Data-driven model predictive control of Air-fuel Ratio for PFISI engine

Air-fuel Ratio (AFR) control is considered as one of the most important issues in engine control. In this paper, a data-driven model predictive controller is designed for AFR control of Port Fuel Injection Spark Ignition (PFISI) gasoline engine system. According to the input-output data of a engine simulation model provided by the commercial software enDYNA, the future dynamic of engine system can be predicted. Furthermore, based on the model predictive control (MPC) approach, the control requirement is converted to the optimal control objective, then the control action is obtained by solving the optimal problem. Finally, the simulation results show the effectiveness of the proposed controller.

[1]  Lino Guzzella,et al.  Individual Cylinder Air–Fuel Ratio Control Using Fourier Analysis , 2011, IEEE Transactions on Control Systems Technology.

[2]  Tielong Shen,et al.  Lyapunov-design of adaptive air-fuel ratio control for gasoline engines based on mean-value model , 2011, Proceedings of the 30th Chinese Control Conference.

[3]  Yao Ju-Biao Research on Transient Air Fuel Ratio Control of Gasoline Engines , 2009, 2009 International Forum on Information Technology and Applications.

[4]  Jan M. Maciejowski,et al.  Predictive control : with constraints , 2002 .

[5]  Guoming G. Zhu,et al.  Air-to-Fuel and Dual-Fuel Ratio Control of an Internal Combustion Engine , 2009 .

[6]  Jian-Xin Xu,et al.  Notes on Data-driven System Approaches: Notes on Data-driven System Approaches , 2009 .

[7]  Michel Verleysen,et al.  DD-HDS: A Method for Visualization and Exploration of High-Dimensional Data , 2007, IEEE Transactions on Neural Networks.

[8]  Ping Wang,et al.  Design of a Data-Driven Predictive Controller for Start-up Process of AMT Vehicles , 2011, IEEE Transactions on Neural Networks.

[9]  Biao Huang,et al.  A data driven subspace approach to predictive controller design , 2001 .

[10]  Wolfgang Schick Individual cylinder air-fuel ratio control , 2011 .

[11]  Bart De Moor,et al.  A unifying theorem for three subspace system identification algorithms , 1995, Autom..

[12]  M. Moonen,et al.  On- and off-line identification of linear state-space models , 1989 .

[13]  Tielong Shen,et al.  Input Observer-Based Individual Cylinder Air-Fuel Ratio Control: Modelling, Design and Validation , 2008, IEEE Transactions on Control Systems Technology.

[14]  Dingli Yu,et al.  Adaptive air-fuel ratio control with MLP network , 2005, Int. J. Autom. Comput..

[15]  Javad Mohammadpour,et al.  Air-Fuel Ratio Control of Spark Ignition Engines With TWC Using LPV Techniques , 2009 .

[16]  Shiwei Wang,et al.  A New Development of Internal Combustion Engine Air-Fuel Ratio Control With Second-Order Sliding Mode , 2007 .

[17]  Chen-Fang Chang,et al.  Observer-based air fuel ratio control , 1998 .

[18]  Zhongsheng Hou,et al.  Notes on Data-driven System Approaches , 2009 .

[19]  D. Khiar,et al.  Air-Fuel Ratio Control for an IC Engine , 2007, 2007 IEEE Vehicle Power and Propulsion Conference.