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ADC Design for Bit-serial Input Encoding in PCMBased Array Analog Hardware Accelerator

Faraz Kevin Parsa

ADC Design for Bit-serial Input Encoding in PCMBased Array Analog Hardware Accelerator.

Rel. Carlo Ricciardi, Liliana Prejbeanu, Lorena Anghel, Pritish Narayanan. Politecnico di Torino, NON SPECIFICATO, 2025

Abstract:

This work presents the design and simulation of a sensing circuit for an analog Phase Change Memory based Multiply and Accumulate Hardware accelerator, with a focus on current transfer linearity and sensitivity. The goal was to accurately transcribe the output current of the array into a voltage ready for digitization, while mitigating non-ideal effects such as channel length modulation and process variation. A two-stage current mirror architecture was developed: the first stage offers tunability to adapt the charging range, and the second stage, operating in a calibration context, corrects for process induced mirror mismatch. Simulation results confirm that this architecture improves sensitivity and reduces non-linearity (S2 < 1% for around 50% of the simulated cases), allowing for better utilization of the ADC dynamic range. The stacked transistors with different threshold voltage types (rvt/slvt) were also shown to significantly limit output voltage dependence. While promising, further modelling of mirror non-idealities is necessary for accurate full-chip prediction. This work contributes a crucial step towards reliable, high-accuracy analog-to-digital conversion in neuromorphic systems.

Relatori: Carlo Ricciardi, Liliana Prejbeanu, Lorena Anghel, Pritish Narayanan
Anno accademico: 2025/26
Tipo di pubblicazione: Elettronica
Numero di pagine: 4
Informazioni aggiuntive: Tesi secretata. Fulltext non presente
Soggetti:
Corso di laurea: NON SPECIFICATO
Classe di laurea: Nuovo ordinamento > Laurea magistrale > LM-29 - INGEGNERIA ELETTRONICA
Aziende collaboratrici: IBM
URI: http://webthesis.biblio.polito.it/id/eprint/37885
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