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Advanced Neural Network based Control for Automotive Engines

Advanced Neural Network based Control for Automotive Engines


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About the Book

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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Product Details
  • ISBN-13: 9783847331858
  • Publisher: Lap Lambert Academic Publishing
  • Publisher Imprint: LAP LAMBERT Academic Publishing
  • Height: 229 mm
  • No of Pages: 180
  • Series Title: English
  • Weight: 322 gr
  • ISBN-10: 384733185X
  • Publisher Date: 03 Jan 2012
  • Binding: Paperback
  • Language: English
  • Returnable: N
  • Spine Width: 10 mm
  • Width: 152 mm


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Advanced Neural Network based Control for Automotive Engines
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Advanced Neural Network based Control for Automotive Engines
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