Generation of Rate-of-Injection (ROI) profile for Computational Fluid Dynamics (CFD) model of Internal Combustion Engine (ICE) using machine learning

Zachary Williams,Ahmed Moiz,Khanh Cung, Mike Smith,Thomas Briggs,Christopher Bitsis,Jason Miwa

Energy and AI（2022）

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摘要

•Rate of Injection (ROI) measurement and Post-processing.•Empirical model to predict ROI profile.•Machine learning (ML) models Random Forest (RF) and Neural Network (NN) to generate ROI profile.•CFD application using high-fidelity ROI profile generated by ML model.

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关键词

Rate of Injection,Diesel injector,Machine learning,CFD

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