22–28 May 2022
La Biodola - Isola d'Elba (Italy)
Europe/Rome timezone
submission of the proceedings for the PM2021 has been postponed to July 31, 2022

Silicon sensors with resistive read-out: ML and analytics techniques for ultimate spatial resolution

24 May 2022, 08:30
3h 45m

Speaker

Marta Tornago (University of Torino)

Description

Without an external magnetic field, the position resolution of silicon sensors is about $pitch\;size/\sqrt{12}$: in identical conditions, silicon sensors with resistive read-out achieve a resolution of a few percent of the pitch size. This remarkable improvement is due to the introduction of resistive read-out in the silicon sensor design. Resistive silicon sensors are based on the LGAD technology, characterised by a continuous gain layer and by an internal signal-sharing mechanism. Thanks to an innovative electrode design aimed at maximising signal sharing, the second FBK production of RSD sensors, RSD2, achieves a position resolution on the whole pixel surface of about 3 microns for 200-micron pitch, 15 microns for a 450-micron pitch and less than 40 microns for a 1300-micron pitch. RSD2 arrays have been tested in the Laboratory for Innovative Silicon Sensors in Torino using a Transient Current Technique setup equipped with a 16-channels digitizer, allowing simultaneously recording all the detector channels. In this contribution, I will present the characteristics of RSD2 and the results obtained with analytic methods and with machine learning algorithms.

Primary author

Marta Tornago (University of Torino)

Co-authors

Amedeo Staiano (Istituto Nazionale di Fisica Nucleare) Federico Siviero (Istituto Nazionale di Fisica Nucleare) Flavio Giobergia (Politecnico di Torino) Giacomo Borghi (Fondazione Bruno Kessler - TIFPA) Gian-Franco Dalla Betta (Istituto Nazionale di Fisica Nucleare) Giovanni Paternoster (Fondazione Bruno Kessler) Luca Menzio (Istituto Nazionale di Fisica Nucleare) Lucio Pancheri (University of Trento) Marco Costa (Istituto Nazionale di Fisica Nucleare) Marco Ferrero (Istituto Nazionale di Fisica Nucleare) Marco Mandurrino (INFN, Sezione di Torino) Matteo Centis Vignali (CERN) Maurizio Boscardin (Istituto Nazionale di Fisica Nucleare) Nicolo' Cartiglia (Istituto Nazionale di Fisica Nucleare) Roberta Arcidiacono (Istituto Nazionale di Fisica Nucleare) Valentina Sola (INFN Torino)

Presentation materials