论文标题
部分可观测时空混沌系统的无模型预测
Extremely Large Magnetoresistance and Anisotropic Transport in Multipolar Kondo System PrTi$_{2}$Al$_{20}$
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。
Multipolar Kondo systems offer unprecedented opportunities for designing astonishing quantum phases and functionalities beyond spin-only descriptions. A model material platform of this kind is the cubic heavy-fermion system Pr$Tr_{2}$Al$_{20}$ ($Tr=$ Ti, V), which hosts a nonmagnetic crystal-electric-field (CEF) ground state and substantial Kondo entanglement of the local quadrupolar and octopolar moments with the conduction electron sea. Here, we explore magnetoresistance (MR) and Hall effect of PrTi$_{2}$Al$_{20}$ that develops ferroquadrupolar (FQ) order below $T_{Q} \sim 2$ K and compare its behavior with that of the non-4$f$ analog, LaTi$_{2}$Al$_{20}$. In the FQ ordered phase, PrTi$_{2}$Al$_{20}$ displays extremely large magnetoresistance (XMR) of $\sim 10^{3}\%$. The unsaturated, quasi-linear field ($B$) dependence of the XMR violates the conventional Kohler's scaling and defies description based on carrier compensation alone. By comparing the MR and the Hall effect observed in PrTi$_{2}$Al$_{20}$ and LaTi$_{2}$Al$_{20}$, we conclude that the open-orbit topology on the electron-type Fermi surface (FS) sheet is key for the observed XMR. The low-temperature MR and the Hall resistivity in PrTi$_{2}$Al$_{20}$ display pronounced anisotropy in the [111] and [001] magnetic fields, which is absent in LaTi$_{2}$Al$_{20}$, suggesting that the transport anisotropy ties in with the anisotropic magnetic-field response of the quadrupolar order parameter.