Work

Reconfigurable Mott electronics for homogeneous neuromorphic platform

Year: 2023
Type: article
Abstract: 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 VO2 (EC-VO2) device, which can be reconfigured as synapses or LIF neurons. The ionic dynamic doping contributed to the resistance changes of VO2, 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-VO2, the simulated spiking neural network model exhibited excellent performances by using low-precision weights and tunable output neurons, whose final accuracy reached 91.92%.
Institution: Peking University
Language: English
Open Access status: hybrid
Estimated APC paid: $2,500
OpenAlex ID: W4387604707
FWCI: 0.22
Cites: 36
Cited by: 3
Related to: 10