A hybrid safety monitoring framework for industrial FCC disengager coking rate based on FPM, CFD, and ML

M Zhang, Z Yang, Y Zhao, M Lv, X Lan, X Shi… - Process Safety and …, 2023 - Elsevier
This work proposed a hybrid modeling framework for the safety monitoring of coking rates in
FCC (Fluidized Catalytic Cracking) disengager. The framework combines CFD …

A New Modeling Method for Spray Angle Prediction of Liquid–Liquid Pintle Injector

F Zhao, H Zhang, L Zhao, B Bai - AIAA Journal, 2023 - arc.aiaa.org
Accurate predictions of the spray angle play a significant role in the design and operation of
the pintle injectors. However, existing prediction models are often based on idealized …

Self-validated physics-embedding network: A general framework for inverse modelling

R Kang, DC Kyritsis, P Liatsis - arXiv preprint arXiv:2210.06071, 2022 - arxiv.org
Physics-based inverse modeling techniques are typically restricted to particular research
fields, whereas popular machine-learning-based ones are too data-dependent to guarantee …

A comprehensive deep learning geometric shape optimization framework with field prediction surrogate and reinforcement learning

H Ma, J Liu, M Ye, OJ Haidn - Physics of Fluids, 2024 - pubs.aip.org
The optimization of aerodynamic components' geometric shapes demands a novel technical
approach for adaptive and efficient exploration and decision-making within the design …

Heat conduction plate layout optimization using physics-driven convolutional neural networks

Y Sun, A Elhanashi, H Ma, MR Chiarelli - Applied Sciences, 2022 - mdpi.com
Optimizing heat conduction layout is essential during engineering design, especially for
sensible thermal products. However, when the optimization algorithm iteratively evaluates …

Flow and spray characteristics of a gas–liquid pintle injector under backpressure environment

Z Li, Y Zhou, P Cheng, X Bai, Q Li - Physics of Fluids, 2024 - pubs.aip.org
Both the flow and spray characteristics of a gas–liquid pintle injector element under the
backpressure environment were investigated experimentally and numerically. The cold …