Robust $\mathcal {H}_\infty$ Filtering for Vehicle Sideslip Angle With Quantization and Data Dropouts

This paper studies the robust <inline-formula><tex-math notation="LaTeX">$\mathcal {H}_\infty$</tex-math></inline-formula> filtering problem for the in-vehicle networked system with sensor failure, dynamic quantization and data dropouts. The nonlinear vehicle lateral dynamics is described as the Takagi-Sugeno fuzzy system. We assume that the sensor failure is adopted to present inaccurately work of the sensor, and both the measurement and performance output signals are quantized by the dynamic quantizers before being transmitted to the network channel. Moreover, the Bernoulli random binary distribution is considered to describe the data dropouts phenomenon both in the measurement and performance outputs. The proposed filter design method is given in the form of linear matrix inequalities which guarantee that the filtering error system is stochastically stable with <inline-formula><tex-math notation="LaTeX">$\mathcal {H}_\infty$</tex-math></inline-formula> performance index. Finally, the co-simulation of the Matlab/Simulink and Carsim is used to validate the proposed filter design method.

[1]  James Lam,et al.  A Novel Observer Design for Simultaneous Estimation of Vehicle Steering Angle and Sideslip Angle , 2016, IEEE Transactions on Industrial Electronics.

[2]  Xiao-Heng Chang,et al.  Fuzzy Peak-to-Peak Filtering for Networked Nonlinear Systems With Multipath Data Packet Dropouts , 2019, IEEE Transactions on Fuzzy Systems.

[3]  E. Yaz Linear Matrix Inequalities In System And Control Theory , 1998, Proceedings of the IEEE.

[4]  Wei Xing Zheng,et al.  Active front steering controller design for electric vehicle system by using disturbance observer method , 2017, 2017 36th Chinese Control Conference (CCC).

[5]  Jianqiu Li,et al.  Combined AFS and DYC Control of Four-Wheel-Independent-Drive Electric Vehicles over CAN Network with Time-Varying Delays , 2014, IEEE Transactions on Vehicular Technology.

[6]  Rajesh Rajamani,et al.  Development and Experimental Evaluation of a Slip Angle Estimator for Vehicle Stability Control , 2006, IEEE Transactions on Control Systems Technology.

[7]  Huijun Gao,et al.  Robust $H_{\infty}$ Filtering for a Class of Nonlinear Networked Systems With Multiple Stochastic Communication Delays and Packet Dropouts , 2010, IEEE Transactions on Signal Processing.

[8]  Ahmad Mirzaei,et al.  Design of an Optimal Fuzzy Controller for Antilock Braking Systems , 2005, IEEE Transactions on Vehicular Technology.

[9]  Xiao-Heng Chang,et al.  Quantized Fuzzy Output Feedback ${\mathcal{H}}_{\infty}$ Control for Nonlinear Systems With Adjustment of Dynamic Parameters , 2019, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[10]  Zongde Fang,et al.  Robust Lateral Motion Control of Electric Ground Vehicles With Random Network-Induced Delays , 2015, IEEE Transactions on Vehicular Technology.

[11]  Xiao-Heng Chang,et al.  Peak-to-Peak Filtering for Networked Nonlinear DC Motor Systems With Quantization , 2018, IEEE Transactions on Industrial Informatics.

[12]  Ali Charara,et al.  Onboard Real-Time Estimation of Vehicle Lateral Tire–Road Forces and Sideslip Angle , 2011, IEEE/ASME Transactions on Mechatronics.

[13]  Ju H. Park,et al.  Event-Based Reliable Dissipative Filtering for T–S Fuzzy Systems With Asynchronous Constraints , 2018, IEEE Transactions on Fuzzy Systems.

[14]  Hui Zhang,et al.  Robust energy-to-peak filtering for networked systems with time-varying delays and randomly missing data , 2010 .

[15]  Nong Zhang,et al.  Stabilizing Vehicle Lateral Dynamics With Considerations of Parameter Uncertainties and Control Saturation Through Robust Yaw Control , 2010, IEEE Transactions on Vehicular Technology.

[16]  Huijun Gao,et al.  Distributed Filtering for a Class of Time-Varying Systems Over Sensor Networks With Quantization Errors and Successive Packet Dropouts , 2012, IEEE Transactions on Signal Processing.

[17]  Ju H. Park,et al.  Quantized Static Output Feedback Control For Discrete-Time Systems , 2018, IEEE Transactions on Industrial Informatics.

[18]  Ju H. Park,et al.  Reliable mixed passive and ℋ∞ filtering for semi‐Markov jump systems with randomly occurring uncertainties and sensor failures , 2015 .

[19]  Guodong Yin,et al.  Improving Vehicle Handling Stability Based on Combined AFS and DYC System via Robust Takagi-Sugeno Fuzzy Control , 2018, IEEE Transactions on Intelligent Transportation Systems.

[20]  Xiao-Heng Chang,et al.  Quantized Static Output Feedback Fuzzy Tracking Control for Discrete-Time Nonlinear Networked Systems With Asynchronous Event-Triggered Constraints , 2019, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[21]  Taehyun Shim,et al.  Investigation of Sliding-Surface Design on the Performance of Sliding Mode Controller in Antilock Braking Systems , 2008, IEEE Transactions on Vehicular Technology.

[22]  Bo-Chiuan Chen,et al.  Sideslip angle estimation using extended Kalman filter , 2008 .

[23]  A. El Hajjaji,et al.  Vehicle dynamics and road curvature estimation for lane departure warning system using robust fuzzy observers: experimental validation , 2015 .

[24]  Huijun Gao,et al.  A new approach to quantized feedback control systems , 2008, Autom..

[25]  Stefano Di Cairano,et al.  Lyapunov based predictive control of vehicle drivetrains over CAN , 2013 .

[26]  Jianbin Qiu,et al.  Robust ℋ∞ filtering for vehicle sideslip angle estimation with sampled-data measurements , 2017 .