论文标题

部分可观测时空混沌系统的无模型预测

Sharp inequalities for discrete and continuous multi-tiling, using the Bombieri-Siegel approach

论文作者

Martins, Michel Faleiros, Robins, Sinai

论文摘要

储层计算是预测湍流的有力工具,其简单的架构具有处理大型系统的计算效率。然而,其实现通常需要完整的状态向量测量和系统非线性知识。我们使用非线性投影函数将系统测量扩展到高维空间,然后将其输入到储层中以获得预测。我们展示了这种储层计算网络在时空混沌系统上的应用,该系统模拟了湍流的若干特征。我们表明,使用径向基函数作为非线性投影器,即使只有部分观测并且不知道控制方程,也能稳健地捕捉复杂的系统非线性。最后,我们表明,当测量稀疏、不完整且带有噪声,甚至控制方程变得不准确时,我们的网络仍然可以产生相当准确的预测,从而为实际湍流系统的无模型预测铺平了道路。

Given a finite subset $F$ of integer points in $\mathbb Z^d$, it is of interest to seek conditions on $F$ that allow it to multi-tile $\mathbb Z^d$ by translations. To this end, we give a discretized version of the Bombieri-Siegel formula, which represents a finite sum of discrete covariograms in terms of Fourier transforms. As a consequence, we arrive at a new equivalent condition for multi-tiling $\mathbb Z^d$ by translating $F$ with a fixed integer sublattice. In the continuous case, we study lattice sums of the cross covariogram for any two bounded sets $A, B\subset \mathbb R^d$, and we prove a refined continuous version of the classical Bombieri-Siegel formula from the geometry of numbers. To achieve this goal, we use a variant of the Poisson Summation formula, adapted for continuous functions of compact support. As an application of this refined Bombieri-Siegel formula, a new characterization of multi-tilings of Euclidean space by translations of a compact set by using a lattice is given. One consequence is a novel spectral formula for the volume of any bounded measurable set. Another consequence is a novel spectral formula for the product of the volumes of any two bounded measurable sets.

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