We present results of an R&D study for a specialized processor capable of precisely reconstructing, in pixel detectors, hundreds of charged-particle tracks from high-energy collisions at 40MHz rate. We apply a highly parallel pattern-recognition algorithm, inspired by studies of the processing of visual images by the brain as it happens in nature, and describe in detail an efficient hardware implementation in high-speed, high-bandwidth FPGA devices. This is the first detailed demonstration of reconstruction of offline-quality tracks at 40MHz and makes the device suitable for processing Large Hadron Collider events at the full crossing frequency.
The artificial retina processor for track reconstruction at the LHC crossing rate / A. Abba, F. Bedeschi, M. Citterio, F. Caponio, A. Cusimano, A. Geraci, P. Marino, M.J. Morello, N. Neri, G. Punzi, A. Piucci, L. Ristori, F. Spinella, S. Stracka, D. Tonelli. - In: JOURNAL OF INSTRUMENTATION. - ISSN 1748-0221. - 10:3(2015), pp. C03018.1-C03018.10. ((Intervento presentato al convegno Workshop on Intelligent Trackers tenutosi a Philadelphia nel 2014 [10.1088/1748-0221/10/03/C03018].
The artificial retina processor for track reconstruction at the LHC crossing rate
N. Neri;
2015
Abstract
We present results of an R&D study for a specialized processor capable of precisely reconstructing, in pixel detectors, hundreds of charged-particle tracks from high-energy collisions at 40MHz rate. We apply a highly parallel pattern-recognition algorithm, inspired by studies of the processing of visual images by the brain as it happens in nature, and describe in detail an efficient hardware implementation in high-speed, high-bandwidth FPGA devices. This is the first detailed demonstration of reconstruction of offline-quality tracks at 40MHz and makes the device suitable for processing Large Hadron Collider events at the full crossing frequency.File | Dimensione | Formato | |
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