Machine Learning Integrated with Model Predictive Control for Imitative Optimal Control of Compression Ignition Engines

no code implementations • 1 Apr 2022 • Armin Norouzi, Saeid Shahpouri, David Gordon, Alexander Winkler, Eugen Nuss, Dirk Abel, Jakob Andert, Mahdi Shahbakhti, Charles Robert Koch

One solution is the use of machine learning (ML) and model predictive control (MPC) to minimize emissions and fuel consumption, without adding substantial computational cost to the engine controller.

Model Predictive Control

Deep Learning based Model Predictive Control for Compression Ignition Engines

no code implementations • 31 Mar 2022 • Armin Norouzi, Saeid Shahpouri, David Gordon, Alexander Winkler, Eugen Nuss, Dirk Abel, Jakob Andert, Mahdi Shahbakhti, Charles Robert Koch

Machine learning (ML) and a nonlinear model predictive controller (NMPC) are used in this paper to minimize the emissions and fuel consumption of a compression ignition engine.

Model Predictive Control