上海交通大学学报 ›› 2016, Vol. 50 ›› Issue (03): 401-406.
曹阳,贺登博,喻凡,罗哲
收稿日期:
2015-03-24
出版日期:
2016-03-28
发布日期:
2016-03-28
基金资助:
CAO Yang,HE Dengbo,YU Fan,LUO Zhe
Received:
2015-03-24
Online:
2016-03-28
Published:
2016-03-28
摘要: 摘要: 为了增强车辆在外界干扰存下的路径跟随性能,提出了一种基于广义预测控制(GPC)的主动转向控制器来保证车辆对于路径的跟踪能力.采用受控自回归积分滑动平均模型(CARIMA)作为预测模型,通过带遗忘因子的最小二乘法辨识方法获得CARIMA模型参数,避免了由于车辆非线性造成的参数化建模不准确、繁琐问题.使用车辆路径侧向跟踪误差作为控制器输入,方向盘附加转角作为输出,与驾驶员方向盘转角进行综合,获得车辆方向盘最终转角.在SimulinkCarSim联合仿真环境下,验证了所设计控制器在双移线工况有强侧向风干扰时车辆对路径的跟随性能.
中图分类号:
曹阳, 贺登博, 喻凡, 罗哲. 基于主动转向的车辆路径跟随广义预测控制[J]. 上海交通大学学报, 2016, 50(03): 401-406.
CAO Yang, HE Dengbo, YU Fan, LUO Zhe. Generalized Predictive Control Based on Vehicle Path Following Strategy by Using Active Steering System[J]. Journal of Shanghai Jiao Tong University, 2016, 50(03): 401-406.
[1]ZHAO W Z, LIN Y, WEI J W, et al. Control strategy of a novel electric power steering system integrated with active front steering function[J]. Science China Technological Sciences, 2011, 54(6): 15151520. [2]高晓杰, 余卓平, 张立军, 等. 机械式前轮主动转向系统的原理与应用[J]. 汽车工程, 2006, 28(10): 918921. GAO Xiaojie, YU Zuoping, Zhang Lijun, et al. The principle and application of mechanical active front steering system [J]. Automotive Engineering, 2006, 28(10): 918921. [3]RAJAMANI R. Vehicle dynamics and control. second edition[M]. USA: Springer, 2012: 201240. [4]GUO K, CHENG Y, DING H. Driver model based on the preview optimal artificial neural network[C]∥Proceedings of the International Symposium on Advanced Vehicle Control. (AVEC ’02). Hiroshima, Japan: AVEC, 2002: 677682. [5]LI B, YU F. Desing of a vehicle lateral stability control system via a fuzzy logic control approach[J]. Proceedillgs of the Institution of Mechanical Engineering, Part D. Journal of Automobile Engineering, 2010, 224(3): 313326. [6]杨君, 马戎, 刘婷, 等. 基于模糊神经网络的智能车辆路径跟踪[J]. 计算机仿真, 2012, 29(7): 367360. YANG Jun, MA Rong, LIU Ting, et al. Path tracking of intelligent vehicle based on fuzzy neural network[J]. Computer Simulation, 2012, 29(7): 367360. [7]RAFFO G V, GOMES G K, NORMEYRico J E, et al. A predictive controller for autonomous vehicle path tracking[J]. IEEE Transactions on Intelligent Transportation Systems, 2009, 10(1): 92102. [8]WIT J, CRANE C D, ARMSTRONG D. Autonomous ground vehicle path tracking[J]. Journal of Robotic Systems, 2004, 21(8): 439449. [9]WANG H, KONG H, MAN Z, et al. Sliding mode control for steerbywire systems with AC motors in road vehicles[J]. IEEE Transactions on Industrial Electronics, 2014, 61(3): 15961611. [10]TJONNAS J, JOHANSEN T A. Stabilization of automotive vehicles using active steering and adaptive brake control allocation[J].IEEE Transactions on Control Systems Technology, 2010, 18(3): 545558. [11]张海林. 基于电动转向的车道保持系统[D]. 北京: 清华大学机械工程学院, 2012. [12]李进, 陈杰平, 易克传, 等. 不同光照下基于自适应图像阈值的车道保持系统设计[J]. 机械工程学报, 2014, 50(2): 146152. LI Jin, CHEN Jieping, YI Kechuan, et al. Lane tracking system based on adaptive image threshold under different illumination[J]. Journal of Mechanical Engineering, 2014, 50(2): 146152. [13]YENIKAYA S, YENIKAYA G, DVEN E. Keeping the vehicle on the road: A survey on onroad lane detection systems[J]. ACM Computing Surveys (CSUR), 2013, 46(1): 22. [14]李庆中, 顾伟康, 叶秀清. 基于遗传算法的移动机器人动态避障路径规划方法[J]. 模式识别与人工智能, 2002, 15(2): 161166. LI Qinzhong, KANG Weikang, YE Xieqin. Robot dynamic obstacles avoiding planning method based on genetic algorithm[J]. Pattern Recognition and Artificial Intelligence, 2002, 15(2): 161166. [15]CLARKE D W, MOHTADI C, TUFFS P S. Generalized predictive control—Part I. The basic algorithm[J]. Automatica, 1987, 23(2): 137148. [16]彭佳. 高速公路典型地形环境风下的行车安全研究[D]. 南京: 东南大学交通学院, 2010. |
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