Versatile Functionality of Four-Terminal TiO2–x Memristive Devices as Artificial Synapses for Neuromorphic
Computing
Posted on 2022-04-21 - 06:43
Brain-inspired computing
systems, which emulate the activity of
biological synapses and neurons, are becoming more and more essential
owing to their potential ability to solve the von Neumann bottleneck.
Various types of memristive devices have been proposed to achieve
information processing through synaptic functions. However, biological
synapses have many complicated functions, such as heterosynaptic plasticity
and the related neuromodulation, that are difficult to implement in
conventional two-terminal memristors because of the requirement for
multiple inputs. In this study, simple four-terminal memristive devices
consisting of epitaxial thin films of TiO2–x are fabricated and their capacity to implement synaptic functions
are explored. These devices utilize the two-dimensional variation
of the oxygen vacancy distribution in the TiO2–x film to realize advanced heterosynaptic functionality,
including tunable spike-timing-dependent plasticity, heterosynaptic
plasticity mimicking habituation and sensitization, and Pavlovian
conditioning, through multiterminal voltage inputs. The present results
demonstrate the striking versatility of our four-terminal device for
implementing the diverse and complex functions of artificial synapses
on a single memristive passive element.
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Miyake, Ryotaro; Nagata, Zenya; Adachi, Kenta; Hayashi, Yusuke; Tohei, Tetsuya; Sakai, Akira (2022). Versatile Functionality of Four-Terminal TiO2–x Memristive Devices as Artificial Synapses for Neuromorphic
Computing. ACS Publications. Collection. https://doi.org/10.1021/acsaelm.2c00161