Trajectory tracking for wheeled mobile robots via model predictive control with softening constraints

被引:62
作者
Yang, Hongjiu [1 ]
Guo, Mingchao [1 ]
Xia, Yuanqing [2 ]
Cheng, Lei [1 ]
机构
[1] Yanshan Univ, Inst Elect Engn, Qinhuangdao 066004, Peoples R China
[2] Beijing Inst Technol, Sch Automat, Beijing 100081, Peoples R China
关键词
mobile robots; trajectory control; predictive control; linearisation techniques; feedforward; feedback; numerical analysis; trajectory tracking; model predictive control; softening constraints; nonholonomic wheeled mobile robot; external disturbances; real-time robustness; linearised tracking error model; system behaviour prediction; feedforward controller; feedback controller; control increment constraints; numerical simulations; COLLISION-AVOIDANCE; RESILIENT CONTROL; NEURAL-NETWORK; SYSTEMS; DESIGN; IMPLEMENTATION; STABILIZATION; COMPENSATION;
D O I
10.1049/iet-cta.2017.0395
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this study, model predictive control with softening constraints is applied to a non-holonomic wheeled mobile robot for trajectory tracking in the presence of external disturbances. In order to improve real-time robustness of the wheeled mobile robot, a linearised tracking error model is used to predict system behaviours. The proposed control scheme contains a feedforward controller and a feedback controller, in which both control constraints and control increment constraints are considered to achieve trajectory tracking smoothly. Finally, numerical simulations demonstrate the performances of the control scheme.
引用
收藏
页码:206 / 214
页数:9
相关论文
共 38 条
[1]  
[Anonymous], 2015, ADV ROBOTICS
[2]  
Brockett R. W., 1983, DIFFERENTIAL GEOMETR
[3]   Disturbance Attenuation Tracking Control for Wheeled Mobile Robots With Skidding and Slipping [J].
Chen, Mou .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2017, 64 (04) :3359-3368
[4]   Sliding-mode tracking control of nonholonomic wheeled mobile robots in polar coordinates [J].
Chwa, D .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2004, 12 (04) :637-644
[5]   Mutual Information-Based Multi-AUV Path Planning for Scalar Field Sampling Using Multidimensional RRT* [J].
Cui, Rongxin ;
Li, Yang ;
Yan, Weisheng .
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2016, 46 (07) :993-1004
[6]   CONSTRAINT HANDLING AND STABILITY PROPERTIES OF MODEL-PREDICTIVE CONTROL [J].
DEOLIVEIRA, NMC ;
BIEGLER, LT .
AICHE JOURNAL, 1994, 40 (07) :1138-1155
[7]  
Dongbing Gu, 2005, 2005 IEEE/RSJ International Conference on Intelligent Robots and Systems, P1295, DOI 10.1109/IROS.2005.1545536
[8]   MPC-based yaw and lateral stabilisation via active front steering and braking [J].
Falcone, Paolo ;
Tseng, H. Eric ;
Borrelli, Francesco ;
Asgari, Jahan ;
Hrovat, Davor .
VEHICLE SYSTEM DYNAMICS, 2008, 46 :611-628
[9]   Receding horizon tracking control for wheeled mobile robots with time-delay [J].
Gao, Yu ;
Lee, Chang Goo ;
Chong, Kil To .
JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY, 2008, 22 (12) :2403-2416
[10]   Model Predictive Control Tuning Methods: A Review [J].
Garriga, Jorge L. ;
Soroush, Masoud .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2010, 49 (08) :3505-3515