Reconfigurable Mott electronics for homogeneous neuromorphic platform

To simplify the fabrication process and increase the versatility of neuromorphic systems, the reconfiguration concept has attracted much attention. Here, we developed a novel electrochemical VO 2 (EC-VO 2 ) device, which can be reconfigured as synapses or LIF neurons. The ionic dynamic doping contri...

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Veröffentlicht in:Chinese physics B 2023-12, Vol.32 (12), p.128401-79
Hauptverfasser: Yang, Zhen, Lu, Ying-Ming, Yang, Yu-Chao
Format: Artikel
Sprache:eng
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Zusammenfassung:To simplify the fabrication process and increase the versatility of neuromorphic systems, the reconfiguration concept has attracted much attention. Here, we developed a novel electrochemical VO 2 (EC-VO 2 ) device, which can be reconfigured as synapses or LIF neurons. The ionic dynamic doping contributed to the resistance changes of VO 2 , which enables the reversible modulation of device states. The analog resistance switching and tunable LIF functions were both measured based on the same device to demonstrate the capacity of reconfiguration. Based on the reconfigurable EC-VO 2 , the simulated spiking neural network model exhibited excellent performances by using low-precision weights and tunable output neurons, whose final accuracy reached 91.92%.
ISSN:1674-1056
2058-3834
DOI:10.1088/1674-1056/ad02e8