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CMAC neural network controller for fuel-injection systems

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3 Author(s)
Shiraishi, Hitoshi ; Dept. of Mech. & Aerosp. Eng., Princeton Univ., NJ, USA ; Ipri, Susan L. ; Cho, D.-I.D.

A new automotive fuel-injection controller using the cerebellar model articulation controller (CMAC) neural network is developed and implemented to maintain the engine air-to-fuel ratio at its stoichiometric value. The CMAC controller requires minimal a priori knowledge of the engine dynamics because it can learn the dynamics and adapt to changing conditions in real time. The CMAC controller is experimentally evaluated on a research vehicle in a configuration fully compatible with production hardware. Initial training followed by continual adaptation allows the CMAC controller to maintain desired performance under previously inexperienced driving conditions

Published in:

Control Systems Technology, IEEE Transactions on  (Volume:3 ,  Issue: 1 )

Date of Publication:

Mar 1995

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