A new heuristic computational solver for nonlinear singular Thomas-Fermi system using evolutionary optimized cubic splines

被引:100
作者
Ahmad, Siraj ul Islam [1 ]
Faisal, Fawad [1 ]
Shoaib, Muhammad [2 ]
Raja, Muhammad Asif Zahoor [3 ]
机构
[1] COMSATS Univ Islamabad, Dept Phys, Islamabad, Pakistan
[2] COMSATS Univ Islamabad, Dept Math, Attock Campus, Attock, Pakistan
[3] COMSATS Univ Islamabad, Dept Elect & Comp Engn, Attock Campus, Attock, Pakistan
关键词
GENETIC ALGORITHM; HEAT-TRANSFER; COLLOCATION METHOD; FLUID-FLOW; INTELLIGENT; DESIGN; MODEL; MAJORANA; EQUATION; DYNAMICS;
D O I
10.1140/epjp/s13360-019-00066-3
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
In the present work, a new stochastic computing technique based on evolutionary cubic spline method (CSM) is introduced for solving nonlinear singular Thomas-Fermi system arising in atomic physics. The concept of cubic splines interpolation is engaged with an evolutionary optimization technique based on genetic algorithms (GAs) hybrid with sequential quadratic programming (SQP) to develop a proposed methodology, CSM-GASQP, that can solve nonlinear differential equations, and GA produces the optimized value for the coefficients of cubic splines, while SQP is used for rapid local refinements. The developed method CSM-GASQP for different lengths of the splines is applied effectively to solve the Thomas-Fermi equation for number of scenarios. Results show that proposed evolutionary paradigm CSM-GASQP is an effective, alternate, accurate, and reliable stochastic numerical solver for stiff nonlinear singular Thomas-Fermi systems.
引用
收藏
页数:29
相关论文
共 78 条
[1]   Heuristic computational intelligence approach to solve nonlinear multiple singularity problem of sixth Painlev'e equation [J].
Ahmad, Iftikhar ;
Rehman, Abdul ;
Ahmad, Fayyaz ;
Raja, Muhammad Asif Zahoor .
NEURAL COMPUTING & APPLICATIONS, 2019, 31 (01) :101-115
[2]   Neuro-evolutionary computing paradigm for Painleve equation-II in nonlinear optics [J].
Ahmad, Iftikhar ;
Ahmad, Sufyan ;
Awais, Muhammad ;
Ahmad, Siraj Ul Islam ;
Raja, Muhammad Asif Zahoor .
EUROPEAN PHYSICAL JOURNAL PLUS, 2018, 133 (05)
[3]   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
[4]   Bio-inspired computational heuristics to study Lane-Emden systems arising in astrophysics model [J].
Ahmad, Iftikhar ;
Raja, Muhammad Asif Zahoor ;
Bilal, Muhammad ;
Ashraf, Farooq .
SPRINGERPLUS, 2016, 5
[5]  
[Anonymous], 2017, NEURAL COMPUTING APP, DOI DOI 10.1007/S00521-017-2991-Y
[6]  
[Anonymous], ARXIV160607615
[7]   Wavelets optimization method for evaluation of fractional partial differential equations: an application to financial modelling [J].
Ara, Asmat ;
Khan, Najeeb Alam ;
Razzaq, Oyoon Abdul ;
Hameed, Tooba ;
Raja, Muhammad Asif Zahoor .
ADVANCES IN DIFFERENCE EQUATIONS, 2018,
[8]   A new numerical approximation of the fractal ordinary differential equation [J].
Atangana, Abdon ;
Jain, Sonal .
EUROPEAN PHYSICAL JOURNAL PLUS, 2018, 133 (02)
[9]   THOMAS-FERMI AND THOMAS-FERMI-DIRAC CALCULATIONS FOR ATOMS IN A VERY STRONG MAGNETIC-FIELD [J].
BANERJEE, B ;
CONSTANTINESCU, DH ;
REHAK, P .
PHYSICAL REVIEW D, 1974, 10 (08) :2384-2395
[10]   A new perspective for quintic B-spline based Crank-Nicolson-differential quadrature method algorithm for numerical solutions of the nonlinear Schrodinger equation [J].
Bashan, Ali ;
Ucar, Yusuf ;
Yagmurlu, N. Murat ;
Esen, Alaattin .
EUROPEAN PHYSICAL JOURNAL PLUS, 2018, 133 (01)