Solving Partial Differential Equation Based on Bernstein Neural Network and Extreme Learning Machine Algorithm

作者:Hongli Sun, Muzhou Hou, Yunlei Yang, Tianle Zhang, Futian Weng, Feng Han

摘要

In this paper, we introduce a new method based on Bernstein Neural Network model (BeNN) and extreme learning machine algorithm to solve the differential equation. In the proposed method, we develop a single-layer functional link BeNN, the hidden layer is eliminated by expanding the input pattern by Bernstein polynomials. The network parameters are obtained by solving a system of linear equations using the extreme learning machine algorithm. Finally, the numerical experiment is carried out by MATLAB, results obtained are compared with the existing method, which proves the feasibility and superiority of the proposed method.

论文关键词:Bernstein neural network, Extreme learning machine, Differential equation

论文评审过程:

论文官网地址:https://doi.org/10.1007/s11063-018-9911-8