MANNOCCI PIERGIULIO | Cycle: XXXV |
Section: Electronics
Advisor: IELMINI DANIELE
Tutor: RECH IVAN
Major Research topic:
ANALOGUE CIRCUIT DESIGN FOR IN-MEMORY LINEAR ALGEBRA ACCELERATORS
Abstract:
L’attività di ricerca comprende la progettazione, integrazione e realizzazione di un nuovo acceleratore di calcolo ibrido, cointegrando tecnologia CMOS classica e circuiti analogici ad elementi memristivi, per operazioni di calcolo in-memoria. Il sistema verrà impiegato per accelerazione di problemi algebrici complessi, quali soluzione di sistemi lineari, decomposizione spettrale e Singular Value Decomposition (SVD), regressione (lineare, logistica, LASSO, Ridge), recommender systems e reti neurali. Verrà definita a livello teorico un'architettura modulare, e validata sperimentalmente mediante la realizzazione di dimostratori discreti (schede stampate) ed integrati.
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