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All-Inorganic CsPbBr<sub>3</sub> Perovskite Planar-Type Memristors as Optoelectronic Synapses

Z. Q. Liu, Pengpeng Cheng, Ruyan Kang, Jian Zhou, Xiaoshan Wang, Xian Zhao, Jia Zhao, Zhiyuan Zuo

2024ACS Applied Materials & Interfaces15 citationsDOI

Abstract

Mimicking fundamental synaptic working principles with memristors contributes an essential step toward constructing brain-inspired, high-efficiency neuromorphic systems that surpass von Neumann system computers. Here, an electroforming-free planar-type memristor based on a CsPbBr 3 single crystal is proposed and exhibits excellent resistive switching (RS) behaviors including stable endurance, ultralow power consumption, and fast switching speed. Furthermore, an optically tunable RS performance is demonstrated by manipulating irradiation intensity and wavelength. Optical analysis techniques such as steady-state photoluminescence and time-resolved photoluminescence are employed to investigate the distribution of Br ions and vacancies before and after quantitative polarization, describing migration dynamic processes to elucidate the RS mechanism. Importantly, a CsPbBr 3 single crystal, as the optoelectronic synapse, shows unique potential to emulate photoenhanced synaptic functions such as excitatory postsynaptic current, paired-pulse facilitation, long-term potentiation/depression, spike-timing-dependent plasticity, spike-voltage-dependent plasticity, and learning–forgetting–relearning process with ultralow per synapse event energy consumption. A classical Pavlov’s dog experiment is simulated with a combination of optical and electrical stimulation. Finally, pattern recognition with simulated artificial neural networks based on our synapse reached an accuracy of 93.11%. The special strategy and superior RS characteristics of optoelectronic synapses provide a pathway toward high-performance, energy-efficient neuromorphic electronics.

Topics & Concepts

Materials scienceMemristorPerovskite (structure)PlanarOptoelectronicsNanotechnologyCrystallographyElectronic engineeringEngineeringComputer scienceComputer graphics (images)ChemistryPerovskite Materials and ApplicationsAdvanced Memory and Neural ComputingConducting polymers and applications
All-Inorganic CsPbBr<sub>3</sub> Perovskite Planar-Type Memristors as Optoelectronic Synapses | Litcius