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Computational Techniques for Simulating Light Propagation in High-Energy Neutrino Telescopes

机译:高能量中耳望远镜模拟光传播的计算技术

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To maximize the accuracy of background simulation and event reconstruction,high-energy neutrino telescopes require detailed knowledge of light propagation over a large volume of detection medium.If light scattering and absorption lengths in the medium are of the same scale as the detector size,this problem can only be handled numerically.Any inhomogeneity of optical properties in the medium further complicates the problem,requiring large computational resources.We present a treatment based on combining ray-tracing Monte Carlo and neural network techniques which offers a reasonable compromise between solution accuracy,computer memory and CPU usage.
机译:为了最大限度地提高背景模拟和事件重建的准确性,高能量的中微子望远镜需要大量的检测介质上的光传播的详细知识。如果介质中的光散射和吸收长度与探测器尺寸相同,则问题只能在数值上处理。介质中的光学性质的不均匀性进一步复杂化问题,需要大的计算资源.WE呈现了基于结合射线跟踪蒙特卡罗和神经网络技术的治疗,在解决方案精度之间提供合理的折衷,计算机内存和CPU使用率。

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