A modified variational algorithm for data assimilation of measurements in models of transport of passive admixture

Authors

  • Kochergin V.S. Marine Hydrophysical Institute, Russian Academy of Science, Sevastopol, Российская Федерация
  • Kochergin S.V. Marine Hydrophysical Institute, Russian Academy of Science, Sevastopol, Российская Федерация

UDC

51.37

DOI:

https://doi.org/10.31429/vestnik-15-1-61-67

Abstract

In one-dimension transport model of passive admixture with the input parameters used in the model for the Azov sea is considered a modified variational algorithm for identifying the initial concentration fields of pollutants. The algorithm of data measurements assimilation based on the minimization of a quadratic coast functional of the prediction, characterizing deviation of the model solution from measurement data. Transport model of a passive admixture acts as limiters on variation of input parameters. The paper also compare the modified approach with the classical variational algorithm of identification of initial fields concentration. The field was found in good agreement with the known initial field as by location and total concentration of admixtures in the initial field. Modified assimilation algorithm of data measurement based on the evaluation method and the decision a series of adjoint tasks that can significantly reduce the processor time due to solving the problem of identification. This approach allows for the implementation of the algorithm in parallel. As a result of numerical experiments shown that the modified algorithm allows for more operational identify initial fields of concentration of pollutants. In General, numerical experiments have shown a reliable performance of the considered algorithms. The results can be used to solve various tasks of environmental directionally due to studying the effect of pollution sources of anthropogenic nature in the waters of the Azov and Black seas.

Keywords:

modified variational method, identification of input parameters, model of transport, passive admixture, spread of pollution, assimilation of measurement data

Acknowledgement

Работа выполнена в рамках государственного задания по теме 0827-2018-0004 "Комплексные междисциплинарные исследования океанологических процессов, определяющих функционирование и эволюцию экосистем прибрежных зон Черного и Азовского морей" (шифр "Прибрежные исследования").

Author Infos

Vladimir S. Kochergin

младший научный сотрудник отдела теории волн Морского гидрофизического института РАН

e-mail: vskocher@gmail.com

Sergey V. Kochergin

старший научный сотрудник, отдела морских информационных систем и технологий, Морского гидрофизического института РАН

e-mail: vskocher@gmail.com

References

  1. Kochergin, V.S. Determination of the passive admixture concentration field from the initial data on the basis of the solution of the conjugate problems. In: Ecological safety of coastal and shelf zones and integrated use of shelf resources. MGI NANU, Sevastopol, 2011, vol. 2, iss. 25, pp. 270-376. (In Russian)
  2. Marchuk, G.I. Mathematical modeling in the environmental problem. Nauka, Moscow, 1982. (In Russian)
  3. Ivanov, V.A., Fomin, V.V. Mathematical modeling of dynamic processes in the sea - land zone. EHKOSI-gidrofizika, Sevastopol, 2008. (In Russian)
  4. Kochergin, V.S., Kochergin, S.V. Identification of the source of pollution in the Kazantip Bay based on the application of the variational algorithm. Morskoj gidrofizicheskij zhurnal [Marine Hydrophysical Journal], 2015, no. 2, pp. 79-88. (In Russian)
  5. Kochergin, S.V., Kochergin, V.S., Fomin, V.V. Determination of the concentration of a passive admixture in the Azov Sea on the basis of solving a series of conjugate problems. In: Ecological safety of coastal and shelf zones and integrated use of shelf resources. MGI NANU, Sevastopol, 2012. vol. 2, iss. 26, pp. 112-118. (In Russian)
  6. Penenko, V.V. Methods of numerical modeling of atmospheric processes. Gidrometeoizdat, Lenigrad, 1981. (In Russian)

Issue

Section

Physics

Pages

61-67

Submitted

2018-01-24

Published

2018-03-19

How to Cite

Kochergin V.S., Kochergin S.V. A modified variational algorithm for data assimilation of measurements in models of transport of passive admixture. Ecological Bulletin of Research Centers of the Black Sea Economic Cooperation, 2018, vol. 15, no. 1, pp. 61-67. DOI: https://doi.org/10.31429/vestnik-15-1-61-67 (In Russian)