双曲线性spde的参数估计

IF 1.2 2区 数学 Q3 STATISTICS & PROBABILITY
Anton Tiepner , Eric Ziebell
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引用次数: 0

摘要

利用多个空间局域测量联合估计了线性双曲SPDE中弹性算子和耗散算子的系数。当观测值的分辨率趋于零时,我们建立了增广极大似然估计量的渐近正态性。耗散系数的收敛速度与相关抛物问题的收敛速度相匹配,而弹性参数的收敛速度也取决于阻尼的大小。观察到的Fisher信息矩阵的分析依赖于无阻尼波动方程中出现的算子余弦和正弦族的重标M, n函数的渐近行为。与能量稳定无阻尼波动方程相比,在局部测量的协方差结构中出现的M, n函数具有类似于热核的额外平滑特性,并且使用泛函演算分析了它们的渐近行为。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Parameter estimation in hyperbolic linear SPDEs from multiple measurements
The coefficients of elastic and dissipative operators in a linear hyperbolic SPDE are jointly estimated using multiple spatially localised measurements. As the resolution level of the observations tends to zero, we establish the asymptotic normality of an augmented maximum likelihood estimator. The rate of convergence for the dissipative coefficients matches rates in related parabolic problems, whereas the rate for the elastic parameters also depends on the magnitude of the damping. The analysis of the observed Fisher information matrix relies upon the asymptotic behaviour of rescaled M,N-functions generalising the operator cosine and sine families appearing in the undamped wave equation. In contrast to the energetically stable undamped wave equation, the M,N-functions emerging within the covariance structure of the local measurements have additional smoothing properties similar to the heat kernel, and their asymptotic behaviour is analysed using functional calculus.
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来源期刊
Stochastic Processes and their Applications
Stochastic Processes and their Applications 数学-统计学与概率论
CiteScore
2.90
自引率
7.10%
发文量
180
审稿时长
23.6 weeks
期刊介绍: Stochastic Processes and their Applications publishes papers on the theory and applications of stochastic processes. It is concerned with concepts and techniques, and is oriented towards a broad spectrum of mathematical, scientific and engineering interests. Characterization, structural properties, inference and control of stochastic processes are covered. The journal is exacting and scholarly in its standards. Every effort is made to promote innovation, vitality, and communication between disciplines. All papers are refereed.
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