An MPC-Based Control Scheme for an Aircraft Towing and Taxiing System Under Uncertainties

被引:0
作者
Huang, Weining [1 ]
Xu, Pengjie [1 ]
Zhao, Tianrui [1 ]
Zhang, Wei [2 ]
Zhao, Yanzheng [1 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R China
[2] Civil Aviat Univ China, Sch Aeronaut Engn, Tianjin 300300, Peoples R China
来源
INTELLIGENT ROBOTICS AND APPLICATIONS, ICIRA 2024, PT VIII | 2025年 / 15208卷
关键词
Adaptive MPC; Extended Kalman Filter; Constraints; Uncertainties; ROBOTS;
D O I
10.1007/978-981-96-0783-9_31
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The market of the civil aviation industry has witnessed great growth in recent years and it is estimated to continue to boom in the future. However, at the same time, environmental issues are emerging. To mitigate the conflict, in this paper, a control system based on adaptive MPC and extended Kalman filter is designed for the aircraft towing and taxiing (ATT) system in the application of an autonomous tractor in the airport. First, the kinematics model of the ATT system is established, and then, the model is linearized and discretized for the design of the adaptive MPC controller. Afterward, the cost function is designed considering the trajectory tracking accuracy and passenger comfort simultaneously under safe operation conditions. Several constraints including hitch angle constraints and constraints on control inputs and their relative variables are designed to meet the system requirements. The extended Kalman filter is utilized in the control system for counteracting the potential uncertainties. Finally, simulations in two scenarios are conducted to verify the ability of the designed control system to track the reference trajectory and control inputs while resisting uncertainties. The results demonstrate the robustness and effectiveness in operation under uncertainties.
引用
收藏
页码:454 / 469
页数:16
相关论文
共 23 条
[1]   Dynamics modeling and sliding mode control of tractor-trailer wheeled mobile robots subject to wheels slip [J].
Alipour, Khalil ;
Robat, Arsalan Babaei ;
Tarvirdizadeh, Bahram .
MECHANISM AND MACHINE THEORY, 2019, 138 :16-37
[2]   An Intrinsically Stable MPC Approach for Anti-Jackknifing Control of Tractor-Trailer Vehicles [J].
Beglini, Manuel ;
Belvedere, Tommaso ;
Lanari, Leonardo ;
Oriolo, Giuseppe .
IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2022, 27 (06) :4417-4428
[3]  
Dekkata S.C., 2021, Ph.D. thesis
[4]  
Frank S., 2016, ICAS, P1
[5]   Adaptive super-twisting non-singular terminal sliding mode control for tracking of quadrotor with bounded disturbances [J].
Ghadiri, Hamid ;
Emami, Maedeh ;
Khodadadi, Hamed .
AEROSPACE SCIENCE AND TECHNOLOGY, 2021, 112
[6]   Cautious Model Predictive Control Using Gaussian Process Regression [J].
Hewing, Lukas ;
Kabzan, Juraj ;
Zeilinger, Melanie N. .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2020, 28 (06) :2736-2743
[7]  
Jin X, 2021, P AMER CONTR CONF, P1046, DOI 10.23919/ACC50511.2021.9483365
[8]   Study of the open and closed loop characteristics of a tractor and a single axle towed implement system [J].
Karkee, Manoj ;
Steward, Brian L. .
JOURNAL OF TERRAMECHANICS, 2010, 47 (06) :379-393
[9]   A full-state trajectory tracking controller for tractor-trailer wheeled mobile robots [J].
Kassaeiyan, Pouya ;
Alipour, Khalil ;
Tarvirdizadeh, Bahram .
MECHANISM AND MACHINE THEORY, 2020, 150
[10]   Control of tractor-trailer wheeled robots considering self-collision effect and actuator saturation limitations [J].
Kassaeiyan, Pouya ;
Tarvirdizadeh, Bahram ;
Alipour, Khalil .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2019, 127 :388-411