Designing Circuits for AiMC Based on Non-Volatile Memories: A Tutorial Brief on Trade-Off and Strategies for ADCs and DACs Co-Design

Analog In-Memory Computing (AiMC) based on Non-Volatile Memories (NVM) is a promising candidate to reduce latency and power consumption of neural network (NN) inference in edge-computing applications. This kind of computational accelerators allows both storing weights and performing in-situ analog c...

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Veröffentlicht in:	IEEE transactions on circuits and systems. II, Express briefs Express briefs, 2024-03, Vol.71 (3), p.1650-1655
Hauptverfasser:	Vignali, R., Zurla, R., Pasotti, M., Rolandi, P. L., Singh, A., Gallo, M. Le, Sebastian, A., Jang, T., Antolini, A., Scarselli, E. Franchi, Cabrini, A.
Format:	Artikel
Sprache:	eng
Schlagworte:	ADC AiMC Artificial intelligence Circuit design Co-design Computer architecture DAC Edge computing Encoding MAC operation Microprocessors Neural networks non-volatile memories Nonvolatile memory NVM Power consumption Pulse width modulation Tradeoffs Tutorials
Online-Zugang:	Volltext
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