TY - JOUR
T1 - Fokker-Planck equation driven by asymmetric Lévy motion
AU - Wang, Xiao
AU - Shang, Wenpeng
AU - Li, Xiaofan
AU - Duan, Jinqiao
AU - Huang, Yanghong
PY - 2018
Y1 - 2018
N2 - Non-Gaussian Lévy noises are present in many models for understanding underlining principles of physics, finance, biology, and more. In this work, we consider the Fokker-Planck equation (FPE) due to one-dimensional asymmetric Lévy motion, which is a non-local partial differential equation. We present an accurate numerical quadrature for the singular integrals in the non-local FPE and develop a fast summation method to reduce the order of the complexity from O(J2) to O(Jlog J) in one time step, where J is the number of unknowns. We also provide conditions under which the numerical schemes satisfy maximum principle. Our numerical method is validated by comparing with exact solutions for special cases. We also discuss the properties of the probability density functions and the effects of various factors on the solutions, including the stability index, the skewness parameter, the drift term, the Gaussian and non-Gaussian noises, and the domain size.
AB - Non-Gaussian Lévy noises are present in many models for understanding underlining principles of physics, finance, biology, and more. In this work, we consider the Fokker-Planck equation (FPE) due to one-dimensional asymmetric Lévy motion, which is a non-local partial differential equation. We present an accurate numerical quadrature for the singular integrals in the non-local FPE and develop a fast summation method to reduce the order of the complexity from O(J2) to O(Jlog J) in one time step, where J is the number of unknowns. We also provide conditions under which the numerical schemes satisfy maximum principle. Our numerical method is validated by comparing with exact solutions for special cases. We also discuss the properties of the probability density functions and the effects of various factors on the solutions, including the stability index, the skewness parameter, the drift term, the Gaussian and non-Gaussian noises, and the domain size.
KW - Asymmetric α-stable Lévy motion
KW - Fast algorithm
KW - Fokker-Planck equations
KW - Non-Gaussian noises
KW - Non-local partial differential equation
UR - http://www.scopus.com/inward/record.url?scp=85055862598&partnerID=8YFLogxK
U2 - 10.1007/s10444-018-9642-4
DO - 10.1007/s10444-018-9642-4
M3 - Article
AN - SCOPUS:85055862598
SN - 1019-7168
JO - Advances in Computational Mathematics
JF - Advances in Computational Mathematics
ER -