When machine learning meets 2D materials: a review

B Lu, Y ** engineering of biphenylene electronic and optical properties using deep learning
A Kokabi, M Fayazi - Materials Today Communications, 2024‏ - Elsevier
The effect of the randomized nitrogen and boron do** on the structural, electronic, and
optical properties of biphenylene monolayer is investigated using the convolutional and …

Modeling and Understanding the Compact Performance of h‐BN Dual‐Gated ReS2 Transistor

K Lee, J Choi, B Kaczer, A Grill, JW Lee… - Advanced Functional …, 2021‏ - Wiley Online Library
In this study, high‐performance few‐layered ReS2 field‐effect transistors (FETs), fabricated
with hexagonal boron nitride (h‐BN) as top/bottom dual gate dielectrics, are presented. The …

Classifiable Limiting Mass Change Detection in a Graphene Resonator Using Applied Machine Learning

M Seo, E Yang, DH Shin, Y Je, C Joo… - ACS Applied …, 2022‏ - ACS Publications
Nanomechanical resonator devices are widely used as ultrasensitive mass detectors for
fundamental studies and practical applications. The resonance frequency of the resonators …

Cyclic Thermal Effects on Devices of Two‐Dimensional Layered Semiconducting Materials

Y Kim, B Kaczer, D Verreck, A Grill… - Advanced Electronic …, 2021‏ - Wiley Online Library
Abstract Field‐effect transistors (FETs), using transition metal dichalcogenides (TMD) as
channels, have various types of interfaces, and their characteristics are sensitively changed …

Efficient Prediction of Equivalent Thermo-Mechanical Properties for Embedded Unit Cells in Reliability Simulations of Complex Circuit Wiring Structures Using a …

W Qiao, Z Zhao, G Wan, H Zheng, W Li… - 2024 25th …, 2024‏ - ieeexplore.ieee.org
In the field of reliability simulation and analysis of complex circuit wiring structures, the
remarkable effectiveness of the Convolutional Neural Network (CNN) in wiring diagram …

Deep Understanding of Electron Beam Effects on 2D Layered Semiconducting Devices Under Bias Applications

K Lee, H Ji, Y Kim, B Kaczer, H Lee… - Advanced Materials …, 2022‏ - Wiley Online Library
In this study, the radiation effects of electron beam (e‐beam) on field‐effect transistors
(FETs) using transition‐metal dichalcogenides (TMD) as a channel are carefully …