Artificial neural networks for the wavelet analysis of Lane-Emden equations: exploration of astrophysical enigma

被引:3
作者
Kumar, Rakesh [1 ,4 ]
Aeri, Shivani [1 ]
Baleanu, Dumitru [2 ,3 ]
机构
[1] Cent Univ Himachal Pradesh, Sch Math Comp & Informat Sci, Shahpur, India
[2] Cankaya Univ, Dept Math, Ankara, Turkiye
[3] Inst Space Sci, Magurele, Romania
[4] Cent Univ Himachal Pradesh, Sch Math Comp & Informat Sci, Shahpur Campus, Shahpur 176206, India
关键词
Vieta-Lucas wavelet; Lane-Emden equation; artificial neural network; SOLVING DIFFERENTIAL-EQUATIONS; STELLAR STRUCTURE; ALGORITHM; DESIGN;
D O I
10.1080/02286203.2023.2301126
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The equations of Lane-Emden (LE) can be visualized in various phenomena of astrophysics, fluid mechanics, polymer science and material science, thus the main concern of the present study is to put a novel effort to resolve these equations by utilizing the artificial neural networking approach incorporation with Vieta-Lucas wavelets called as VLW-ANN method. This unique combination of neural networking and Vieta-Lucas wavelets has been prepared to reduce the computational challenges as well as to overcome the obstacles while dealing with singularity. Many examples of the LE variety are solved by this approach. The effectiveness, accuracy and simplicity of the VLW-ANN scheme are demonstrated by a comparative study between the VLW-ANN results and existing results. Additionally, the results are shown in tables and figures, which give a more favorable impression of the scheme's dependability. VLW-ANN scheme will provide interesting results for other non-linear models.
引用
收藏
页数:12
相关论文
共 52 条
[1]   Vieta-Lucas polynomials for solving a fractional-order mathematical physics model [J].
Agarwal, P. ;
El-Sayed, A. A. .
ADVANCES IN DIFFERENCE EQUATIONS, 2020, 2020 (01)
[2]   Neural network methods to solve the Lane-Emden type equations arising in thermodynamic studies of the spherical gas cloud model [J].
Ahmad, Iftikhar ;
Raja, Muhammad Asif Zahoor ;
Bilal, Muhammad ;
Ashraf, Farooq .
NEURAL COMPUTING & APPLICATIONS, 2017, 28 :S929-S944
[3]   A comparative survey of artificial intelligence applications in finance: artificial neural networks, expert system and hybrid intelligent systems [J].
Bahrammirzaee, Arash .
NEURAL COMPUTING & APPLICATIONS, 2010, 19 (08) :1165-1195
[4]   Investigations of dark, bright, combined dark-bright optical and other soliton solutions in the complex cubic nonlinear Schrodinger equation with δ-potential [J].
Baskonus, Haci Mehmet ;
Sulaiman, Tukur Abdulkadir ;
Bulut, Hasan ;
Akturk, Tolga .
SUPERLATTICES AND MICROSTRUCTURES, 2018, 115 :19-29
[5]   Solution of variable-order partial integro-differential equation using Legendre wavelet approximation and operational matrices [J].
Biswas, Chetna ;
Das, Subir ;
Singh, Anup ;
Altenbach, Holm .
ZAMM-ZEITSCHRIFT FUR ANGEWANDTE MATHEMATIK UND MECHANIK, 2023, 103 (02)
[6]  
Chandrasekhar S., 1957, An Introduction to the Study of Stellar Structure
[7]  
CLARET A, 1993, ASTRON ASTROPHYS, V277, P487
[8]  
Davis H.T, 1962, Introduction to Nonlinear Differential and Integral Equations
[9]   Second kind Chebyshev operational matrix algorithm for solving differential equations of Lane-Emden type [J].
Doha, E. H. ;
Abd-Elhameed, W. M. ;
Youssri, Y. H. .
NEW ASTRONOMY, 2013, 23-24 :113-117
[10]  
Eddington A.S., 1988, The Internal Constitution of the Stars