Cellular techniques for Ring Imaging Cherenkov detector image processing

X. Vilasís-Cardona
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引用次数: 1

Abstract

Ring Imaging Cherenkov detectors (RICH) are a class of particle detectors used for particle identification whose principle involves a pattern recognition problem: identifying circles from a short number of their points. A real image hosts several circles which may eventually overlap. Actual techniques solving this problem are mainly non-local algorithms implemented on software requiring large computing time and resources. This point limits the use of RICH detectors in the trigger system of large experiments such as LHCb. An alternative solution, based on a cellular approach, is proposed. A list of possible templates from the standard library is established and considerations on the requirements for the hardware implementation in FPGAs are given. From the conceptual point of view, the cellular technique solution looks promising while the hardware implementation in FPGAs lays in the verge of the actual technical limitations if response times are to be in the order of the microsecond as required in the LHCb hardware trigger.
环成像切伦科夫探测器图像处理的细胞技术
环成像切伦科夫探测器(RICH)是一类用于粒子识别的粒子探测器,其原理涉及一个模式识别问题:从它们的少量点识别圆。一个真实的图像包含几个最终可能重叠的圆。实际解决这一问题的技术主要是在需要大量计算时间和资源的软件上实现非局部算法。这一点限制了RICH探测器在大型实验(如LHCb)触发系统中的使用。提出了一种基于蜂窝式方法的替代解决方案。建立了标准库中可能的模板列表,并对fpga硬件实现的要求进行了考虑。从概念的角度来看,蜂窝技术解决方案看起来很有希望,而fpga中的硬件实现则处于实际技术限制的边缘,如果响应时间按照LHCb硬件触发器中要求的微秒顺序。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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