Dynamics and Stabilization of Chaotic Monetary System Using Radial Basis Function Neural Network Control

被引:2
作者
Johansyah, Muhamad Deni [1 ]
Sambas, Aceng [2 ,3 ,4 ]
Hannachi, Fareh [5 ]
Hamidzadeh, Seyed Mohamad [6 ]
Rusyn, Volodymyr [7 ]
Hidayanti, Monika [1 ]
Foster, Bob [8 ]
Rusyaman, Endang [1 ]
机构
[1] Univ Padjadjaran, Dept Math, Jatinangor 45363, Sumedang, Indonesia
[2] Univ Sultan Zainal Abidin, Fac Informat & Comp, Campus Besut, Terengganu 22200, Malaysia
[3] Univ Muhammadiyah Tasikmalaya, Dept Mech Engn, Tasikmalaya 46196, Indonesia
[4] Univ Sultan Zainal Abidin, Artificial Intelligence Sutainabil & Islamic Res C, Gongbadak 21300, Terengganu, Malaysia
[5] Echahid Cheikh Larbi Tebessi Univ, Dept Managment Sci, Tebessa 12002, Algeria
[6] Khorasan Inst Higher Educ, Dept Elect Engn, Mashhad, Iran
[7] Yuriy Fedkovych Chernivtsi Natl Univ, Dept Radio Engn & Informat Secur, UA-58012 Chernovtsy, Ukraine
[8] Univ Informatika Bisnis Indonesia, Fac Business & Econ, Bandung 40285, Indonesia
关键词
chaos; monetary system; multistability; radial basis function neural network;
D O I
10.3390/math12243977
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In this paper, we investigated a three-dimensional chaotic system that models key aspects of a monetary system, including interest rates, investment demand, and price levels. The proposed system is described by a set of autonomous quadratic ordinary differential equations. We analyze the dynamic behavior of this system through equilibrium points and their stability, Lyapunov exponents (LEs), and bifurcation diagrams. The system demonstrates a variety of behaviors, including chaotic, periodic, and equilibrium states depending on parameter values. Additionally, we explore the multistability of the system and present a radial basis function neural network (RBFNN) controller design to stabilize the chaotic behavior. The effectiveness of the controller is validated through numerical simulations, highlighting its potential applications in economic and financial modeling.
引用
收藏
页数:20
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