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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
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
Linking options:
https://www.mathnet.ru/eng/zvmmf11660 https://www.mathnet.ru/eng/zvmmf/v63/i11/p1936
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