Artificial macro-economics: A chaotic discrete-time fractional-order laboratory model

被引:43
作者
Chu, Yu-Ming [1 ,2 ]
Bekiros, Stelios [3 ,4 ]
Zambrano-Serrano, Ernesto [5 ]
Orozco-Lopez, Onofre [6 ]
Lahmiri, Salim [7 ]
Jahanshahi, Hadi [8 ]
Aly, Ayman A. [9 ]
机构
[1] Huzhou Univ, Dept Math, Huzhou 313000, Peoples R China
[2] Changsha Univ Sci & Technol, Hunan Prov Key Lab Math Modeling & Anal Engn, Changsha 410114, Peoples R China
[3] European Univ Inst, Via Fontanelle 18, I-50014 Florence, Italy
[4] IPAG Business Sch, Dept Finance & Informat Syst, 184 Blvd St Germain, F-75006 Paris, France
[5] Univ Autonoma Nuevo Leon, Av Pedro Alba S-N, San Nicolas De Los Garza 66455, NL, Mexico
[6] Univ Guadalajara, Ctr Univ Lagos, Enrique Diaz Leon 1144, Lagos De Moreno 47463, Jalisco, Mexico
[7] Concordia Univ, John Molson Sch Business, Dept Supply Chain & Business Technol Management, Montreal, PQ, Canada
[8] Univ Manitoba, Dept Mech Engn, Winnipeg, MB R3T 5V6, Canada
[9] Taif Univ, Coll Engn, Dept Mech Engn, POB 11099, At Taif 21944, Saudi Arabia
关键词
Artificial macro-economy; Chaos; Fractional calculus; Laboratory hardware realization; FINANCIAL-SYSTEM; ENTROPY ANALYSIS; CALCULUS; EQUATIONS; CIRCUIT;
D O I
10.1016/j.chaos.2021.110776
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In this novel research, through dynamical analysis, we introduce for the first time a fractional-calculus based artificial macroeconomic model, actually implemented in the Laboratory via a new hardware set up. Firstly, we propose a new model of a discrete-time macroeconomic system where fractional derivatives are incorporated into the system of equations. Using well-known tools and methods, including bifurcation diagrams and Lyapunov exponents, the characteristics of the system are disclosed, and the importance of the fractional-order derivative in the modeling of the system is shown. After that, a laboratory hardware realization is also carried out for the proposed system that provides further insight and a better understanding of the properties of the system. For the hardware realization an Arduino DueTM is chosen in which possess two analog output pins. Experimental results conspicuously illustrate the chaotic behavior of the system. Through the results of the hardware realization, phase portraits and bifurcation diagram of the system are demonstrated, and the effects of the parameters and fractional derivatives are studied. We believe the presented study and its results pave the way for future studies on the incorporation of fractional calculus into macroeconomic models. (c) 2021 Elsevier Ltd. All rights reserved.
引用
收藏
页数:9
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