastal ocean models. Am. Geoph. Union., 1987, vol. 4, pp. 1–16.
- Фомин, В.В., Численная модель циркуляции вод Азовкого моря. Научные труды УкрНИГМИ, 2002, вып. 249, с. 246–255. [Fomin, V.V., Numerical model of water circulation in the Sea of Azov. Nauchnye trudy UkrNIGMI = Scientific works of the Ukrainian Hydrometeorological Institute, 2002, issue 249, pp. 246–255. (in Russian)]
- Иванов, В.А., Фомин, В.В., Математическое моделирование динамических процессов в зоне море – суша. Севастополь, ЭКОСИ-гидрофизика, 2008. [Ivanov, V.A., Fomin, V.V., Matematicheskoe modelirovanie dinamicheskikh protsessov v zone more – susha = Mathematical modeling of dynamic processes in the sea-land zone. Sevastopol, EKOSI-hydrophysics, 2008. (in Russian)]
- Марчук, Г.И., Математическое моделирование в проблеме окружающей среды. Москва, Наука, 1982. [Marchuk, G.I., Matematicheskoe modelirovanie v probleme okruzhayushchey sredy = Mathematical modeling in the problem of the environment. Moscow, Nauka, 1982. (in Russian)]
- Marchuk, G.I., Penenko, V.V., Application of optimization methods to the problem of mathematical simulation of atmospheric processes and environment. In: Marchuk, G.I. (eds), Modelling and Optimization of Complex System. Lecture Notes in Control and Information Sciences, 1979, vol. 18. Springer, Berlin, Heidelberg. DOI: 10.1007/BFb0004167
- Marchuk, G.I., Agoskov, V.I., Shutyaev, V.P., Adjoint Equations and Perturbation Algorithms in Nonlinear Problems. New York, CRC Press, 1996.
- Shutyaev, V. P., Le Dimet, F.-X., Parmuzin, E., Sensitivity analysis with respect to observations in variational data assimilation for parameter estimation. Nonlinear Processes in Geophysics, 2018, vol. 25, iss. 2, pp. 429–439. DOI: 10.5194/npg-25-429-2018
- Shutyaev, V.P., Methods for Observation Data Assimilation in Problems of Physics of Atmosphere and Ocean. Izvestiya Atmospheric and Oceanic Physics, 2019, vol. 55, pp. 17–31. DOI: 10.1134/S0001433819010080
- Shutyaev V.P., Le Dimet F.-X., Agoshkov V.I., Parmuzin E.I., Sensitivity of functionals in problems of variational assimilation of observational data. Izvestiya Atmospheric and Oceanic Physics, 2015, vol. 51, iss. 3, pp. 342–350. DOI: 10.1134/S0001433815030111
- Zalesny V.B., Agoshkov V.I., Shutyaev V.P., Le Dimet, F., Ivchenko V.O., Numerical modeling of ocean hydrodynamics with variational assimilation of observational data. Izvestiya Atmospheric and Oceanic Physics, 2016, vol. 52, iss. 4, pp. 431–442. DOI: 10.1134/S0001433816040137
- Shutyaev, V.P., Parmuzin, E.I., Sensitivity of functionals to observation data in a variational assimilation problem for a sea thermodynamics model. Numer. Analys. Appl., 2019, vol. 12, pp. 191–201. DOI: 10.1134/S1995423919020083
- Кочергин, В.С., Кочергин, С.В., Идентификация мощности источника загрязнения в Казантипском заливе на основе применения вариационного алгоритма. Морской гидрофизический журнал, 2015, № 2, с. 79–88. [Kochergin, V.S., Kochergin, S.V., Identification of a pollution source power in the kazantip bay applying the variation algorithm. Physical Oceanography, 2015, vol. 2, pp. 69-76. DOI: 10.22449/1573-160X-2015-2-69-76] DOI: 10.22449/0233-7584-2015-2-79-88
- Кочергин, В.С., Кочергин, С.В., Использование вариационных принципов и решения сопряженной задачи при идентификации входных параметров модели переноса пассивной примеси. Экологическая безопасность прибрежной и шельфовой зон и комплексное использование ресурсов шельфа, 2010, вып. 22, с. 240–244. [Kochergin, V.S., Kochergin, S.V., Using variational principles and solving the conjugate problem in identifying input parameters of the passive impurity transfer model. Ekologicheskaya bezopasnost' pribrezhnoy i shel'fovoy zon i kompleksnoe ispol'zovanie resursov shel'fa = Environmental safety of coastal and shelf zones and integrated use of shelf resources, 2010, iss. 22, pp. 240–244. (in Russian)]
- Кочергин, В.С., Определение поля концентрации пассивной примеси по начальным данным на основе решения сопряженных задач уравнений. Экологическая безопасность прибрежной и шельфовой зон и комплексное использование ресурсов шельфа, 2011, вып. 25, т. 2, с. 270–276. [Kochergin, V.S., Determination of the field of concentration of a passive impurity based on initial data based on solving conjugate problems of equations. Ekologicheskaya bezopasnost' pribrezhnoy i shel'fovoy zon i kompleksnoe ispol'zovanie resursov shel'fa = Environmental safety of coastal and shelf zones and integrated use of shelf resources, 2011, iss. 25, vol. 2, pp. 270–276. (in Russian)]
- Страхов, В.Н., Метод фильтрации систем линейных алгебраических уравнений –- основа для решения линейных задач гравиметрии магнитометрии. Докл. АН СССР, 1991, т. 320, № 3, с. 595–599. [Strakhov, V.N., Method of filtration of linear algebraic systems equations – the basis for solving linear gravimetry problems of magnetometry. Dokl. USSR Academy of Sciences, 1991, vol. 320, no. 3, pp. 595–599. (in Russian)]
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