论文标题
部分可观测时空混沌系统的无模型预测
Prospects for $γ^\star γ^\star \to ππ$ via lattice QCD
论文作者
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。
The $γ^\star γ^\star \to ππ$ scattering amplitude plays a key role in a wide range of phenomena, including understanding the inner structure of scalar resonances as well as constraining the hadronic contributions to the anomalous magnetic moment of the muon. In this work, we explain how the infinite-volume Minkowski amplitude can be constrained from finite-volume Euclidean correlation functions. The relationship between the finite-volume Euclidean correlation functions and the desired amplitude holds up to energies where $3π$ states can go on shell, and is exact up to exponentially small corrections that scale like $\mathcal{O}(e^{-m_πL})$, where $L$ is the spatial extent of the cubic volume and $m_π$ is the pion mass. In order to implement this formalism and remove all power-law finite volume errors, it is necessary to first obtain $ππ\to ππ$, $πγ^\star \to π$, $γ^\star \toππ$, and $ππγ^\star \toππ$ amplitudes; all of which can be determined via lattice quantum chromodynamic calculations.