Numerical solution of Bagley-Torvik equations using Legendre artificial neural network method

被引:13
作者
Verma, Akanksha [1 ]
Kumar, Manoj [1 ]
机构
[1] Motilal Nehru Natl Inst Technol Allahabad, Dept Math, Prayagraj 211004, India
关键词
Fractional differential equation; Caputo fractional derivative; Legendre polynomial; Simulated annealing optimization technique; MODEL;
D O I
10.1007/s12065-020-00481-x
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this article, we have used the Legendre artificial neural network to find the solution of the Bagley-Torvik equation, which is a fractional-order ordinary differential equation. Caputo fractional derivative has been considered throughout the presented work to handle the fractional order differential equation. The training of optimal weights of the network has been carried out using a simulated annealing optimization technique. Here we have presented three examples to exhibit the precision and relevance of the proposed technique with comparison to the other numerical methods with error analysis. The proposed technique is an easy, highly efficient, and robust technique for finding the approximate solution of fractional-order ordinary differential equations.
引用
收藏
页码:2027 / 2037
页数:11
相关论文
共 30 条
  • [11] Numerical analysis on corrosion resistance of mild steel structures
    Erdem, R. Tugrul
    Seker, Soner
    Ozturk, Ali Ugur
    Gucuyen, Engin
    [J]. ENGINEERING WITH COMPUTERS, 2013, 29 (04) : 529 - 533
  • [12] Analytical solution of the linear fractional differential equation by Adomian decomposition method
    Hu, Yizheng
    Luo, Yong
    Lu, Zhengyi
    [J]. JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2008, 215 (01) : 220 - 229
  • [13] Khan NA, 2017, NUMERICAL SIMULATION, P97
  • [14] A neuro-simulated annealing approach to the inverse kinematics solution of redundant robotic manipulators
    Koker, Rasit
    [J]. ENGINEERING WITH COMPUTERS, 2013, 29 (04) : 507 - 515
  • [15] Analytical Solution of General Bagley-Torvik Equation
    Labecca, William
    Guimaraes, Osvaldo
    Piqueira, Jose Roberto C.
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
  • [16] A Granular Functional Network with delay: Some dynamical properties and application to the sign prediction in social networks
    Loia, Vincenzo
    Parente, Domenico
    Pedrycz, Witold
    Tomasiello, Stefania
    [J]. NEUROCOMPUTING, 2018, 321 : 61 - 71
  • [17] Chebyshev Neural Network based model for solving Lane-Emden type equations
    Mall, Susmita
    Chakraverty, S.
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2014, 247 : 100 - 114
  • [18] Mekkaoui T, 2012, ANN UNIV CRAIOVA-MAT, V39, P251
  • [19] Mohammadi Fakhrodin, 2014, Int. J. Adv. Appl. Math. Mech, V2, P83
  • [20] Analytical solution of the generalized Bagley-Torvik equation
    Pang, Denghao
    Jiang, Wei
    Du, Jun
    Niazi, Azmat Ullah Khan
    [J]. ADVANCES IN DIFFERENCE EQUATIONS, 2019, 2019 (1)