Applied Physics Letters · 2022 · 55 citations · 92 references
EngineeringElectrical EngineeringMaterials ScienceElectronic MaterialsMicroelectronicsSemiconductor DevicesMemory DevicesMemristive MaterialsNeural CircuitsSpiking Neural NetworksSynaptic TransmissionAnalog Switching BehaviorMemristive MemoryMultilevel Resistance StatesNeuromorphic DevicesNeuromorphic HardwareResistive Switching MaterialsVon Neumann Architecture
Since research on artificial intelligence has begun receiving much attention, interest in efficient hardware that can process a complex and large amount of information has also increased. The existing von Neumann computing architecture has significant limitations in terms of speed and energy efficiency. Volatile memristors are the most promising among several emerging memory semiconductor devices, because they have various features suitable for neuro-inspired applications. Therefore, a comprehensive review of volatile memristors is urgently needed for future research. Herein, we present the physical interpretation and latest research trends of the switching mechanisms of volatile memristors. We also review diverse promising applications using volatile memristors. In particular, we focus on selectors for array structures, synaptic devices for neuromorphic engineering, imitation of nociceptors, and reservoir computing for time-dependent input data processing. Finally, we discuss the future directions of volatile memristors and their applications.
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