Density functional theory based neural network force fields from energy decompositions

Y Huang, J Kang, WA Goddard III, LW Wang - Physical Review B, 2019 - APS
In order to develop force fields (FF) for molecular dynamics simulations that retain the
accuracy of ab initio density functional theory (DFT), we developed a machine learning …

Multiple -Point Nonadiabatic Molecular Dynamics for Ultrafast Excitations in Periodic Systems: The Example of Photoexcited Silicon

F Zheng, L Wang - Physical Review Letters, 2023 - APS
With the rapid development of ultrafast experimental techniques for the research of carrier
dynamics in solid-state systems, a microscopic understanding of the related phenomena …

Computational study on interfaces and interface defects of amorphous silica and silicon

P Li, Y Song, X Zuo - physica status solidi (RRL)–Rapid …, 2019 - Wiley Online Library
The amorphous SiO2/Si interface is arguably the most important part in semiconductor
technology, strongly influencing the device reliability. Its electronic structure is affected by …

Density-Functional Study of the Si/SiO2 Interfaces in Short-Period Superlattices: Structures and Energies

M Smirnov, E Roginskii, A Savin, N Mazhenov… - Coatings, 2023 - mdpi.com
The oxide-semiconductor interface is a key element of MOS transistors, which are widely
used in modern electronics. In silicon electronics, SiO2 is predominantly used. The …

First-principles study of oxygen vacancy defects in orthorhombic Hf0. 5Zr0. 5O2/SiO2/Si gate stack

J Chai, H Xu, J Xiang, Y Zhang, L Zhou… - Journal of Applied …, 2022 - pubs.aip.org
The gate defect of the ferroelectric HfO 2-based Si field-effect transistor (Si FeFET) plays a
dominant role in its reliability issue. The first-principles calculations are an effective method …

Toward Reliability-and Variability-Aware Design-Technology Co-Optimization in Advanced Nodes: Defect Characterization, Industry-Friendly Modeling, and ML …

Z Ji, Y Xue, P Ren, J Ye, Y Li, Y Wu… - … on Electron Devices, 2023 - ieeexplore.ieee.org
Reliability-and variability-aware design-technology co-optimization (RV-aware DTCO)
becomes indispensable with advanced nodes. However, four key issues hinder its practical …

Ab Initio Investigation of Charge Trapping Across the Crystalline-–Amorphous- Interface

YY Liu, F Zheng, X Jiang, JW Luo, SS Li, LW Wang - Physical Review Applied, 2019 - APS
Accurate microscopic description of the charge-trapping process from semiconductor to
defects in the dielectric-oxide layer is of paramount importance for understanding many …

Characterizing the Charge Trapping across Crystalline and Amorphous Si/SiO2/HfO2 Stacks from First-Principle Calculations

YY Liu, F Liu, R Wang, JW Luo, X Jiang, R Huang… - Physical Review …, 2019 - APS
The complexity of charge trapping in semiconductor devices, such as high-κ MOSFETs, is
increasing as the devices themselves become more complicated. To facilitate research into …

First-principles study of defects in amorphous-SiO2/Si interfaces

P Li, Z Chen, P Yao, F Zhang, J Wang, Y Song… - Applied Surface …, 2019 - Elsevier
Abstract Defects in amorphous-SiO 2/Si (a-SiO 2/Si) interfaces influence greatly the
performance and reliability of Si-based devices. The major interfacial defects that exhibit …

The mechanism of improving germanium metal–oxide–semiconductor field-effect transistors' reliability by high-k dielectric and yttrium-doping: From the view of charge …

T Xiong, J Yang, HX Deng, Z Wei, YY Liu - Journal of Applied Physics, 2022 - pubs.aip.org
The application of germanium (Ge)-based transistors has long been restricted by the poor
reliability of the gate dielectrics. One solution proposed in the experiment is capping the …