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CPPM, Aix-Marseille Université and CNRS/IN2P3, Marseille, France.
Homer L. Dodge Department of Physics and Astronomy, University of Oklahoma, Norman, OK USA.
Eur Phys J C Part Fields. 2017;77(7):490. doi: 10.1140/epjc/s10052-017-5004-5. Epub 2017 Jul 24.
The reconstruction of the signal from hadrons and jets emerging from the proton-proton collisions at the Large Hadron Collider (LHC) and entering the ATLAS calorimeters is based on a three-dimensional topological clustering of individual calorimeter cell signals. The cluster formation follows cell signal-significance patterns generated by electromagnetic and hadronic showers. In this, the clustering algorithm implicitly performs a topological noise suppression by removing cells with insignificant signals which are not in close proximity to cells with significant signals. The resulting have shape and location information, which is exploited to apply a local energy calibration and corrections depending on the nature of the cluster. Topological cell clustering is established as a well-performing calorimeter signal definition for jet and missing transverse momentum reconstruction in ATLAS.
从大型强子对撞机（LHC）质子-质子碰撞中产生并进入ATLAS量能器的强子和喷注重建信号，是基于单个量能器单元信号的三维拓扑聚类。聚类形成遵循电磁簇射和强子簇射产生的单元信号显著性模式。在此过程中，聚类算法通过移除与显著信号单元距离不近的低显著性信号单元，隐式地执行拓扑噪声抑制。最终的聚类具有形状和位置信息，可根据聚类的性质利用这些信息进行局部能量校准和修正。拓扑单元聚类已成为ATLAS中用于喷注和横向缺失动量重建的性能良好的量能器信号定义。
