宋丹丹,李岳林,解福泉.基于LS-SVM逆系统的汽油机瞬态空燃比复合控制研究[J].内燃机工程,2018,39(2):9-13.
Composite Control of Transient Air Fuel Ratio for Gasoline Engine Based on LS-SVM Inversion
DOI:
Key Words:gasoline engine  air fuel ratio  least squares support vector machines  model free adaptive control  instantaneous condition  composite control
Author NameAffiliation
SONG Dandan,LI Yuelin,XIE Fuquan 1.College of Automobile and Mechanical Engineering, Changsha University of Science Technology, Changsha 410076, China
2.Institute of Automobile Engineering Henan Communication Vocational and Technical College, Zhengzhou,450005, China 
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Abstract:To achieve effective control of transient air-fuel ratio for gasoline engines, a composite control method is proposed, which consists of inverse model feedforward based on least squares support vector machine(LS-SVM)and feedback control with model-free adaptive control(MFAC).The inverse model of transient air-fuel ratio system was set up with LS-SVM, which is able to dynamic compensate intake flow with feedforward control. And a MFAC feedback controller was used to as a compensation both internal and external disturbance in real time. Then the inverse model and the composite control method are used to simulate transient operating conditions which are compared with the actual acquisition of the air-fuel ratio. The results show that the inverse model based on LS-SVM can accurately approximate the air fuel ratio transient process, and this method has stronger robustness and anti interference combine the MFAC feedback control. Therefore, the composite control strategy has good control performances and can improve the control precision of air-fuel ratio in transient conditions.
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