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Improvement of MAC Accuracy using Oxygen Diffusion Barriers in Resistive Synaptic Cell Arrays
Ist Teil von
2024 IEEE International Memory Workshop (IMW), 2024, p.1-4
Ort / Verlag
IEEE
Erscheinungsjahr
2024
Link zum Volltext
Quelle
IEEE Xplore
Beschreibungen/Notizen
Non-volatile memory-based analog computation-in-memory can improve energy efficiency and latency of artificial intelligence edge devices by minimizing the movement of data between processors and memories. Here, we developed reliable HfO 2 -based resistive synaptic cell (RSC) arrays with 16-level analog properties. We revealed that oxygen diffusion barriers not only suppress the negative-set phenomenon and but also improve retention properties. In addition, we fully integrated 256Kcell 1T1R cross-bar RSC arrays using a conventional CMOS process, and demonstrated their improved multiply-accumulate operations with ~94% accuracy.