TY - JOUR
T1 - Space-time continuous limit of random walks with hyperbolic scaling
AU - Soga, Kohei
N1 - Funding Information:
The work was supported by Grant-in-Aid for Japan Society for the Promotion of Science (JSPS) Fellows ( 20-6856 ).
PY - 2014/6
Y1 - 2014/6
N2 - We consider space-time inhomogeneous one-dimensional random walks which move by ±Δx in each time interval Δt with arbitrary transition probabilities depending on position and time. Unlike Donsker's theorem, we study the continuous limit of the random walks as Δx,Δt→0 under hyperbolic scaling λ1≥ Δt/Δx≥λ0>0 with fixed numbers λ1 and λ0. Our aim is to present explicit formulas and estimates of probabilistic quantities which characterize asymptotics of the random walks as Δx,Δt→0. This provides elementary proofs of several limit theorems on the random walks. In particular, if transition probabilities satisfy a Lipschitz condition, the random walks converge to solutions of ODEs. This is the law of large numbers. The results here will be foundations of a stochastic and variational approach to finite difference approximation of nonlinear PDEs of hyperbolic types.
AB - We consider space-time inhomogeneous one-dimensional random walks which move by ±Δx in each time interval Δt with arbitrary transition probabilities depending on position and time. Unlike Donsker's theorem, we study the continuous limit of the random walks as Δx,Δt→0 under hyperbolic scaling λ1≥ Δt/Δx≥λ0>0 with fixed numbers λ1 and λ0. Our aim is to present explicit formulas and estimates of probabilistic quantities which characterize asymptotics of the random walks as Δx,Δt→0. This provides elementary proofs of several limit theorems on the random walks. In particular, if transition probabilities satisfy a Lipschitz condition, the random walks converge to solutions of ODEs. This is the law of large numbers. The results here will be foundations of a stochastic and variational approach to finite difference approximation of nonlinear PDEs of hyperbolic types.
KW - Continuous limit
KW - Finite difference approximation
KW - Hyperbolic scaling
KW - Inhomogeneous random walk
KW - Law of large numbers
UR - http://www.scopus.com/inward/record.url?scp=84896478816&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84896478816&partnerID=8YFLogxK
U2 - 10.1016/j.na.2014.02.012
DO - 10.1016/j.na.2014.02.012
M3 - Article
AN - SCOPUS:84896478816
SN - 0362-546X
VL - 102
SP - 264
EP - 271
JO - Nonlinear Analysis, Theory, Methods and Applications
JF - Nonlinear Analysis, Theory, Methods and Applications
ER -