Algorithm for vortices identification based on flow velocity vectors using the simplest mathematical model of vortex dynamics

Govorukhin V.N.
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An algorithm is proposed to identify parameters of a 2D vortex structure used on information about the flow velocity at a finite (small) set of reference points. The approach is based on using a set of point vortices as a model system and minimizing a functional that compares the model and known sets of velocity vectors in the space of model parameters. For numerical implementation, the method of gradient descent with step size control, approximation of derivatives by finite differences, and the analytical expression of the velocity field induced by the point vortex model are used. An experimental analysis of the operation of the algorithm on test flows is carried out: one and a system of several point vortices, a Rankine vortex, and a Lamb dipole. According to the velocity fields of test flows, the velocity vectors utilized for identification were arranged in a randomly distributed set of reference points (from 3 to 200 pieces). Using the computations, it was determined that: the algorithm converges to the minimum from a wide range of initial approximations; the algorithm converges in all cases when the reference points are located in areas where the streamlines of the test and model systems are topologically equivalent; if the streamlines of the systems are not topologically equivalent, then the percentage of successful calculations decreases, but convergence can also take place; when the method converges, the coordinates of the vortices of the model system are close to the centers of the vortices of the test configurations, and in many cases, the values of their circulations also; con-vergence depends more on location than on the number of vectors used for identification. The results of the study allow us to recommend the proposed algorithm for identifying 2D vortex structures whose streamlines are topologically close to systems of point vortices.

Keywords: vortex structures, identification algorithm, systems of point vortices, gradient descent method
Citation in English: Govorukhin V.N. Algorithm for vortices identification based on flow velocity vectors using the simplest mathematical model of vortex dynamics // Computer Research and Modeling, 2023, vol. 15, no. 6, pp. 1477-1493
Citation in English: Govorukhin V.N. Algorithm for vortices identification based on flow velocity vectors using the simplest mathematical model of vortex dynamics // Computer Research and Modeling, 2023, vol. 15, no. 6, pp. 1477-1493
DOI: 10.20537/2076-7633-2023-15-6-1477-1493
URL: http://crm-en.ics.org.ru/journal/article/3407/
Creative Commons License This work is licensed under a Creative Commons Attribution-NoDerivs 3.0 Unported License.

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