Enhancement of NbO2-based oscillator neuron device performance via cryogenic operation

Ohhyuk Kwon; Seongjae Heo; Dongmin Kim; Jiho Kim; Hyunsang Hwang

doi:10.1088/1361-6528/ad134c

Enhancement of NbO₂-based oscillator neuron device performance via cryogenic operation

Nanotechnology. 2023 Dec 27;35(10). doi: 10.1088/1361-6528/ad134c.

Authors

Ohhyuk Kwon¹, Seongjae Heo¹, Dongmin Kim¹, Jiho Kim¹, Hyunsang Hwang¹

Affiliation

¹ Center for Single Atom-based Semiconductor Device and the Department of Materials Science and Engineering, Pohang University of Science and Technology, Pohang 37673, Republic of Korea.

PMID: 38061058
DOI: 10.1088/1361-6528/ad134c

Abstract

The Niobium Dioxide (NbO₂) oscillator neuron has garnered significant interest because of its simple structure compared to conventional CMOS-based circuits. However, the limited on/off resistance ratio narrows the range of series resistances that satisfy the self-oscillation conditions and limits its use in large-scale synaptic arrays. In this study, we report the possibility of improving the performance of NbO₂-based oscillator neuron devices through cryogenic operation. The study emphasizes two crucial parameters: the on/off resistance ratio and the oscillation amplitude, both of which are essential for accurate weighted sum classification. The data suggest that these parameters can be effectively enhanced under cryogenic conditions. In addition, we revealed that 120 K is the optimal temperature for cryogenic operation, as it represents the temperature where the on/off resistance ratio ceases to increase. As a result, we revealed that the series resistance range satisfying the self-oscillation condition in a single oscillator increases from 20 to 126 kΩ. The research also probes the maximum possible array size at each temperature. At 300 K, representation is only possible for a 5 × 5 array, but at 120 K, a 30 × 30 array can be represented as a frequency. The evidence implies that the 120 K conditions not only broaden the range of series resistors that can be connected to a single oscillator but also increases the array size, thereby representing different weighted sum currents as frequencies. The research indicates that using carefully optimized cryogenic operation could be a viable method to enhance the necessary NbO₂properties for an oscillator neuron device.

Keywords: cryogenic; niobium dioxide; oscillator.