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07/19/2023
A Competitive Learning Approach for Specialized Models: A Solution for Complex Physical Systems with Distinct Functional Regimes
Complex systems in science and engineering sometimes exhibit behavior th...
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01/07/2021
An automated machine learning-genetic algorithm (AutoML-GA) approach for efficient simulation-driven engine design optimization
In recent years, the use of machine learning techniques as surrogate mod...
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12/08/2020
Application of a novel machine learning based optimization algorithm (ActivO) for accelerating simulation-driven engine design
A novel design optimization approach (ActivO) that employs an ensemble o...
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12/03/2020
ChemNODE: A Neural Ordinary Differential Equations Approach for Chemical Kinetics Solvers
The main bottleneck when performing computational fluid dynamics (CFD) s...
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05/21/2019