Bifurcation and chaos analysis of a fractional-order delay financial risk system using dynamic system approach and persistent homology

被引:8
作者
He, Ke [1 ,2 ]
Shi, Jianping [1 ]
Fang, Hui [1 ]
机构
[1] Kunming Univ Sci & Technol, Fac Sci, Dept Math, Kunming 650500, Yunnan, Peoples R China
[2] South China Univ Technol, Sch Math, Guangzhou 510640, Peoples R China
基金
中国国家自然科学基金;
关键词
Fractional-order system; Delay; Hopf bifurcation; Chaos; Persistent homology; PREDATOR-PREY SYSTEM; NONLINEAR DYNAMICS; HOPF-BIFURCATION; EQUATION;
D O I
10.1016/j.matcom.2024.04.013
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A comprehensive theoretical and numerical analysis of the dynamical features of a fractionalorder delay financial risk system(FDRS) is presented in this paper. Applying the linearization method and Laplace transform, the critical value of delay when Hopf bifurcation first appears near the equilibrium is firstly derived in an explicit formula. Comparison simulations clarify the reasonableness of fractional -order derivative and delay in describing the financial risk management processes. Then we employ persistent homology and six topological indicators to reveal the geometric and topological structures of FDRS in delay interval. Persistence barcodes, diagrams, and landscapes are utilized for visualizing the simplicial complex's information. The approximate values of delay when FDRS undergoes different periodic oscillations and even chaos are determined. The existence of periodic windows within the chaotic interval is correctly decided. The results of this paper contribute to capturing intricate information of underlying financial activities and detecting the critical transition of FDRS, which has promising and reliable implications for a deeper comprehension of complex behaviors in financial markets.
引用
收藏
页码:253 / 274
页数:22
相关论文
共 64 条
[1]  
Adams Henry, 2014, Mathematical Software - ICMS 2014. 4th International Congress. Proceedings. LNCS: 8592, P129, DOI 10.1007/978-3-662-44199-2_23
[2]   Tipping in complex systems: theory, methods and applications [J].
Ambika, G. ;
Kurths, Juergen .
EUROPEAN PHYSICAL JOURNAL-SPECIAL TOPICS, 2021, 230 (16-17) :3177-3179
[3]  
[Anonymous], 2011, Fract. Calc. Appl. Anal
[4]   Chaos in the fractional order nonlinear Bloch equation with delay [J].
Baleanu, Dumitru ;
Magin, Richard L. ;
Bhalekar, Sachin ;
Daftardar-Gejji, Varsha .
COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2015, 25 (1-3) :41-49
[5]  
Bauer U., 2021, J APPL COMPUT TOPOL, V5, P391, DOI [10.1007/s41468-021-00071-5, DOI 10.1007/S41468-021-00071-5]
[6]   Structure of the Afferent Terminals in Terminal Ganglion of a Cricket and Persistent Homology [J].
Brown, Jacob ;
Gedeon, Tomas .
PLOS ONE, 2012, 7 (05)
[7]  
Bubenik P, 2015, J MACH LEARN RES, V16, P77
[8]   An Introduction to Topological Data Analysis: Fundamental and Practical Aspects for Data Scientists [J].
Chazal, Frederic ;
Michel, Bertrand .
FRONTIERS IN ARTIFICIAL INTELLIGENCE, 2021, 4
[9]   Nonlinear dynamics and chaos in a fractional-order financial system [J].
Chen, Wei-Ching .
CHAOS SOLITONS & FRACTALS, 2008, 36 (05) :1305-1314
[10]   Complex economic dynamics: Chaotic saddle, crisis and intermittency [J].
Chian, Abraham C. -L. ;
Rempel, Erico L. ;
Rogers, Colin .
CHAOS SOLITONS & FRACTALS, 2006, 29 (05) :1194-1218