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Inducing Long-Term Plasticity of Intrinsic Neuronal Excitability in Neurons of the Dorsal Lateral Geniculate Nucleus
Published on: September 20, 2024
Perception, Synaptic Plasticity, and Spiking Neuron Function Enabled by a 2D Ferroelectric NbOBr2 for Neuromorphic
Zhipeng Yu1, Zixuan Zhao2, Qingchen Han1,3
1Nanofabrication facility, Suzhou Institute of Nano-Tech and Nano-Bionics, Chinese Academy of Sciences, Suzhou, China.
Abstract:
2D ferroelectrics integrate electrically tunable polarization dynamics with anisotropic light-matter interaction, providing a unified platform for co-localized sensing and in-memory computing. However, most neuromorphic visual systems still rely on heterogeneous components that exploit only a single material functionality at a time, thereby increasing system complexity and fabrication costs. Here, we demonstrate a device-algorithm co-design for neuromorphic visual recognition based on multifunctional NbOBr2. By leveraging its anisotropic broadband photoresponse, robust in-plane ferroelectricity, and integration with multilayer graphene, we realize three bio-inspired core functions: anisotropic photoelectric synaptic preprocessing for retina-like encoding, ferroelectric synaptic weight modulation for in-memory weighted operations, and leaky integrate-and-fire (LIF) neuronal emulation for spike generation. With BDD100K driving scenes converted to drivable maps and encoded into two orthogonal polarization channels (c- and b-axis; 0°/90°), a device-aware spiking neural network achieves a recognition accuracy of up to 94.2%, outperforming a standard SNN baseline (91.8%). These results illustrate how the intrinsic multifunctionality of a 2D ferroelectric can be harnessed to create compact, biologically plausible perception-computation hardware for high-performance neuromorphic vision.
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