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Least Squares Approach to the Alignment of the Generic High Precision Tracking System

机译:最小二乘方法用于通用高精度跟踪系统的对准

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摘要

A least squares method to solve a generic alignment problem of high granularity tracking system is presented. The formalism takes advantage of the assumption that the derived corrections are small and consequently uses the first order linear expansion throughout. The algorithm consists of analytical linear expansion allowing for multiple nested fits. E.g. imposing a common vertex for groups of particle tracks is of particular interest. We present a consistent and complete recipe to impose constraints on any set of either implicit or explicit parameters. The baseline solution to the alignment problem is equivalent to the one described in [1]. The latter was derived using purely algebraic methods to reduce the initial large system of linear equations arising from separate fits of tracks and alignment parameters. The method presented here benefits from wider range of applications including problems with implicit vertex fit, physics constraints on track parameters, use of external information to constrain the geometry, etc. The complete formalism is given in [2]. The method has been applied to the full simulation of the ATLAS silicon tracking system. The ultimate goal is to determine ~35,000 degrees of freedom. We present a limited scale exercise exploring various aspects of the solution. [1] V.Blobel, C.Kleinwort, â€ワA new method for the high-precision alignment of track detectors” Proceedings of the Conference on: Advanced Statistical Techniques in Particle Physics University of Durham, UK March 18th-22nd, 2002 http://www.ippp.dur.ac.uk/Workshops/02/statistics/proceedings.shtml [2] P.Bruckman, A.Hicheur, S.Haywood, CERN-ATL-INDET-PUB-2005-002
机译:提出了一种最小二乘法来解决高粒度跟踪系统的通用对齐问题。形式主义利用了以下假设:导出的校正量很小,因此始终使用一阶线性展开。该算法由分析线性展开组成,允许多个嵌套拟合。例如。为粒子轨道组强加一个共同的顶点特别受关注。我们提出了一个一致而完整的方法,以对任何隐式或显式参数集施加约束。对准问题的基线解决方案等效于[1]中描述的解决方案。后者是使用纯代数方法来推导的,以减少由轨道和路线参数的单独拟合而产生的线性方程组的初始大系统。这里介绍的方法受益于更广泛的应用,包括隐式顶点拟合,轨道参数的物理约束,使用外部信息约束几何形状等问题。完整的形式主义在[2]中给出。该方法已应用于ATLAS硅跟踪系统的完整仿真。最终目标是确定35,000个自由度。我们提供了一个规模有限的练习,探讨了解决方案的各个方面。 [1] V.Blobel,C.Kleinwort,“一种用于轨道检测器高精度对准的新方法”,会议记录,3月18日至22日,英国达勒姆大学,粒子物理高级统计技术, 2002年http://www.ippp.dur.ac.uk/Workshops/02/statistics/proceedings.shtml [2] P.Bruckman,A.Hicheur,S.Haywood,CERN-ATL-INDET-PUB-2005-002

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