已核实 DOI 相关产品: 105

A bee-inspired multisensory spiking neuron with Humid-Visual fused perception for authenticity recognition

Journal 2025 · IF 13.2 · 发表于 2025 年 4 月 11 日
作者: Keyuan Pan,Chen Chen,Xiujuan Li,Duoyi Zhu,Kang Chen,Kaili Wang,Xinkai Qian,Xuemei Dong,Min Xu,Hongchao Sun,Zifan Li,Fei Xiu,Zhe Zhou,Wei Huang,Juqing Liu
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摘要

Multisensory fusion allow artificial neurons to capture and process abundant signals for perceptual enhancement. Apart from the extensively studied visual-tactile fusion, reports on visual-humid perception remains a challenge, which plays a crucial role for living organism in activities such as foraging, weather detection and locating water source. Here we demonstrate a bee-inspired multisensory spiking neuron (MSN) that comprise a capacitive humidity synapse, a resistive photodetector and a threshold- switching memristor. The MSN encodes visual and humidity inputs into a sequence of spike events, mimicking the quintessential function of a bio-neuron, including action potential, threshold-driven spiking, refractory period, and intensity-modulated spike- frequency. The fused spikes can distinguish between humidity and visual signals by decoupling the output frequencies and amplitudes. Simulation results depict that the cross-modal sensing approach achieves a heightened accuracy (96.67%) in object recognition for verifying flower authenticity. This research opens up a new avenue for constructing humid-visual spiking neurons to advance multisensory perception and intelligent recognition capabilities.

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