输出解耦型GPC在车辆横向控制中的应用Application of Output-Decoupling GPC in Lateral Control of Vehicle
郭红戈,任贝,郤伟,张春美
摘要(Abstract):
为了解决输出变量间存在相互耦合的车辆横向控制问题,提出了一种输出解耦型广义预测控制器。鉴于车辆动力学模型输出耦合的特性,首先对广义预测控制器的CARIMA模型进行改进,将输出矩阵系数拆分成对角阵和反对角矩阵的形式。然后引入Diophantine方程,严格推导性能指标中控制量的表达式。最后令控制量表达式中表征耦合的项为零,从而实现对耦合输出量进行解耦。以车辆对双移线参考路径跟踪能力为仿真研究对象,对比PID控制、广义预测控制和输出解耦型广义预测控制的控制效果表明,在低速时三种控制方法对车辆轨迹跟踪控制效果相当,在中高速时输出解耦型广义预测控制具有更好的跟踪能力,从而验证了输出解耦型广义预测控制器的有效性。
关键词(KeyWords): 车辆动力学;横向控制;广义预测控制;输出解耦
基金项目(Foundation): 国家自然科学基金(61603266);; 山西省自然科学基金(201801D121128)
作者(Author): 郭红戈,任贝,郤伟,张春美
参考文献(References):
- [1] JIN X,WU J,ZHAO Y,et al.A new robust control method for active front steering considering the intention of the driver[J].Automobile Engineering,2015,229(4):518-531.
- [2] YOSHIDA H,SHINOHARA S,NAGAI M.Lane change steering manoeuver using model predictive control theory[J].Vehicle System Dynamics,2008(25)46:669-681.
- [3] ATTIA R,ORJUELA R,BASSET M.Combined longitudinal and lateral control for automated vehicle guidance[J].Vehicle System Dynamics,2014(28)52:261-279.
- [4] SCHIDBACH G,BORRELLI F.Scenario model predictive control for lane change assistance on highways[C]//2015 IEEE Intelligent Vehicles Symposium (IV).Seoul:IEEE Press,2015.
- [5] KHOSRAVI A,LACHINI Z,SARHADI P.Predictor-based model reference adaptive control for a vehicle lateral dynamics considering uncertainties[J].Proceedings of Mechanical Engineers,2015,229(19):797-807.
- [6] ANDERSON S J,PETERS S C,PILUTTI T E,et al.An optimal control based framework for trajectory planning,threat assessment,and semi-autonomous control of passenger vehicles in hazard avoidance scenarios[J].International Journal of Vehicle Autonomous Systems,2010,8(2):190-216.
- [7] MARINO R,SCALZI S,ORLANDO G,et al.A Nested PID Steering Control for Lane Keeping in Vision Based Autonomous Vehicles[C]//American Control Conference.St.Louis:IEEE Press,2009.
- [8] PETER H.Modeling lane changing and merging in microscopic traffic simulation[J].Transportation Research Part C,2002,10(5):351-371.
- [9] ALFRAHEED M,DRGE A,KLINGENDER M,et al.Longitudinal and Lateral Control in Automated Highway Systems:Their Past,Present and Future[C]//International Conference on Intelligent Robotics and Applications.Berlin:IEEE Press,2011.
- [10] SALEHPOUR S,POURASAD Y,TAHERI SH.Vehicle path tracking by integrated chassis control[J].Cent South University,2015,1(4):1378-1388.
- [11] WANG R,JING H,HU C,et al.Robust H.Path following control for autonomous ground vehicles with delay and data dropout[J].IEEE Transactions on Intelligent Transportation Systems,2016,17(7):2042-2050.
- [12] 王伟.广义预测控制理论及其应用[M].北京:科学出版社,1998.
- [13] 李鑫,范英,杨金鑫,等.智能车路径识别算法研究[J].太原科技大学学报,2020,41(1):32-36+40.
- [14] 郤伟.广义预测控制在智能车辆横向控制中的应用研究[D].太原:太原科技大学,2020.
- [15] 喻凡,林逸.汽车系统动力学[M].北京:机械工业出版社,2005.