TY - JOUR
T1 - Dual-Mode Functionality in Analog-Weight-Tunable TiOx-Based RRAM
T2 - Exploiting Optical and Electrical Stimuli for Synaptic Behaviors
AU - Park, Hyogeun
AU - So, Hyojin
AU - Ko, Minsu
AU - Kim, Sungjun
AU - Kim, Sungjoon
N1 - Publisher Copyright:
© 2025 American Chemical Society
PY - 2025/8/12
Y1 - 2025/8/12
N2 - In this study, an RRAM with a crossbar array structure incorporating an oxygen-deficient TiOylayer on top of an oxygen-rich TiOxand Al2O3tunnel barrier was developed. The Ti top electrode underwent oxidation reactions with the oxygen-rich TiOx(x = 1.78) layer, resulting in the formation of an oxygen-deficient TiOylayer. The TiOy/TiOxstructure performed functions of switching and an oxygen reservoir, enhancing switching stability and inducing analog weight modulation effects, which further reduced the current level. The oxygen ion drift and diffusion effect of the proposed device led to conductance relaxation, which also means short-term memory (STM) properties. It demonstrated stable uniformity and endurance during DC sweep measurements, and the successful implementation of multilevel characteristics was achieved by using the time-dependent weight expression of the proposed device. Reservoir computing functions were executed through pulse measurements, enabling the realization of an MNIST pattern recognition system. Additionally, synaptic functionalities were emulated, successfully demonstrating the potential for neuromorphic computing system implementation. We also demonstrated dual-mode operation by simultaneously utilizing both electrical and optical stimulation, with optical stimulation emulating synaptic function.
AB - In this study, an RRAM with a crossbar array structure incorporating an oxygen-deficient TiOylayer on top of an oxygen-rich TiOxand Al2O3tunnel barrier was developed. The Ti top electrode underwent oxidation reactions with the oxygen-rich TiOx(x = 1.78) layer, resulting in the formation of an oxygen-deficient TiOylayer. The TiOy/TiOxstructure performed functions of switching and an oxygen reservoir, enhancing switching stability and inducing analog weight modulation effects, which further reduced the current level. The oxygen ion drift and diffusion effect of the proposed device led to conductance relaxation, which also means short-term memory (STM) properties. It demonstrated stable uniformity and endurance during DC sweep measurements, and the successful implementation of multilevel characteristics was achieved by using the time-dependent weight expression of the proposed device. Reservoir computing functions were executed through pulse measurements, enabling the realization of an MNIST pattern recognition system. Additionally, synaptic functionalities were emulated, successfully demonstrating the potential for neuromorphic computing system implementation. We also demonstrated dual-mode operation by simultaneously utilizing both electrical and optical stimulation, with optical stimulation emulating synaptic function.
KW - neuromorphic synaptic emulation
KW - photonic-electrical synaptic function
KW - reservoir computing
KW - resistive switching
KW - TiO-based RRAM
UR - https://www.scopus.com/pages/publications/105013632659
U2 - 10.1021/acsaelm.5c01301
DO - 10.1021/acsaelm.5c01301
M3 - Article
AN - SCOPUS:105013632659
SN - 2637-6113
VL - 7
SP - 7432
EP - 7445
JO - ACS Applied Electronic Materials
JF - ACS Applied Electronic Materials
IS - 15
ER -