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Advanced Neural Network based Control for Automotive Engines: with Feed-forward Scheme and Model Predictive Control - Softcover
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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About the Author
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.
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- PublisherLAP LAMBERT Academic Publishing
- Publication date2012
- ISBN 10 384733185X
- ISBN 13 9783847331858
- BindingPaperback
- Number of pages180
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Advanced Neural Network based Control for Automotive Engines: with Feed-forward Scheme and Model Predictive Control
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Advanced Neural Network based Control for Automotive Engines with Feedforward Scheme and Model Predictive Control
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Taschenbuch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -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. 180 pp. Englisch. Seller Inventory # 9783847331858
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Advanced Neural Network based Control for Automotive Engines : with Feed-forward Scheme and Model Predictive Control
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LAP LAMBERT Academic Publishing, 2012
ISBN 10: 384733185X
ISBN 13: 9783847331858
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Taschenbuch. Condition: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - 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. Seller Inventory # 9783847331858
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Advanced Neural Network based Control for Automotive Engines
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Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Autor/Autorin: Zhai YujiaDr. 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 Id. Seller Inventory # 5510632
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