A governing equation of Rossby waves and its dynamics evolution by Bilinear neural network method
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Published:2023-05-25
Issue:6
Volume:98
Page:065222
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ISSN:0031-8949
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Container-title:Physica Scripta
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language:
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Short-container-title:Phys. Scr.
Author:
Cao Na,Yin XiaoJun,Bai ShuTing,Xu LiYang
Abstract
Abstract
This paper studies an extended evolution equation of large-scale waves by means of bilinear neural network method, which is obtained from local Cartesian coordinate system of the basic equation set by using scaling analysis method and perturbation expansions method. First, we convert the equation into a Hirota equation by using variable transformation. Then, we give the structure framework and the model of the bilinear neural network. We build the test function in two dimensions: depth and breadth. With choosing appropriate activation functions and neuron coefficients, we get many rational function exact solutions, including rogue waves and interaction phenomenon consisting of rogue wave and soliton wave. At last, the figures of these exact solutions are exhibited by selecting suitable value of parameters. We think that these results are very important in ocean dynamics.
Funder
The Program for Young Talents of Science and Technology
Government of Inner Mongolia Autonomous Region
National Natural Science Foundation of China
University research
Inner Mongolia Agricultural University
The Natural Science Foundation of Inner Mongolia
Subject
Condensed Matter Physics,Mathematical Physics,Atomic and Molecular Physics, and Optics
Cited by
1 articles.
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