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Acadlore takes over the publication of IJCMEM from 2025 Vol. 13, No. 3. The preceding volumes were published under a CC BY 4.0 license by the previous owner, and displayed here as agreed between Acadlore and the previous owner. ✯ : This issue/volume is not published by Acadlore.

Open Access
Research article

Thermodynamic Formalism for the Study and Formation of Algorithms and Neural Networks

I. F. Yasinskiy1,
F. N. Yasinskiy2
1
Ivanovo State Textile Academy, Russia.
2
Ivanovo State Power University, Russia.
International Journal of Computational Methods and Experimental Measurements
|
Volume 1, Issue 4, 2013
|
Pages 456-465
Received: N/A,
Revised: N/A,
Accepted: N/A,
Available online: N/A
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Abstract:

This article considers the questions connected with creation of optimum algorithms using the laws of thermodynamics as applied to a computing process. Ideas and methods of phenomenological and statistic thermodynamics are used to estimate the amount of calculations or volume of the neural network. Introduction of the other thermodynamic functions, besides entropy, and also defi nition of the three thermodynamic origins in the context of calculations allow to study stability, organize the parameters according their information weights, carry out the decomposition of the complex systems, construct the rapid algorithms. The way of creation of the neural network structure is offered, consisting in use of the pre-trained fragments.

Keywords: Computational entropy, neural network structure, rapid algorithms, thermodynamics of calculations.
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Yasinskiy, I. F. & Yasinskiy, F. N. (2013). Thermodynamic Formalism for the Study and Formation of Algorithms and Neural Networks. Int. J. Comput. Methods Exp. Meas., 1(4), 456-465. https://doi.org/10.2495/CMEM-V1-N4-456-465
I. F. Yasinskiy and F. N. Yasinskiy, "Thermodynamic Formalism for the Study and Formation of Algorithms and Neural Networks," Int. J. Comput. Methods Exp. Meas., vol. 1, no. 4, pp. 456-465, 2013. https://doi.org/10.2495/CMEM-V1-N4-456-465
@research-article{Yasinskiy2013ThermodynamicFF,
title={Thermodynamic Formalism for the Study and Formation of Algorithms and Neural Networks},
author={I. F. Yasinskiy and F. N. Yasinskiy},
journal={International Journal of Computational Methods and Experimental Measurements},
year={2013},
page={456-465},
doi={https://doi.org/10.2495/CMEM-V1-N4-456-465}
}
I. F. Yasinskiy, et al. "Thermodynamic Formalism for the Study and Formation of Algorithms and Neural Networks." International Journal of Computational Methods and Experimental Measurements, v 1, pp 456-465. doi: https://doi.org/10.2495/CMEM-V1-N4-456-465
I. F. Yasinskiy and F. N. Yasinskiy. "Thermodynamic Formalism for the Study and Formation of Algorithms and Neural Networks." International Journal of Computational Methods and Experimental Measurements, 1, (2013): 456-465. doi: https://doi.org/10.2495/CMEM-V1-N4-456-465
YASINSKIY I F， YASINSKIY F N. Thermodynamic Formalism for the Study and Formation of Algorithms and Neural Networks[J]. International Journal of Computational Methods and Experimental Measurements， 2013， 1(4)： 456-465. https://doi.org/10.2495/CMEM-V1-N4-456-465