7 th o International Conference on Mathematics: An Istanbul Meeting for World Mathematicians, İstanbul, Türkiye, 11 - 13 Temmuz 2023, ss.481-488
In this study, we examine a generalized (3 + 1)-dimensional nonlinear wave equation that may
be used to represent a variety of nonlinear processes in liquids with gas bubbles. The bilinear neural
network approach was used since this problem has a bilinear form. Some activation functions based on
single-layer and double layer layers such as 4-3-1 and 4-2-3-1 types have been proposed. As a
consequence, using Maple symbolic software, certain rogue wave solutions with physical qualities were
generated. For suitable parameter values, 3D, contour, and density plots are produced to better evaluate
the properties and behaviors of these given solution forms.