Hybrid Unsupervised Cluster-wise Regression Approach for Representing the Flamelet Tables
Published in American Chemical Society, 2023
Recommended citation: Rohit Mishra, Sarvesh Mayilvahanan, and Dorrin Jarrahbashi. "Hybrid Unsupervised Cluster-wise Regression Approach for Representing the Flamelet Tables." Energy & Fuels 37.4 (2023): 3056-3070. https://pubs.acs.org/doi/full/10.1021/acs.energyfuels.2c03766
A novel hybrid unsupervised cluster-wise regression approach is developed to represent the flamelet tables and speed up the computations in turbulent combustion simulations. The proposed machine learning method utilizes a cluster-wise regression technique where specialized deep neural networks are trained on different parts of the input space.