MPC Tracking Controller Parameters Impacts in Roundabouts

被引:16
作者
Cao, Hang [1 ]
Zoldy, Mate [1 ]
机构
[1] Budapest Univ Technol & Econ, Dept Automot Technol, Stoczek J U 6, H-1111 Budapest, Hungary
关键词
MPC; roundabout; weight parameter; path tracking; MODEL-PREDICTIVE CONTROL; AUTONOMOUS VEHICLES;
D O I
10.3390/math9121394
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The work is proposed to design a controller of the form known as the roundabout scenario trajectory tracking problem. The road condition is a four-leg, single-lane roundabout; the reference path is given. Due to the decision choice of exits, the MPC tracking controller is used to test the effect of weight parameter and target speed on the performance of the tracking controller. Two sets of test cases are proposed to make the experimental comparison, see the relationship between the control parameters and road conditions (different curvature path), and also see how the weight parameters Q and R and sample time affect the tracking performance. Our work, MPC controller utilization in a roundabout, plays an essential role with the increasing autonomy of vehicles.
引用
收藏
页数:18
相关论文
共 22 条
[1]  
Allgöwer F, 2004, J CHIN INST CHEM ENG, V35, P299
[2]  
Babu Mithun, 2018, 2018 European Control Conference (ECC), P641, DOI 10.23919/ECC.2018.8550510
[3]   Steering of Autonomous Vehicles Based on Friction-Adaptive Nonlinear Model-Predictive Control [J].
Berntorp, Karl ;
Quirynen, Rien ;
Di Cairano, Stefano .
2019 AMERICAN CONTROL CONFERENCE (ACC), 2019, :965-970
[4]  
Di Cairano S, 2016, IEEE DECIS CONTR P, P709, DOI 10.1109/CDC.2016.7798351
[5]   Development of a Genetic-Algorithm-Based Nonlinear Model Predictive Control Scheme on Velocity and Steering of Autonomous Vehicles [J].
Du, Xinxin ;
Htet, Kyaw Ko Ko ;
Tan, Kok Kiong .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2016, 63 (11) :6970-6977
[6]  
Falcone P, 2007, MED C CONTR AUTOMAT, P1338
[7]   Predictive active steering control for autonomous vehicle systems [J].
Falcone, Paolo ;
Borrelli, Francesco ;
Asgari, Jahan ;
Tseng, Hongtei Eric ;
Hrovat, Davor .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2007, 15 (03) :566-580
[8]   Simultaneous Trajectory Planning and Tracking Using an MPC Method for Cyber-Physical Systems: A Case Study of Obstacle Avoidance for an Intelligent Vehicle [J].
Guo, Hongyan ;
Shen, Chen ;
Zhang, Hui ;
Chen, Hong ;
Jia, Rui .
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2018, 14 (09) :4273-4283
[9]   Nonlinear model predictive control: current status and future directions [J].
Henson, MA .
COMPUTERS & CHEMICAL ENGINEERING, 1998, 23 (02) :187-202
[10]   Cooperative Highway Lane Merge of Connected Vehicles Using Nonlinear Model Predictive Optimal Controller [J].
Hussain, Syed A. ;
Jahromi, Babak Shahian ;
Cetin, Sabri .
VEHICLES, 2020, 2 (02) :249-266