Parameter estimation for the stochastic heat equation with multiplicative noise from local measurements

被引:0
|
作者
Janak, Josef [1 ]
Reiig, Markus [2 ]
机构
[1] Karlsruher Inst Technol, Inst Stochast, Kaiserstr 12, D-76131 Karlsruhe, Germany
[2] Humboldt Univ, Inst Math, Unter Linden 6, D-10099 Berlin, Germany
关键词
Local measurements; Stochastic partial differential equation; Multiplicative noise; Drift estimation; Augmented; Martingale representation theorem; Stable limit theorem; SPDES;
D O I
10.1016/j.spa.2024.104385
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
For the stochastic heat equation with multiplicative noise we consider the problem of estimating the diffusivity parameter in front of the Laplace operator. Based on local observations in space, we first study an estimator, derived in Altmeyer and Reiig (2021) for additive noise. A stable central limit theorem shows that this estimator is consistent and asymptotically mixed normal. By taking into account the quadratic variation, we propose two new estimators. Their limiting distributions exhibit a smaller (conditional) variance and the last estimator also works for vanishing noise levels. The proofs are based on local approximation results to overcome the intricate nonlinearities and on a stable central limit theorem for stochastic integrals with respect to cylindrical Brownian motion. Simulation results illustrate the theoretical findings.
引用
收藏
页数:19
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