We present the latest results of an R&D study for a specialized processor capable of reconstructing, in a silicon pixel detector, high-quality tracks from high-energy collision events at 40 MHz. The processor applies a highly parallel pattern-recognition algorithm inspired to quick detection of edges in mammals visual cortex. After a detailed study of a real-detector application, demonstrating that online reconstruction of offline-quality tracks is feasible at 40 MHz with sub-microsecond latency, we are implementing a prototype using common high-bandwidth FPGA devices.

An "artificial retina" processor for track reconstruction at the full LHC crossing rate / A. Abba, F. Bedeschi, F. Caponio, R. Cenci, M. Citterio, A. Cusimano, J. Fu, A. Geraci, M. Grizzuti, N. Lusardi, P. Marino, M.J. Morello, N. Neri, D. Ninci, M. Petruzzo, A. Piucci, G. Punzi, L. Ristori, F. Spinella, S. Stracka, D. Tonelli, J. Walsh. - In: NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH. SECTION A, ACCELERATORS, SPECTROMETERS, DETECTORS AND ASSOCIATED EQUIPMENT. - ISSN 0168-9002. - 824(2016 Jul 11), pp. 260-262. [10.1016/j.nima.2015.10.048]

An "artificial retina" processor for track reconstruction at the full LHC crossing rate

M. Citterio;J. Fu;N. Neri;M. Petruzzo;S. Stracka;
2016

Abstract

We present the latest results of an R&D study for a specialized processor capable of reconstructing, in a silicon pixel detector, high-quality tracks from high-energy collision events at 40 MHz. The processor applies a highly parallel pattern-recognition algorithm inspired to quick detection of edges in mammals visual cortex. After a detailed study of a real-detector application, demonstrating that online reconstruction of offline-quality tracks is feasible at 40 MHz with sub-microsecond latency, we are implementing a prototype using common high-bandwidth FPGA devices.
Pattern recognition; Real-time online tracking; Trigger
Settore FIS/01 - Fisica Sperimentale
Settore FIS/04 - Fisica Nucleare e Subnucleare
11-lug-2016
Article (author)
File in questo prodotto:
File Dimensione Formato  
1-s2.0-S0168900215012607-main.pdf

accesso riservato

Tipologia: Publisher's version/PDF
Dimensione 275.96 kB
Formato Adobe PDF
275.96 kB Adobe PDF   Visualizza/Apri   Richiedi una copia
Pubblicazioni consigliate

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2434/654150
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 2
  • ???jsp.display-item.citation.isi??? 2
social impact