On the development of variable-order fractional hyperchaotic economic system with a nonlinear model predictive controller

被引:103
作者
Jahanshahi, Hadi [1 ]
Sajjadi, Samaneh Sadat [2 ]
Bekiros, Stelios [3 ,4 ]
Aly, Ayman A. [5 ]
机构
[1] Univ Manitoba, Dept Mech Engn, Winnipeg, MB R3T 5V6, Canada
[2] RMIT Univ, Sch Engn, Melbourne, Vic 3000, Australia
[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] Taif Univ, Coll Engn, Dept Mech Engn, POB 11099, At Taif 21944, Saudi Arabia
关键词
Fractional calculus; variable-order; financial system; economy; hyperchaos; model predictive controller; nonlinear optimal control; CHAOTIC SYSTEMS; ADAPTIVE SYNCHRONIZATION; ENTROPY ANALYSIS;
D O I
10.1016/j.chaos.2021.110698
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Mathematical modelling plays an indispensable role in our understanding of systems and phenomena. However, most mathematical models formulated for systems either have an integer order derivate or posses constant fractional-order derivative. Hence, their performance significantly deteriorates in some conditions. For the first time in the current paper, we develop a model of an economic system with variable-order fractional derivatives. Our underlying assumption is that the values of fractional derivatives are time-varying functions instead of constant parameters. The effects of variable-order time derivative into the economic system is studied. The dependency of the system's behaviour on the value of the fractional-order derivative is investigated. Afterwards, a nonlinear model predictive controller (NMPC) for hyperchaotic control of the system is suggested. The necessary optimality and sufficient conditions for solving the nonlinear optimal control problem (NOCP) of the NMPC in the form of fractional calculus with variable-order which is formulated as a two-point boundary value problem (TPBVP) are derived. Since the proposed methodology is a robust controller, the efficiency of the proposed controller in the presence of external bounded disturbances is examined. Simulation results show that not only does the presented control approach suppresses the related chaotic behaviour and stabilizesthe close-loop system, but it also rejects the external bounded disturbances. (c) 2021 Elsevier Ltd. All rights reserved.
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页数:8
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