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Identification of an object model in the presence of unknown disturbances with a wide frequency range based on the transition to signal increments and data sampling
Computer Research and Modeling, 2024, v. 16, no. 2, pp. 315-337The work is devoted to the problem of creating a model with stationary parameters using historical data under conditions of unknown disturbances. The case is considered when a representative sample of object states can be formed using historical data accumulated only over a significant period of time. It is assumed that unknown disturbances can act in a wide frequency range and may have low-frequency and trend components. In such a situation, including data from different time periods in the sample can lead to inconsistencies and greatly reduce the accuracy of the model. The paper provides an overview of approaches and methods for data harmonization. In this case, the main attention is paid to data sampling. An assessment is made of the applicability of various data sampling options as a tool for reducing the level of uncertainty. We propose a method for identifying a self-leveling object model using data accumulated over a significant period of time under conditions of unknown disturbances with a wide frequency range. The method is focused on creating a model with stationary parameters that does not require periodic reconfiguration to new conditions. The method is based on the combined use of sampling and presentation of data from individual periods of time in the form of increments relative to the initial point in time for the period. This makes it possible to reduce the number of parameters that characterize unknown disturbances with a minimum of assumptions that limit the application of the method. As a result, the dimensionality of the search problem is reduced and the computational costs associated with setting up the model are minimized. It is possible to configure both linear and, in some cases, nonlinear models. The method was used to develop a model of closed cooling of steel on a unit for continuous hot-dip galvanizing of steel strip. The model can be used for predictive control of thermal processes and for selecting strip speed. It is shown that the method makes it possible to develop a model of thermal processes from a closed cooling section under conditions of unknown disturbances, including low-frequency components.
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Models of plant succession and soil dynamics at climate changes
Computer Research and Modeling, 2009, v. 1, no. 4, pp. 405-413Main theoretical considerations of dynamical changes of forest vegetation are discussed. It is shown that vegetation dynamics (succession) and soil dynamics are linked, and common dynamics is a result of biological turnover of nutrition elements. Main modelling approaches are examined and unsolved problems are formulated. An example of computer experiment on comparison of forest growth at stationary and global warming scenario is considered.
Keywords: succession, soil dynamics.Views (last year): 2. Citations: 9 (RSCI). -
Mathematical model of shear stress flows in the vein in the presence of obliterating thrombus
Computer Research and Modeling, 2010, v. 2, no. 2, pp. 169-182Views (last year): 1.In this paper a numerical model for blood flow through a venous bifurcation with an obliterating clot is investigated. We studied propagation of perturbations of blood flow velocity and perturbations of pressure inside the vein. The model is built in acoustic (linear) approximation. Computational results reveal conditions for clot resonance oscillation, which can cause its detachment and thromboembolism.
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Building a high-performance computing system for simulation of gas dynamics
Computer Research and Modeling, 2010, v. 2, no. 3, pp. 309-317Views (last year): 5. Citations: 6 (RSCI).The aim of research is to develop software system for solving gas dynamic problem in multiply connected integration domains of regular shape by high-performance computing system. Comparison of the various technologies of parallel computing has been done. The program complex is implemented using multithreaded parallel systems to organize both multi-core and massively parallel calculation. The comparison of numerical results with known model problems solutions has been done. Research of performance of different computing platforms has been done.
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Моделирование течения в гидроциклоне с дополнительным инжектором
Computer Research and Modeling, 2011, v. 3, no. 1, pp. 63-76Views (last year): 2. Citations: 5 (RSCI).Статья представляет собой пример компьютерного моделирования в области инженерной механики. Численным методом находятся поля скорости в гидроциклоне, которые недоступны прямому измерению. Рассматривается численное моделирование трехмерной гидродинамики на основе k-ε RNG модели турбулентности в гидроциклоне со встроенным инжектором, содержащим 5 тангенциально направленных сопла. Показано, что направление движения инжектируемой жидкости зависит от расхода жидкости через инжектор. Расчеты показывают в соответствии с экспериментами, что зависимость сплит-параметра от расхода инжектируемой жидкости имеет немонотонный характер, связанный с отношением мощности основного потока и инжектируемой жидкости.
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On one resolvent method for integrating the low angle trajectories of a heavy point projectile motion under quadratic air resistance
Computer Research and Modeling, 2011, v. 3, no. 3, pp. 265-277Views (last year): 1. Citations: 6 (RSCI).New key parameters, namely b0 = tgθ0, θ0 — angle of throwing, Ra — top curvature radius and β0 — dimensionless speed square on the top of low angular trajectory were suggested in classic problem of integrating nonlinear equations of point mass projectile motion with quadratic air drag. Very precise formulae were obtained in a new way for coordinates x(b), y(b) and fly time t(b), b = tgθ where θ is inclination angle. This method is based on Legendre transformation and its precision is automatically improved in wide range of the θ0 values and drag force parameters α. The precision was monitored by Maple computing product.
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On quality of object tracking algorithms
Computer Research and Modeling, 2012, v. 4, no. 2, pp. 303-313Views (last year): 20. Citations: 9 (RSCI).Object movement on a video is classified on the regular (object movement on continuous trajectory) and non-regular (trajectory breaks due to object occlusions by other objects, object jumps and others). In the case of regular object movement a tracker is considered as a dynamical system that enables to use conditions of existence, uniqueness, and stability of the dynamical system solution. This condition is used as the correctness criterion of the tracking process. Also, quantitative criterion for correct mean-shift tracking assessment based on the Lipchitz condition is suggested. Results are generalized for arbitrary tracker.
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Normalizers and centralizers of subgroups in non-Abelian groups of small order
Computer Research and Modeling, 2012, v. 4, no. 3, pp. 531-542Citations: 3 (RSCI).By applying the computer program, which is created by authors, we obtain the exact representation of normalizers and centralizers of all nontrivial subgroups in non-Abelian groups G under the condition |G|≤20. All results are represented either in terms of concrete realization of the corresponding group or in terms of it's generators. We consider the application of our program to the verification of T-normal condition.
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Combination of different simulation techniques in the complex model of photosynthetic membrane
Computer Research and Modeling, 2013, v. 5, no. 1, pp. 65-81Complex geometric organization of subcellular structures such as photosynthetic or mitochondrial membranes determines mechanism of electron and proton transfer processes. We propose new approach in modeling processes, where geometric shape of membranes is accurately taken into account. Different stages of charge transfer process are simulated using different approaches, which are integrated into a combined model. We implemented this model as software which utilizes parallel computations on high-performance clusters and GPUs for better performance.
Keywords: computer modeling, Brownian dynamics.Views (last year): 5. Citations: 2 (RSCI). -
Computational modeling of a meteor entering atmosphere dense layers using elastoplastic approximation
Computer Research and Modeling, 2013, v. 5, no. 6, pp. 957-967Views (last year): 2. Citations: 3 (RSCI).The article contains results of modeling a meteor entering dense atmosphere layers using Galerkin’s method and smoother particle hydrodynamics. Numerical simulations were run using experimental data gathered for the Chelyabinsk meteor while varying the meteor material characteristics and its orientation when entering the atmosphere.
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International Interdisciplinary Conference "Mathematics. Computing. Education"