This paper shows the results related to a Binary Pattern Matching (BPM) task executed on an Analog In-memory Computing (AIMC) unit based on an embedded Phase-Change Memory (ePCM), both designed in a 90-nm CMOS STMicroelectronics technology. The Hit Rate in pattern recognition is characterized and modeled in different scenarios, in order to evaluate the influence of cells Conductance Time Drift (CTD) in a real application. In particular, two PCM multilevel programming algorithms and different cells conductances are considered, and their effects on CTD are experimentally observed. Results suggest that the adoption of a SET staircase (SSC) sequence implies a lower CTD on PCM cells with respect to a RESET Staircase (RSC) sequence, as well as an increased Hit Rate, even with lower levels of employed conductance.
Zavalloni, F., Antolini, A., Lico, A., Franchi Scarselli, E., Torres, M.L., Zurla, R., et al. (2024). A Binary Pattern Matching Task Performed in an ePCM-Based Analog In-Memory Computing Unit. Cham : Springer [10.1007/978-3-031-48711-8_1].
A Binary Pattern Matching Task Performed in an ePCM-Based Analog In-Memory Computing Unit
Zavalloni, FrancescoPrimo
;Antolini, Alessio
Secondo
;Lico, Andrea;Franchi Scarselli, Eleonora;
2024
Abstract
This paper shows the results related to a Binary Pattern Matching (BPM) task executed on an Analog In-memory Computing (AIMC) unit based on an embedded Phase-Change Memory (ePCM), both designed in a 90-nm CMOS STMicroelectronics technology. The Hit Rate in pattern recognition is characterized and modeled in different scenarios, in order to evaluate the influence of cells Conductance Time Drift (CTD) in a real application. In particular, two PCM multilevel programming algorithms and different cells conductances are considered, and their effects on CTD are experimentally observed. Results suggest that the adoption of a SET staircase (SSC) sequence implies a lower CTD on PCM cells with respect to a RESET Staircase (RSC) sequence, as well as an increased Hit Rate, even with lower levels of employed conductance.| File | Dimensione | Formato | |
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SSC_RSC_pattern_check_SIE_2023.pdf
Open Access dal 30/11/2024
Tipo:
Postprint / Author's Accepted Manuscript (AAM) - versione accettata per la pubblicazione dopo la peer-review
Licenza:
Licenza per accesso libero gratuito
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1.09 MB
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