Light Science & Applications · 2025 · 48 citations · 40 references
Optoelectronic memristors possess capabilities of data storage and mimicking human visual perception. They hold great promise in neuromorphic visual systems (NVs). This study introduces the amorphous wide-bandgap Ga<sub>2</sub>O<sub>3</sub> photoelectric synaptic memristor, which achieves 3-bit data storage through the adjustment of current compliance (I<sub>cc</sub>) and the utilization of variable ultraviolet (UV-254 nm) light intensities. The "AND" and "OR" logic gates in memristor-aided logic (MAGIC) are implemented by utilizing voltage polarity and UV light as input signals. The device also exhibits highly stable synaptic characteristics such as paired-pulse facilitation (PPF), spike-intensity dependent plasticity (SIDP), spike-number dependent plasticity (SNDP), spike-time dependent plasticity (STDP), spike-frequency dependent plasticity (SFDP) and the learning experience behavior. Finally, when integrated into an artificial neural network (ANN), the Ag/Ga<sub>2</sub>O<sub>3</sub>/Pt memristive device mimicked optical pulse potentiation and electrical pulse depression with high pattern accuracy (90.7%). The single memristive cells with multifunctional features are promising candidates for optoelectronic memory storage, neuromorphic computing, and artificial visual perception applications.
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Gradient-based learning applied to document recognition
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Engineering, Machine Learning, Multilayer Neural Networks +17
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