论文标题

部分可观测时空混沌系统的无模型预测

SoLAr: Solar Neutrinos in Liquid Argon

论文作者

Parsa, Saba, Weber, Michele, Cuesta, Clara, Gil-Botella, Ines, Manthey, Sergio, Szelc, Andrzej M., Li, Shirley Weishi, Pallavicini, Marco, Evans, Justin, Guenette, Roxanne, Marsden, David, McConkey, Nicola, Navrer-Agasson, Anyssa, Ruiz, Guilherme, Soldner-Rembold, Stefan, Cristaldo, Esteban, Falcone, Andrea, Gonzales, Maritza Delgado, Gotti, Claudio, Guffanti, Daniele, Pessina, Gianluigi, Terranova, Francesco, Torti, Marta, Di Capua, Francesco, Fiorillo, Giuliana, Beacom, John F., Capozzi, Francesco

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。

SoLAr is a new concept for a liquid-argon neutrino detector technology to extend the sensitivities of these devices to the MeV energy range - expanding the physics reach of these next-generation detectors to include solar neutrinos. We propose this novel concept to significantly improve the precision on solar neutrino mixing parameters and to observe the "hep branch" of the proton-proton fusion chain. The SoLAr detector will achieve flavour-tagging of solar neutrinos in liquid argon. The SoLAr technology will be based on the concept of monolithic light-charge pixel-based readout which addresses the main requirements for such a detector: a low energy threshold with excellent energy resolution (approximately 7%) and background rejection through pulse-shape discrimination. The SoLAr concept is also timely as a possible technology choice for the DUNE "Module of Opportunity", which could serve as a next-generation multi-purpose observatory for neutrinos from the MeV to the GeV range. The goal of SoLAr is to observe solar neutrinos in a 10 ton-scale detector and to demonstrate that the required background suppression and energy resolution can be achieved. SoLAr will pave the way for a precise measurement of the 8-B flux, an improved precision on solar neutrino mixing parameters, and ultimately lead to the first observation of hep neutrinos in the DUNE Module of Opportunity.

扫码加入交流群

加入微信交流群

微信交流群二维码

扫码加入学术交流群,获取更多资源