Nonlinear model predictive control of a gasoline HCCI engine using extreme learning machines

VM Janakiraman, XL Nguyen, D Assanis - arXiv preprint arXiv:1501.03969, 2015 - arxiv.org
Homogeneous charge compression ignition (HCCI) is a futuristic combustion technology
that operates with a high fuel efficiency and reduced emissions. HCCI combustion is
characterized by complex nonlinear dynamics which necessitates a model based control
approach for automotive application. HCCI engine control is a nonlinear, multi-input multi-
output problem with state and actuator constraints which makes controller design a
challenging task. Typical HCCI controllers make use of a first principles based model which …

Nonlinear Model Predictive Control of A Gasoline HCCI Engine Using Extreme Learning Machines

V Manikandan Janakiraman, XL Nguyen… - arXiv e …, 2015 - ui.adsabs.harvard.edu
Homogeneous charge compression ignition (HCCI) is a futuristic combustion technology
that operates with a high fuel efficiency and reduced emissions. HCCI combustion is
characterized by complex nonlinear dynamics which necessitates a model based control
approach for automotive application. HCCI engine control is a nonlinear, multi-input multi-
output problem with state and actuator constraints which makes controller design a
challenging task. Typical HCCI controllers make use of a first principles based model which …
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