Advanced Neural Network based Control for Automotive Engines: with Feed-forward Scheme and Model Predictive Control - Couverture souple

Zhai, Yujia; Yu, Dingli

 
9783847331858: Advanced Neural Network based Control for Automotive Engines: with Feed-forward Scheme and Model Predictive Control
Couverture souple
ISBN 10 : 384733185X ISBN 13 : 9783847331858
Editeur : LAP LAMBERT Academic Publishing, 2012

Synopsis

In modern automotive industry, the state-of-art technology of fuel injection controllers utilizes feed-forward control with a mass airflow sensor located upstream of the throttle, plus a proportional and integral (PI) type feedback control. The feed-forward control is simply implemented with look-up tables, which requires a laborious process of calibration and tuning. With the development of micro-controllers for engine control units (ECU), a variety of advanced control schemes has been introduced to automotive industry. This research work, firstly, investigated neural network based feed-forward control method to improve the performance of fuel injector. In addition, based on the air/fuel ratio model developed, a nonlinear model predictive control scheme is implemented successfully, and the control performance and robustness are evaluated by introducing system uncertainties.

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Présentation de l'éditeur

In modern automotive industry, the state-of-art technology of fuel injection controllers utilizes feed-forward control with a mass airflow sensor located upstream of the throttle, plus a proportional and integral (PI) type feedback control. The feed-forward control is simply implemented with look-up tables, which requires a laborious process of calibration and tuning. With the development of micro-controllers for engine control units (ECU), a variety of advanced control schemes has been introduced to automotive industry. This research work, firstly, investigated neural network based feed-forward control method to improve the performance of fuel injector. In addition, based on the air/fuel ratio model developed, a nonlinear model predictive control scheme is implemented successfully, and the control performance and robustness are evaluated by introducing system uncertainties.

Biographie de l'auteur

Dr. Yujia Zhai received his M.Sc and Ph.D. from University of Liverpool and Liverpool John Moores University, UK, in 2004 and 2009, respectively. He worked on different international research projects on Dynamical System Identification and Nonlinear Control before he joined Xi'an Jiao Tong-Liverpool University in August, 2011 as a senior lecturer.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2012
Langue
anglais
ISBN 10 
384733185X
ISBN 13 
9783847331858
Reliure
Broché
Nombre de pages
180
Coordonnées du fabricant
non disponible
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