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Modeling of a Crisis in the Biophysical Process by the Method of Predicative Hybrid Structures

Crisis processes of biosystems often develop according to scenarios of rapid collapse, which cannot be predicted by statistical methods. This paper develops a method for constructing hybrid computational models using event-hierarchy representation for biophysical processes. System events calculated...

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Autor principal: Perevaryukha, A. Y.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Pleiades Publishing 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9648447/
http://dx.doi.org/10.1134/S1063784222070088
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author Perevaryukha, A. Y.
author_facet Perevaryukha, A. Y.
author_sort Perevaryukha, A. Y.
collection PubMed
description Crisis processes of biosystems often develop according to scenarios of rapid collapse, which cannot be predicted by statistical methods. This paper develops a method for constructing hybrid computational models using event-hierarchy representation for biophysical processes. System events calculated by the algorithm change the order of calculation of equations according to a given set of rules. The rules of physically conditioned redefinition of the right-hand sides of differential equations are used. The predicates employ the calculations of a group of accompanying characteristics, which are an integral part of the controlled biophysical dynamics. The model is investigated by presenting a computational scenario with a set of parameters, initial values, and an algorithm for making decisions about changing the impact for discrete time. Using computational experiments, a real outcome scenario for a situation that leads to the collapse of a biophysical system at a controlled level of exposure is described. The scenario sets the logic for making control decisions to change the level of external pressure on the natural environment. It is shown as a result of modeling that the transition of the process to an oscillatory mode leads to the choice of a risky control mode. It has been established that the dynamics of many real water populations has a point of threshold reduction in the efficiency of replenishment of stocks. The model scenario uses transformations of the phase portrait of iterations, which, in the presence of disconnected boundaries of the areas of attraction of alternative attractors and a strange chaotic repeller, lead to the uncertainty effects arising due to chaotic modes in a deterministic model. The properties of the described model scenario with a chaotic regime of dynamics are confirmed by the example of the catch of oceanic species of crustaceans.
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spelling pubmed-96484472022-11-14 Modeling of a Crisis in the Biophysical Process by the Method of Predicative Hybrid Structures Perevaryukha, A. Y. Tech. Phys. Article Crisis processes of biosystems often develop according to scenarios of rapid collapse, which cannot be predicted by statistical methods. This paper develops a method for constructing hybrid computational models using event-hierarchy representation for biophysical processes. System events calculated by the algorithm change the order of calculation of equations according to a given set of rules. The rules of physically conditioned redefinition of the right-hand sides of differential equations are used. The predicates employ the calculations of a group of accompanying characteristics, which are an integral part of the controlled biophysical dynamics. The model is investigated by presenting a computational scenario with a set of parameters, initial values, and an algorithm for making decisions about changing the impact for discrete time. Using computational experiments, a real outcome scenario for a situation that leads to the collapse of a biophysical system at a controlled level of exposure is described. The scenario sets the logic for making control decisions to change the level of external pressure on the natural environment. It is shown as a result of modeling that the transition of the process to an oscillatory mode leads to the choice of a risky control mode. It has been established that the dynamics of many real water populations has a point of threshold reduction in the efficiency of replenishment of stocks. The model scenario uses transformations of the phase portrait of iterations, which, in the presence of disconnected boundaries of the areas of attraction of alternative attractors and a strange chaotic repeller, lead to the uncertainty effects arising due to chaotic modes in a deterministic model. The properties of the described model scenario with a chaotic regime of dynamics are confirmed by the example of the catch of oceanic species of crustaceans. Pleiades Publishing 2022-11-10 2022 /pmc/articles/PMC9648447/ http://dx.doi.org/10.1134/S1063784222070088 Text en © Pleiades Publishing, Ltd. 2022, ISSN 1063-7842, Technical Physics, 2022, Vol. 67, No. 6, pp. 523–532. © Pleiades Publishing, Ltd., 2022.ISSN 1063-7842, Technical Physics, 2022. © Pleiades Publishing, Ltd., 2022.Russian Text © The Author(s), 2021, published in Problemy Mekhaniki i Upravleniya. Nelineinye Dinamicheskie Sistemy, 2021, No. 53, pp. 51–57. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Perevaryukha, A. Y.
Modeling of a Crisis in the Biophysical Process by the Method of Predicative Hybrid Structures
title Modeling of a Crisis in the Biophysical Process by the Method of Predicative Hybrid Structures
title_full Modeling of a Crisis in the Biophysical Process by the Method of Predicative Hybrid Structures
title_fullStr Modeling of a Crisis in the Biophysical Process by the Method of Predicative Hybrid Structures
title_full_unstemmed Modeling of a Crisis in the Biophysical Process by the Method of Predicative Hybrid Structures
title_short Modeling of a Crisis in the Biophysical Process by the Method of Predicative Hybrid Structures
title_sort modeling of a crisis in the biophysical process by the method of predicative hybrid structures
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9648447/
http://dx.doi.org/10.1134/S1063784222070088
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