4.6 Article

Versatile Functionality of Four-Terminal TiO2-x Memristive Devices as Artificial Synapses for Neuromorphic Computing

期刊

ACS APPLIED ELECTRONIC MATERIALS
卷 4, 期 5, 页码 2326-2336

出版社

AMER CHEMICAL SOC
DOI: 10.1021/acsaelm.2c00161

关键词

artificial synapse; memristive device; heterosynaptic; neuromodulation; reduced TiO2-x; gate-tuning; multiterminal; resistive switching

资金

  1. KAKENHI [JP17H03236, JP17K18881, JPK04468, T19K044680, JP20H00248, JP21K18723]
  2. Japan Society for the Promotion of Science (JSPS)

向作者/读者索取更多资源

Brain-inspired computing systems, which emulate the activity of biological synapses and neurons, have the potential to solve the von Neumann bottleneck. This study presents the fabrication of four-terminal memristive devices using epitaxial thin films of TiO2-x, and explores their capability to implement synaptic functions through the two-dimensional variation of oxygen vacancy distribution in the film. The results demonstrate the remarkable versatility of the four-terminal device for implementing diverse and complex functions of artificial synapses on a single memristive passive element.
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 twoterminal 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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