NonGausianess of the fluctuating force and its influence on the dynamics of the system요동하는 힘의 비가우스성과 그것이 계의 동역학에 미치는 영향

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We study the dynamics of the nonlinear systems by using the stochastic differential equation. But in this study, we do not discuss the method to solve directly. We are concerned on the transformation SDE``s into the partial differential equations which contain the probability distribution function. Depending on the distribution of the random variables, the type of the partial differential equation is quite different. In particular, we investigate when the case of noise is delta-correlated. This is called delta-correlated process(or white noise process). If its mean value is zero, the fourth cumulants is very important to show the nonGaussianess of the noise distribution. So the fourth cumulant plays an important part in the Kramers-Moyal expansion. The resulting partial differential equations are fourth order and we call this the generalized Fokker-Planck equation. We also examine the random number generating method whose distribution function is nonGaussin. We extend the odd-even method for normal distribution into $Nexp (- \frac{1}{2}x^2 - \frac{1}{4}x^4)$. And we also apply the Ornstein-Uhlenbeck process to generate the colored noise with finite correlation from white one.
Advisors
Lee, Eok-Kyunresearcher이억균researcher
Description
한국과학기술원 : 화학과,
Publisher
한국과학기술원
Issue Date
1996
Identifier
105586/325007 / 000943168
Language
eng
Description

학위논문(석사) - 한국과학기술원 : 화학과, 1996.2, [ iv, 49 p. ]

Keywords

White Noise; NonGaussianess; Colored Noise; 추계미분방정식; 잡음; 비가우스성; Kramers-Moyal expansion

URI
http://hdl.handle.net/10203/32730
Link
http://library.kaist.ac.kr/search/detail/view.do?bibCtrlNo=105586&flag=dissertation
Appears in Collection
CH-Theses_Master(석사논문)
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