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Tuesday, July 1, 2025

Spiking Frequency Adaptability and Multi-Weight Synergy in Synthetic Neuronal Module through Bifunctional NbOx Memristor


To deal with the restrictions of present synthetic neurons in neuromorphic {hardware} implementation, NbOx-based bifunctional memristors are fabricated to assemble oscillatory items and superior neuronal modules. Relying on the voltage biasing situations, the NbOx-based memristor can function as both a threshold switching memristor (TSM) or a dynamic memristor (DyM). TSMs are employed to construct oscillatory items and additional reconfigured right into a weighted multi-terminal neuronal module, enabling real-time spatiotemporal summation of enter spikes primarily based on the leaky integrate-and-fire mannequin. This module demonstrated the aptitude to carry out spike summation and multi-weight synergy. Leveraging the gradual resistance change attribute of DyM, a sequential encoder is carried out, permitting the system to acknowledge and reply to the temporal order of spiking indicators. Moreover, DyM is built-in into the oscillatory unit to assemble intensification and attenuation neurons, enabling short-term spiking frequency adaptation. The versatile spiking efficiency of our NbOx bifunctional memristor gives a strategic basis for creating synthetic neurons for next-generation bio-inspired spiking neural networks.

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