Open Access
Journal of Physics: Conference Series, volume 1959, issue 1, pages 12012
A method of generative model design based on irregular data in application to heat transfer problems
Publication type: Journal Article
Publication date: 2021-07-01
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Impact factor: —
ISSN: 17426588, 17426596
General Physics and Astronomy
Abstract
The paper presents the results of applying the generative design method to reconstruct a model driven by irregular data in the form of a partial differential equation. The problem of non-stationary heating of a metal rod is considered as an example. The finite element method is used to construct templates of possible elements of the derived differential equation. The optimization algorithm for determining a model design is based on the procedure of best subset selection. The efficiency of the method for derivating a model of the thermal conduction process based on irregular data is shown. As irregular data, data obtained on spatial meshes with alternating steps of different size, or a step changing in arithmetic progression, are considered.
Citations by journals
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1
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Processes
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Processes
1 publication, 50%
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Moscow University Physics Bulletin (English Translation of Vestnik Moskovskogo Universiteta, Fizika)
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Moscow University Physics Bulletin (English Translation of Vestnik Moskovskogo Universiteta, Fizika)
1 publication, 50%
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1
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Citations by publishers
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1
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Multidisciplinary Digital Publishing Institute (MDPI)
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Multidisciplinary Digital Publishing Institute (MDPI)
1 publication, 50%
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Pleiades Publishing
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Pleiades Publishing
1 publication, 50%
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1
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GOST
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Bykov N. et al. A method of generative model design based on irregular data in application to heat transfer problems // Journal of Physics: Conference Series. 2021. Vol. 1959. No. 1. p. 12012.
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Bykov N., Hvatov A., Boukhanovsky A., Kalyuzhnaya A. A method of generative model design based on irregular data in application to heat transfer problems // Journal of Physics: Conference Series. 2021. Vol. 1959. No. 1. p. 12012.
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TY - JOUR
DO - 10.1088/1742-6596/1959/1/012012
UR - https://doi.org/10.1088%2F1742-6596%2F1959%2F1%2F012012
TI - A method of generative model design based on irregular data in application to heat transfer problems
T2 - Journal of Physics: Conference Series
AU - Bykov, Nikolay
AU - Hvatov, Alexander
AU - Boukhanovsky, Alexander
AU - Kalyuzhnaya, Anna
PY - 2021
DA - 2021/07/01 00:00:00
PB - IOP Publishing
SP - 12012
IS - 1
VL - 1959
SN - 1742-6588
SN - 1742-6596
ER -
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BibTex
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@article{2021_Bykov,
author = {Nikolay Bykov and Alexander Hvatov and Alexander Boukhanovsky and Anna Kalyuzhnaya},
title = {A method of generative model design based on irregular data in application to heat transfer problems},
journal = {Journal of Physics: Conference Series},
year = {2021},
volume = {1959},
publisher = {IOP Publishing},
month = {jul},
url = {https://doi.org/10.1088%2F1742-6596%2F1959%2F1%2F012012},
number = {1},
pages = {12012},
doi = {10.1088/1742-6596/1959/1/012012}
}
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MLA
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Bykov, Nikolay, et al. “A method of generative model design based on irregular data in application to heat transfer problems.” Journal of Physics: Conference Series, vol. 1959, no. 1, Jul. 2021, p. 12012. https://doi.org/10.1088%2F1742-6596%2F1959%2F1%2F012012.
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