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Ergodicity For A Class Of Hybrid Stable Processes And Applications

Posted on:2022-11-23Degree:MasterType:Thesis
Country:ChinaCandidate:Z H LiFull Text:PDF
GTID:2480306779469704Subject:Preventive Medicine and Hygiene
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Stochastic differential equations have been widely used in many fields,among which Ginzburg-Landau equation has been widely used in the field of physics since it was proposed.This paper investigates the Ginzburg-Landau equation with Markov switch driven by α-stable processes.The stability and ergodicity of the solution of the hybrid pure jump processes are discussed by the Lyapunov method and the Poisson equation method.For any α∈(1,2),we give a sufficient condition for the following equation to be asymptotically stable in probability at equilibrium Xt≡0.dXt=(artXt-brtXt3)dt+σrtXtdZt.For any α∈(1,2),We give a sufficient condition for the following equation to be ergodic and to have a unique stationary distribution.dXt=(artXt-brtXt3)dt+σrt+dZt.In addition,the parameter estimation algorithm for the hybrid Ginzburg-Landau equations are presented with α=2.Numerical simulations are given to verify the accuracy of the parameter estimation.We use such equations to model the Shanghai Composite Index from January 4,2012 to December 31,2021.
Keywords/Search Tags:α-stable processes, Markov chain, Stationary distribution, Stability, Ergodicity
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