Mott–vanadium dioxide-based memristors as artificial neurons for brain-inspired computing: a view on current advances
Abstract
VO2 stands out as a unique material manifesting intrinsically coupled electronic and phase transitions. The novel electric field-activated phase transition behaviours, along with the high-resistance change rate, ultrarapid response, and low-power consumption in VO2 memristors, provide a nonlinear dynamical response to input signals, as recommended to design neuromorphic circuit components. The present review focuses on the recent advancements in VO2 memristor devices and the design of these devices into neuromorphic circuitry towards emulating the synaptic function, which facilitates a variety of applications in sensing, oscillators for spike coding, mechanoreceptors, and anthropomorphic neurorobotics, etc. A detailed picture is presented starting from the deposition of VO2 films to the memristor circuits employing VO2-based devices, which contribute to the development of hardware neural network systems with brain-inspired algorithms, enabling the application of neuromorphic computing.
- This article is part of the themed collection: Nanomaterials for a sustainable future: From materials to devices and systems