Neurolight: A physics-agnostic neural operator enabling parametric photonic device simulation

J Gu, Z Gao, C Feng, H Zhu, R Chen… - Advances in Neural …, 2022 - proceedings.neurips.cc
Optical computing has become emerging technology in next-generation efficient artificial
intelligence (AI) due to its ultra-high speed and efficiency. Electromagnetic field simulation is …

Gated recurrent unit (GRU)-based deep learning method for spectrum estimation and inverse modeling in plasmonic devices

MK Mahadi, R Rahad, MA Haque, MM Nishat - Applied Physics A, 2024 - Springer
In this research, we propose a deep learning model employing gated recurrent units (GRUs)
for the transmission spectrum prediction, and computational inverse designing of all-optical …

PIC2O-Sim: A Physics-Inspired Causality-Aware Dynamic Convolutional Neural Operator for Ultra-Fast Photonic Device FDTD Simulation

P Ma, H Yang, Z Gao, DS Boning, J Gu - arXiv preprint arXiv:2406.17810, 2024 - arxiv.org
The finite-difference time-domain (FDTD) method, which is important in photonic hardware
design flow, is widely adopted to solve time-domain Maxwell equations. However, FDTD is …

Integrating machine learning into process-based modeling to predict the ammonia loss from stored slurry dairy manure

RA Genedy, JA Ogejo, M Chung… - 2023 ASABE Annual …, 2023 - elibrary.asabe.org
Effective manure storage management on dairy farms is crucial for maximizing its value as
fertilizer, reducing costs, and minimizing environmental pollution. However, manure nitrogen …

[PDF][PDF] Light-AI Interaction: Bridging Photonics and AI with Cross-Layer Hardware/Algorithm Co-Design

J Gu, H Zhu, C Feng, RT Chen, DZ Pan - 2023 - scopex-asu.github.io
Weekly Report 07/31/2019 Page 1 Light-AI Interaction: Bridging Photonics and AI with Cross-Layer
Hardware/Algorithm Co-Design June 15, 2023 Jiaqi Gu1,2, Hanqing Zhu1, Chenghao Feng1,3 …

Integrating Machine Learning Into Process-Based Modeling to Predict Ammonia Losses From Stored Liquid Dairy Manure

RAK Genedy - 2023 - vtechworks.lib.vt.edu
Storing manure on dairy farms is essential for maximizing its fertilizer value, reducing
management costs, and minimizing potential environmental pollution challenges. However …

[PDF][PDF] Benchmarking the Robustness of Neural Network-based Partial Differential Equation Solvers

J Gu, M Dighamber, Z Gao, DS Boning - 2023 - fastmachinelearning.org
The application of artificial intelligence (AI) to scientific domains has witnessed significant
growth, notably in the realm of solving partial differential equations (PDEs). Customized …