Charging gold nanorods with light energy

Gold nanorods are promising photocatalysts that can use light energy to drive chemical reactions—such as converting CO₂ into ...

Quantum simulator reveals how vibrations steer energy flow in molecules

Researchers led by Rice University's Guido Pagano used a specialized quantum device to simulate a vibrating molecule and ...
IEEE

A Physics-Constrained Neural Network Method for Compact Modeling of Semiconductor Devices

Abstract: This work proposes a physics-constrained neural network (PCNN) method for automated and physically consistent compact modeling of semiconductor devices. Traditional ANN-based approaches ...
IEEE

Uncertainty Quantification in PEEC Method: A Physics-Informed Neural Networks-Based Polynomial Chaos Expansion

Abstract: In this article, we propose a novel machine learning approach for uncertainty quantification (UQ) within the partial equivalent element circuit (PEEC) framework, employing physics-informed ...