• 제목/요약/키워드: Stochastic differential equation

검색결과 131건 처리시간 0.024초

Stochastic analysis of external and parametric dynamical systems under sub-Gaussian Levy white-noise

  • Di Paola, Mario;Pirrotta, Antonina;Zingales, Massimiliano
    • Structural Engineering and Mechanics
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    • 제28권4호
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    • pp.373-386
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    • 2008
  • In this study stochastic analysis of non-linear dynamical systems under ${\alpha}$-stable, multiplicative white noise has been conducted. The analysis has dealt with a special class of ${\alpha}$-stable stochastic processes namely sub-Gaussian white noises. In this setting the governing equation either of the probability density function or of the characteristic function of the dynamical response may be obtained considering the dynamical system forced by a Gaussian white noise with an uncertain factor with ${\alpha}/2$- stable distribution. This consideration yields the probability density function or the characteristic function of the response by means of a simple integral involving the probability density function of the system under Gaussian white noise and the probability density function of the ${\alpha}/2$-stable random parameter. Some numerical applications have been reported assessing the reliability of the proposed formulation. Moreover a proper way to perform digital simulation of the sub-Gaussian ${\alpha}$-stable random process preventing dynamical systems from numerical overflows has been reported and discussed in detail.

HEDGING OF OPTION IN JUMP-TYPE SEMIMARTINGALE ASSET MODEL

  • Oh, Jae-Pill
    • Journal of the Korean Society for Industrial and Applied Mathematics
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    • 제13권2호
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    • pp.87-100
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    • 2009
  • Hedging strategy for European option of jump-type semimartingale asset model, which is derived from stochastic differential equation whose driving process is a jump-type semimartingle, is discussed.

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확률적 방법에 기반한 질병 확산 모형의 구축 (Development of epidemic model using the stochastic method)

  • 류수락;최보승
    • Journal of the Korean Data and Information Science Society
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    • 제26권2호
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    • pp.301-312
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    • 2015
  • 본 연구는 전염병의 확산 과정을 설명하기 위한 질병 확산 모형을 구축 하고자 하였다. 질병의 확산 과정은 결정적인 과정과 확률적인 과정으로 크게 분류할 수 있다. 대부분의 연구가 질병의 확산 과정을 결정적 과정으로 움직인다고 가정을 하고 상미분방정식을 이용하여 모형을 구축하였다. 본 연구에서는 질병 확산 모형인 SIR (Suspectible - Infectious - Recovered) 모형을 기반으로 하여 질병의 확산 예측 모형을 구현하고자 하였다. 최소제곱법을 이용하여 모수를 추정한 후, 상미분방정식을 이용한 결정적 모형 방법과 더불어 Gillespie가 제안한 방법에 기반하여 확률적인 과정을 따르는 모형 적합을 함께 시도하였다. 본 연구에서 소개된 방법들은 질병관리본부의 2001년 1월부터 2002년 3월까지의 국내 말라리아 주별 발병자 수 자료를 이용하여 모형 적합을 시도 하였으며, 그 결과 구현된 모형이 실제 질병의 확산과정을 잘 설명하였다.

블럭펄스함수를 이용한 비선형확률시스템의 칼만필터 설계 (Design of Kalman Filter of Nonlinear Stochastic System via BPF)

  • 안두수;임윤식;송인명;이명규
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1996년도 하계학술대회 논문집 B
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    • pp.1089-1091
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    • 1996
  • This paper presents a design method of Kalman Filter on continuous nonlinear stochastic system via BPF(Block Pulse Function). When we design Kalman Filter on nonlinear stochastic system, we must linearize this systems. In this paper, we uses the adaptive approach scheme and BPF for linearizing of nonlinear system and solving the Riccati differential equation which is usually guite difficult. This method proposed in this paper is simple and have computational advantages. Furthermore this method is very applicable to analysis and design of Kalman Filter on nonlinear stochastic systems.

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THE PRICING OF VULNERABLE FOREIGN EXCHANGE OPTIONS UNDER A MULTISCALE STOCHASTIC VOLATILITY MODEL

  • MIJIN HA;DONGHYUN KIM;JI-HUN YOON
    • Journal of applied mathematics & informatics
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    • 제41권1호
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    • pp.33-50
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    • 2023
  • Foreign exchange options are derivative financial instruments that can exchange one currency for another at a prescribed exchange rate on a specified date. In this study, we examine the analytic formulas for vulnerable foreign exchange options based on multi-scale stochastic volatility driven by two diffusion processes: a fast mean-reverting process and a slow mean-reverting process. In particular, we take advantage of the asymptotic analysis and the technique of the Mellin transform on the partial differential equation (PDE) with respect to the option price, to derive approximated prices that are combined with a leading order price and two correction term prices. To verify the price accuracy of the approximated solutions, we utilize the Monte Carlo method. Furthermore, in the numerical experiments, we investigate the behaviors of the vulnerable foreign exchange options prices in terms of model parameters and the sensitivities of the stochastic volatility factors to the option price.

내부공진을 가진 탄성진자계의 불규칙진동응답을 위한 두 해석해의 비교 (Comparison Between Two Analytical Solutions for Random Vibration Responses of a Spring-Pendulum System with Internal Resonance)

  • 조덕상;이원경
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 1998년도 춘계학술대회논문집; 용평리조트 타워콘도, 21-22 May 1998
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    • pp.399-406
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    • 1998
  • An investigation into the stochastic bifurcation and response statistits of an autoparameteric system under broad-band random excitation is made. The specific system examined is a spring-pendulum system with internal resonance, which is known to be a good model for a variety of engineering systems, including ship motions with nonlinear coupling between pitching and rolling motions. The Fokker-Planck equations is used to generate a general first-order differential equation in the dynamic moment of response coordinates. By means of the Gaussian and non-Gaussian closure methods the dynamic moment equations for the random responses of the system are reduced to a system of autonomous ordinary differential equations. In view of equilibrium solutions of this system and their stability we examine the stochastic bifurcation and response statistics. The analytical results are compared with results obtained by Monte Carlo simulation.

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Lp (p ≥ 1) SOLUTIONS OF MULTIDIMENSIONAL BSDES WITH TIME-VARYING QUASI-HÖLDER CONTINUITY GENERATORS IN GENERAL TIME INTERVALS

  • Lishun, Xiao;Shengjun, Fan
    • 대한수학회논문집
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    • 제35권2호
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    • pp.667-684
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    • 2020
  • The objective of this paper is solving multidimensional backward stochastic differential equations with general time intervals, in Lp (p ≥ 1) sense, where the generator g satisfies a time-varying Osgood condition in y, a time-varying quasi-Hölder continuity condition in z, and its ith component depends on the ith row of z. Our result strengthens some existing works even for the case of finite time intervals.

내부공진을 가진 탄성진자계의 불규칙 진동응답을 위한 두 해석해의 비교 (Comparison Between Two Analytical Solutions for Random Vibration Responses of a Spring-Pendulum System with Internal Resonance)

  • 조덕상;이원경
    • 소음진동
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    • 제8권4호
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    • pp.715-722
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    • 1998
  • An investigation into the stochastic bifurcation and response statistics of an autoparameteric system under broad-band random excitation is made. The specific system examined is a spring-pendulum system with internal resonance, which is known to be a good model for a variety of engineering systems, including ship motions with nonlinear coupling between pitching and rolling motions. The Fokker-Planck equations is used to genrage a general first-order differential equation in the dynamic moment of response coordinates. By means of the Gaussian and non-Gaussian closure methods the dynamic moment equations for the random responses of the system are reduced to a system of autonomous ordinanary differential equations. In view of equilibrium solutions of this system and their stability we examine the stochastic bifurcation and response statistics. The analytical results are compared with results obtained by Monte Carlo simulation.

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Study for the Safety of Ships' Nonlinear Rolling Motion in Beam Seas

  • Long, Zhan-Jun;Lee, Seung-Keon;Jeong, Jae-Hun;Lee, Sung-Jong
    • 한국항해항만학회지
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    • 제33권9호
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    • pp.629-634
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    • 2009
  • Vessels stability problems need to resolve the nonlinear mathematical models of rolling motion. For nonlinear systems subjected to random excitations, there are very few special cases can obtain the exact solutions. In this paper, the specific differential equations of rolling motion for intact ship considering the restoring and damping moment have researched firstly. Then the partial stochastic linearization method is applied to study the response statistics of nonlinear ship rolling motion in beam seas. The ship rolling nonlinear stochastic differential equation is then solved approximately by keeping the equivalent damping coefficient as a parameter and nonlinear response of the ship is determined in the frequency domain by a linear analysis method finally.

Study for the Nonlinear Rolling Motion of Ships in Beam Seas

  • Long, Zhan-Jun;Lee, Seung-Keon;Jeong, Jae-Hun;Lee, Sung-Jong
    • 한국항해항만학회:학술대회논문집
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    • 한국항해항만학회 2009년도 추계학술대회
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    • pp.239-240
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    • 2009
  • Vessels stability problems need to resolve the nonlinear mathematical models of rolling motion. For nonlinear systems subjected to random excitations, there are very few special cases can obtain the exact solutions. In this paper, the specific differential equations of rolling motion for intact ship considering the restoring and damping moment have researched firstly. Then the partial stochastic linearization method is applied to study the response statistics of nonlinear ship rolling motion in beam seas. The ship rolling nonlinear stochastic differential equation is then solved approximately by keeping the equivalent damping coefficient as a parameter and nonlinear response of the ship is determined in the frequency domain by a linear analysis method finally.

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