posted on 2024-08-02, 02:33authored byMingjun Li, Ming Li, Jun Seop An, Haoqun An, Dae Hun Kim, Yong Hun Lee, Kwan Kyu Park, Tae Whan Kim
During
the operation of synaptic devices based on traditional conductive
filament (CF) models, the formation and dissolution of CFs are usually
uncertain. Moreover, when the device is operated for a long time,
the CFs may dissolve due to both the Joule heat generated by the device
itself and the thermal coupling between the devices. These problems
seriously reduce the reliability and stability of the synaptic device.
Here, an artificial synapse device based on polyimide-molybdenum disulfide
quantum dot (MoS<sub>2</sub> QD) nanocomposites is presented. Research
has shown that MoS<sub>2</sub> QDs doped into the active layer can
effectively induce the reduction of Ag ions into Ag atoms, leading
to the formation of Ag clusters and thereby achieving control over
the growth of the CFs. Therefore, the device is capable of stably
realizing various basic synaptic functions. Moreover, the long-term
potentiation/long-term depression (LTP/LTD) of this device shows good
linearity. In addition, due to the change in the shape of the CFs,
the highly integrated devices with a three-dimensional (3D) stacked
structure can operate normally even in a high-temperature environment
of 110 °C. Finally, the synaptic characteristics of the devices
on learning and inference tests show that their recognition rates
are approximately 90.75% (room temperature) and 90.63% (110 °C).