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Zhurnal Vychislitel'noi Matematiki i Matematicheskoi Fiziki, 2023, Volume 63, Number 11, Page 1936
DOI: https://doi.org/10.31857/S0044466923110078
(Mi zvmmf11660)
 

Computer science

Soft computing articial intelligence of Schrödinger time independent equation arises in Wheeler–Dewitt model of quantum cosmology

N. Ul Basata, Mahmoona Asgharb

a Department of Mathematics, Grand Asian University Sialkot, Pasrur Road, 51310 Sialkot, Punjab, Pakistan
b Department of Mathematics, University of Gujrat, Haz Hayyat Campus, 50700 Gujrat, Punjab, Pakistan
Abstract: Schrödinger time independent equation arises in Wheeler–DeWitt model of quantum cosmology to develop a wave function for the corrections of cosmologies. In this work, Schrödinger–Wheeler–DeWitt model is developed by using canonical transformation to transformed Hamiltonian equation. The exact solutions for flat universe $(k=0)$ model is presented and then soft computing technique through Levenberg–Marquardt backpropagation neural networks (LMB-NNs) is implemented. The data set of the flat universe model is generated for four different cases of separation constant $B$ with step size $0.1$ by Mathematica and imported into LMB-NNs for training, testing, and validation of the our proposed technique. The performance of LMB-NNs is provided by the validation of mean square error, error histogram, and regression analysis. The Statistical analysis; mean, minimum, maximum, and standard deviation, is also presented.
Key words: closed Universe model, Schrödinger time-independent equation, LMB-NNs, supervised learning.
Received: 18.06.2023
Revised: 18.06.2023
Accepted: 25.07.2023
English version:
Computational Mathematics and Mathematical Physics, 2023, Volume 63, Issue 11, Pages 2212–2226
DOI: https://doi.org/10.1134/S0965542523110040
Bibliographic databases:
Document Type: Article
UDC: 519.87
Language: English
Citation: N. Ul Basat, Mahmoona Asghar, “Soft computing articial intelligence of Schrödinger time independent equation arises in Wheeler–Dewitt model of quantum cosmology”, Zh. Vychisl. Mat. Mat. Fiz., 63:11 (2023), 1936; Comput. Math. Math. Phys., 63:11 (2023), 2212–2226
Citation in format AMSBIB
\Bibitem{Ul Asg23}
\by N.~Ul Basat, Mahmoona~Asghar
\paper Soft computing articial intelligence of Schr\"odinger time independent equation arises in Wheeler--Dewitt model of quantum cosmology
\jour Zh. Vychisl. Mat. Mat. Fiz.
\yr 2023
\vol 63
\issue 11
\pages 1936
\mathnet{http://mi.mathnet.ru/zvmmf11660}
\crossref{https://doi.org/10.31857/S0044466923110078}
\elib{https://elibrary.ru/item.asp?id=54720603}
\transl
\jour Comput. Math. Math. Phys.
\yr 2023
\vol 63
\issue 11
\pages 2212--2226
\crossref{https://doi.org/10.1134/S0965542523110040}
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    Журнал вычислительной математики и математической физики Computational Mathematics and Mathematical Physics
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