Smart Pixels: In-pixel AI for on-sensor data filtering

We present a smart pixel prototype readout integrated circuit (ROIC) designed in CMOS 28 nm bulk process, with in-pixel implementation of an artificial intelligence (AI) / machine learning (ML) based data filtering algorithm designed as proof-of-principle for a Phase III upgrade at the Large Hadron...

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Veröffentlicht in:	arXiv.org 2024-06
Hauptverfasser:	Parpillon, Benjamin, Syal, Chinar, Yoo, Jieun, Dickinson, Jennet, Swartz, Morris, Giuseppe Di Guglielmo, Bean, Alice, Berry, Douglas, Manuel Blanco Valentin, DiPetrillo, Karri, Badea, Anthony, Gray, Lindsey, Maksimovic, Petar, Mills, Corrinne, Neubauer, Mark S, Pradhan, Gauri, Tran, Nhan, Wen, Dahai, Fahim, Farah, the CMS Collaboration
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Artificial intelligence Clusters Combinatorial analysis Digitization Filtration Integrated circuits Large Hadron Collider Leakage current Machine learning Momentum Neural networks Particle tracking Pixels Power consumption Signal processing
Online-Zugang:	Volltext
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