Integrating machine learning and model predictive control for automotive applications: A review and future directions

A Norouzi, H Heidarifar, H Borhan… - … Applications of Artificial …, 2023 - Elsevier
In this review paper, the integration of Machine Learning (ML) and Model Predictive Control
(MPC) in Automotive Control System (ACS) applications are discussed. ACS can be divided …

[HTML][HTML] Model predictive control of internal combustion engines: A review and future directions

A Norouzi, H Heidarifar, M Shahbakhti, CR Koch… - Energies, 2021 - mdpi.com
An internal combustion engine (ICE) is a highly nonlinear dynamic and complex
engineering system whose operation is constrained by operational limits, including …

[KSIĄŻKA][B] Modeling and control of engines and drivelines

L Eriksson, L Nielsen - 2014 - books.google.com
Control systems have come to play an important role in the performance of modern vehicles
with regards to meeting goals on low emissions and low fuel consumption. To achieve these …

1D simulation of a turbocharged Diesel engine with comparison of short and long EGR route solutions

L Cornolti, A Onorati, T Cerri, G Montenegro… - Applied energy, 2013 - Elsevier
This paper describes a detailed analysis of the unsteady flows in the intake and exhaust
systems of a modern four-cylinder, turbocharged Diesel engine with different EGR circuits …

Diesel engine air path control based on neural approximation of nonlinear MPC

R Moriyasu, S Nojiri, A Matsunaga, T Nakamura… - Control engineering …, 2019 - Elsevier
This paper deals with a control design problem for a diesel engine air path system that has
strong nonlinearity and requires multi-input and multi-output control to satisfy requirements …

An explicit model predictive control framework for turbocharged diesel engines

D Zhao, C Liu, R Stobart, J Deng… - IEEE Transactions …, 2013 - ieeexplore.ieee.org
The turbocharged diesel engine is a typical multi-input multioutput system with strong
couplings, actuator constraints, and fast dynamics. This paper addresses the exhaust …

Output selection and its implications for MPC of EGR and VGT in diesel engines

J Wahlström, L Eriksson - IEEE Transactions on Control …, 2012 - ieeexplore.ieee.org
Control of exhaust gas recirculation (EGR) and variable geometry turbine in diesel engines
is a challenging problem and model predictive control (MPC) seems to be a promising …

Nonlinear system identification by Gustafson–Kessel fuzzy clustering and supervised local model network learning for the drug absorption spectra process

L Teslic, B Hartmann, O Nelles… - IEEE Transactions on …, 2011 - ieeexplore.ieee.org
This paper deals with the problem of fuzzy nonlinear model identification in the framework of
a local model network (LMN). A new iterative identification approach is proposed, where …

A surge and choke capable compressor flow model—Validation and extrapolation capability

O Leufvén, L Eriksson - Control Engineering Practice, 2013 - Elsevier
Increasingly stringent emissions legislation combined with consumer performance demand
has created the need for complex automotive engines. The control of this complex system …

Multiobjective evolutionary algorithms for multivariable PI controller design

G Reynoso-Meza, J Sanchis, X Blasco… - Expert Systems with …, 2012 - Elsevier
A multiobjective optimisation engineering design (MOED) methodology for PI controller
tuning in multivariable processes is presented. The MOED procedure is a natural approach …