Systems Engineering and Electronics ›› 2024, Vol. 46 ›› Issue (4): 1383-1392.doi: 10.12305/j.issn.1001-506X.2024.04.27
• Guidance, Navigation and Control • Previous Articles Next Articles
Ruiyu BU, Biao WANG, Hongcheng LI, Chaoying TANG, Rinan ZHU
Received:
2022-10-18
Online:
2024-03-25
Published:
2024-03-25
Contact:
Biao WANG
CLC Number:
Ruiyu BU, Biao WANG, Hongcheng LI, Chaoying TANG, Rinan ZHU. Design of trajectory tracking model predictive control scheme in terrain following[J]. Systems Engineering and Electronics, 2024, 46(4): 1383-1392.
Table 1
Error statistic data"
时域参数 | 坐标系类别 | edm/m | eds/m | eγm/(×10-3 rad) | edmax/m | edmin/m | Sw |
Np=20 | 惯性系 | 2.6 | 2.4 | 12.7 | 14.0 | 12.4 | 77.7 |
机体系 | 2.5 | 2.2 | 12.3 | 13.5 | 11.7 | 73.4 | |
Np=25 | 惯性系 | 2.1 | 1.7 | 12.5 | 9.0 | 9.6 | 57.9 |
机体系 | 2.3 | 1.8 | 12.1 | 9.5 | 10.3 | 62.0 | |
Np=30 | 惯性系 | 2.4 | 1.7 | 11.0 | 10.5 | 7.6 | 60.2 |
机体系 | 2.3 | 1.7 | 11.1 | 10.2 | 8.2 | 59.5 | |
自适应方案 | 惯性系 | 1.5 | 1.2 | 9.3 | 6.8 | 6.4 | 41.1 |
机体系 | 1.4 | 1.2 | 9.7 | 6.7 | 6.6 | 40.2 |
1 | LIVSHITZ A , IDAN M .Preview control approach for laser range finder based terrain following[J].IEEE Trans.on Aerospace and Electronic Systems,2019,56(2):1318-1331. |
2 |
KAZEMIFAR O , BABAEI A R , MORTAZAVI M .Online aircraft velocity and normal acceleration planning for rough terrain following[J].The Aeronautical Journal,2017,121(1244):1561-1577.
doi: 10.1017/aer.2017.27 |
3 |
LU P , PIERSON B L .Aircraft terrain following based on a nonlinear continuous predictive control approach[J].Journal of Guidance, Control, and Dynamics,1995,18(4):817-823.
doi: 10.2514/3.21464 |
4 |
LIVSHITZ A , IDAN M .Low-cost laser range-measurement-based terrain-following concept and error analysis[J].Journal of Guidance, Control, and Dynamics,2018,41(4):1006-1014.
doi: 10.2514/1.G002565 |
5 |
NOORDIN A , MOHD BASRI M A , MOHAMED Z , et al.Adaptive PID controller using sliding mode control approaches for quadrotor UAV attitude and position stabilization[J].Arabian Journal for Science and Engineering,2021,46(2):963-981.
doi: 10.1007/s13369-020-04742-w |
6 |
ZHANG S C , XUE X Y , CHEN C , et al.Development of a low-cost quadrotor UAV based on ADRC for agricultural remote sensing[J].International Journal of Agricultural and Biological Engineering,2019,12(4):82-87.
doi: 10.25165/j.ijabe.20191204.4641 |
7 | MINH V T , MOEZZI R , DHOSKA K , et al.Model predictive control for autonomous vehicle tracking[J].International Journal of Innovative Technology and Interdisciplinary Sciences,2021,4(1):560-603. |
8 | 郑世钰, 艾晓琳, 杨迪.基于积分反步法的四旋翼滑模轨迹跟踪算法[J].系统工程与电子技术,2019,41(3):643-650. |
ZHENG S Y , AI X L , YANG D .Integral backstepping based sliding mode trajectory tracking algorithm for quadrotor[J].Systems Engineering and Electronics,2019,41(3):643-650. | |
9 |
XIAN B , GUO J C , ZHANG Y .Adaptive backstepping tracking control of a 6-DOF unmanned helicopter[J].IEEE/CAA Journal of Automatica Sinica,2015,2(1):19-24.
doi: 10.1109/JAS.2015.7032902 |
10 |
ZHENG H , NEGENBORN R R , LODEWIJKS G .Trajectory tracking of autonomous vessels using model predictive control[J].IFAC Proceedings Volumes,2014,47(3):8812-8818.
doi: 10.3182/20140824-6-ZA-1003.00767 |
11 | LAPP T, SINGH L. Model predictive control based trajectory optimization for nap-of-the-earth (NOE) flight including obstacle avoidance[C]//Proc. of the IEEE American Control Conference, 2004, 1: 891-896. |
12 | 王晓海, 孟秀云, 李传旭.基于MPC的无人机航迹跟踪控制器设计[J].系统工程与电子技术,2021,43(1):191-198. |
WANG X H , MENG X Y , LI C X .Design of trajectory tracking controller for UAV based on MPC[J].Systems Engineering and Electronics,2021,43(1):191-198. | |
13 |
MAYNE D Q , RAWLINGS J B , RAO C V , et al.Constrained model predictive control: stability and optimality[J].Automatica,2000,36(6):789-814.
doi: 10.1016/S0005-1098(99)00214-9 |
14 |
SCOKAERT P O M , MAYNE D Q .Min-max feedback model predictive control for constrained linear systems[J].IEEE Trans.on Automatic Control,1998,43(8):1136-1142.
doi: 10.1109/9.704989 |
15 |
ZHANG B , ZONG C F , CHEN G Y , et al.An adaptive-prediction-horizon model prediction control for path tracking in a four-wheel independent control electric vehicle[J].Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering,2019,233(12):3246-3262.
doi: 10.1177/0954407018821527 |
16 |
GRIFFITH D W , BIEGLER L T , PATWARDHAN S C .Robustly stable adaptive horizon nonlinear model predictive control[J].Journal of Process Control,2018,70,109-122.
doi: 10.1016/j.jprocont.2018.07.014 |
17 |
BØHN E , GROS S , MOE S , et al.Reinforcement learning of the prediction horizon in model predictive control[J].IFAC-PapersOnLine,2021,54(6):314-320.
doi: 10.1016/j.ifacol.2021.08.563 |
18 |
BHATTACHARYA R , BALAS G J , KAYA M A , et al.Nonlinear receding horizon control of an F-16 aircraft[J].Journal of Guidance, Control, and Dynamics,2002,25(5):924-931.
doi: 10.2514/2.4965 |
19 |
FU NK , JAMES E .Optimal-path precision terrain-following system[J].Journal of Aircraft,1977,14(2):128-134.
doi: 10.2514/3.58755 |
20 |
AL-GABALAWY M , HOSNY N S , ABORISHA A S .Model predictive control for a basic adaptive cruise control[J].International Journal of Dynamics and Control,2021,9(3):1132-1143.
doi: 10.1007/s40435-020-00732-w |
21 | YANG H J , GUO M C , XIA Y Q , et al.Trajectory tracking for wheeled mobile robots via model predictive control with softening constraints[J].IET Control Theory & Applications,2017,12(2):206-214. |
22 |
LIU C X , GAO J , XU D M .Lyapunov-based model predictive control for tracking of nonholonomic mobile robots under input constraints[J].International Journal of Control, Automation and Systems,2017,15(5):2313-2319.
doi: 10.1007/s12555-016-0350-x |
23 | 孙峻. 非线性模型预测控制理论及应用研究[D]. 西安: 西北工业大学, 2002. |
SUN J. Study on the theories and applications of nonlinear model predictive control[D]. Xi'an: Northwestern Polytechnical University, 2002. | |
24 |
LEE J H .Model predictive control: review of the three de-cades of development[J].International Journal of Control, Automation and Systems,2011,9(3):415-424.
doi: 10.1007/s12555-011-0300-6 |
25 |
CAMPONOGARA E , JIA D , KROGH B H , et al.Distributed model predictive control[J].IEEE Control Systems Magazine,2002,22(1):44-52.
doi: 10.1109/37.980246 |
26 | YUAN X F , HUANG G M , SHI K .Improved adaptive path following control system for autonomous vehicle in different velocities[J].IEEE Trans.on Intelligent Transportation Systems,2019,21(8):3247-3256. |
27 | JI J , KHAJEPOUR A , MELEK W W , et al.Path planning and tracking for vehicle collision avoidance based on model predictive control with multiconstraints[J].IEEE Trans.on Vehicular Technology,2016,66(2):952-964. |
28 |
ZHENG H , NEGENBORN R R , LODEWIJKS G .Trajectory tracking of autonomous vessels using model predictive control[J].IFAC Proceedings Volumes,2014,47(3):8812-8818.
doi: 10.3182/20140824-6-ZA-1003.00767 |
29 |
YANG K , KANG Y , SUKKARIEH S .Adaptive nonlinear model predictive path-following control for a fixed-wing unmanned aerial vehicle[J].International Journal of Control, Automation and Systems,2013,11(1):65-74.
doi: 10.1007/s12555-012-0028-y |
30 |
TOWNSEND J L , BLATT P E .New MIL-F-9490D requirements and implications on future flight control design[J].Journal of Aircraft,1976,13(9):670-675.
doi: 10.2514/3.58698 |
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