Parameter estimation for linear parabolic SPDEs in two space dimensions based on high frequency data

Author:

Tonaki Yozo1ORCID,Kaino Yusuke2ORCID,Uchida Masayuki13

Affiliation:

1. Graduate School of Engineering Science Osaka University Toyonaka Osaka Japan

2. Graduate School of Maritime Sciences Kobe University Higashinada‐ku Kobe Japan

3. Center for Mathematical Modeling and Data Science (MMDS) Osaka University Toyonaka Osaka Japan

Abstract

AbstractWe consider parameter estimation for a linear parabolic second‐order stochastic partial differential equation (SPDE) in two space dimensions driven by two types of ‐Wiener processes based on high frequency data in time and space. We first estimate the parameters which appear in the eigenfunctions of the differential operator of the SPDE using the minimum contrast estimator based on the thinned data with respect to space, and then construct an approximate coordinate process of the SPDE. Furthermore, we propose estimators of the coefficient parameters of the SPDE utilizing the approximate coordinate process based on the thinned data with respect to time. We also give some simulation results.

Funder

Core Research for Evolutional Science and Technology

Ministry of Education, Culture, Sports, Science and Technology

Publisher

Wiley

Subject

Statistics, Probability and Uncertainty,Statistics and Probability

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