Numerical simulation of nonlinear Li´enard’s equation via Morgan–Voyce even Fibonacci neural network

سال انتشار: 1404
نوع سند: مقاله ژورنالی
زبان: انگلیسی
مشاهده: 159

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شناسه ملی سند علمی:

JR_IJNAO-15-32_014

تاریخ نمایه سازی: 22 آذر 1404

چکیده مقاله:

In the current study, we design a new computational method to solve a class of Li´enard’s equations. This equation originates from advancements in radio and vacuum tube technology. To attain the proposed goal, we develop a method using a three-layer artificial neural network, consisting of an input layer, a hidden layer, and an output layer. We use the Morgan–Voyce even Fibonacci polynomials and sinh function as activation functions for the hidden layer and the output layer, respectively. Then, the neural network is trained using a classical optimization method. Finally, we an-alyze four examples using graphs and tables to demonstrate the accuracy and effectiveness of the numerical approach.

کلیدواژه ها:

Morgan–Voyce even Fibonacci polynomials ، Neural Network ، Li´enard’s equation ، Numerical Method

نویسندگان

P. Rahimkhani

Faculty of Science, Mahallat Institute of Higher Education, Mahallat, Iran.

R. Moeti

Department of Mathematics Education, Faculty of Mathematics and Computer, Shahid Bahonar University, Kerman, Iran.

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