First Experimental Demonstration of Robust HZO/β-Ga₂O₃ Ferroelectric Field-Effect Transistors as Synaptic Devices for Artificial Intelligence Applications in a High-Temperature Environment
算法
材料科学
物理
计算机科学
作者
Jinhyun Noh,Hagyoul Bae,Junkang Li,Yandong Luo,Yiming Qu,Tae Joon Park,Mengwei Si,Xuegang Chen,Adam Charnas,Wonil Chung,Xiaochen Peng,Shriram Ramanathan,Shimeng Yu,Peide D. Ye
We have experimentally demonstrated robust beta-gallium oxide ( $\beta $ -Ga 2 O 3 ) ferroelectric (FE) field-effect transistors (FeFETs) on a sapphire substrate operated up to 400 °C. Atomic layer deposited (ALD) Hf 0.5 Zr 0.5 O 2 [hafnium zirconium oxide (HZO)] is used as the FE dielectric. The HZO/ $\beta $ -Ga 2 O 3 FeFETs are studied for their synaptic behavior applications at elevated temperatures. The devices show distinguishable polarization switching operation with the output conductance quasi-linearly controlled by the number of input pulses on the FE gate. In a simulation, on-chip learning accuracy reaches 94% at elevated temperatures using the Modified National Institute of Standards and Technology (MNIST) data set with a simple two-layer multilayer perceptron (MLP) network. These ultra wide bandgap semiconductor devices have the potential to fill the need for harsh environment neuromorphic applications.