Parameters Estimation and Stability Analysis of Nonlinear Fractional-Order Economic System Based on Empirical Data
This paper is devoted to propose a novel method for studying the macroeconomic system with fractional derivative, which can depict the memory property of actual data of economic variables. First of all, we construct a constrained optimal problem to evaluate the coefficients of nonlinear fractional f...
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Online Access: | http://dx.doi.org/10.1155/2014/130548 |
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doaj-51d7adeaa4cb43b6a2081a28c122c7f12020-11-24T21:33:57ZengHindawi LimitedAbstract and Applied Analysis1085-33751687-04092014-01-01201410.1155/2014/130548130548Parameters Estimation and Stability Analysis of Nonlinear Fractional-Order Economic System Based on Empirical DataLei He0Xiong Wang1School of Business, Central South University, Changsha, Hunan 410083, ChinaSchool of Business, Central South University, Changsha, Hunan 410083, ChinaThis paper is devoted to propose a novel method for studying the macroeconomic system with fractional derivative, which can depict the memory property of actual data of economic variables. First of all, we construct a constrained optimal problem to evaluate the coefficients of nonlinear fractional financial system based on empirical data and design the corresponding genetic algorithm. Then, based on the stability criteria of fractional dynamical systems, the methodology of stability analysis is proposed to investigate the stability of the estimated nonlinear fractional dynamic system. Finally, our method is applied to discuss the macroeconomic system of the US, Australia, and UK to demonstrate its effectiveness and applicability.http://dx.doi.org/10.1155/2014/130548 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Lei He Xiong Wang |
spellingShingle |
Lei He Xiong Wang Parameters Estimation and Stability Analysis of Nonlinear Fractional-Order Economic System Based on Empirical Data Abstract and Applied Analysis |
author_facet |
Lei He Xiong Wang |
author_sort |
Lei He |
title |
Parameters Estimation and Stability Analysis of Nonlinear Fractional-Order Economic System Based on Empirical Data |
title_short |
Parameters Estimation and Stability Analysis of Nonlinear Fractional-Order Economic System Based on Empirical Data |
title_full |
Parameters Estimation and Stability Analysis of Nonlinear Fractional-Order Economic System Based on Empirical Data |
title_fullStr |
Parameters Estimation and Stability Analysis of Nonlinear Fractional-Order Economic System Based on Empirical Data |
title_full_unstemmed |
Parameters Estimation and Stability Analysis of Nonlinear Fractional-Order Economic System Based on Empirical Data |
title_sort |
parameters estimation and stability analysis of nonlinear fractional-order economic system based on empirical data |
publisher |
Hindawi Limited |
series |
Abstract and Applied Analysis |
issn |
1085-3375 1687-0409 |
publishDate |
2014-01-01 |
description |
This paper is devoted to propose a novel method for studying the macroeconomic system with fractional derivative, which can depict the memory property of actual data of economic variables. First of all, we construct a constrained optimal problem to evaluate the coefficients of nonlinear fractional financial system based on empirical data and design the corresponding
genetic algorithm. Then, based on the stability criteria of fractional dynamical systems, the methodology of stability analysis is proposed to investigate the stability of the estimated nonlinear fractional dynamic system. Finally, our method is applied to discuss the macroeconomic system of the US, Australia, and UK to demonstrate its effectiveness and applicability. |
url |
http://dx.doi.org/10.1155/2014/130548 |
work_keys_str_mv |
AT leihe parametersestimationandstabilityanalysisofnonlinearfractionalordereconomicsystembasedonempiricaldata AT xiongwang parametersestimationandstabilityanalysisofnonlinearfractionalordereconomicsystembasedonempiricaldata |
_version_ |
1725951121974886400 |