Precision Post-Stall Landing Using NMPC With Learned Aerodynamics

被引:2
|
作者
Basescu, Max [1 ]
Yeh, Bryanna [1 ]
Scheuer, Luca [1 ]
Wolfe, Kevin [1 ]
Moore, Joseph [1 ]
机构
[1] Johns Hopkins Univ, Appl Phys Lab, Laurel, MD 20723 USA
关键词
Atmospheric modeling; Aircraft; Aerodynamics; Loading; Vehicle dynamics; Real-time systems; Predictive control; Aerial systems; Mechanics and control; aerial systems; Perception and autonomy; field robots; OPTIMIZATION; MANEUVERS;
D O I
10.1109/LRA.2023.3264738
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
In this letter, we present an approach for achieving precision post-stall landings with medium-sized Group 1 Unmanned Aerial Systems (UAS). To do this, we employ an aggressive dive-and-stall maneuver to significantly reduce maneuver distance, time, and touchdown speed. Our approach relies on a nonlinear model predictive control (NMPC) algorithm and learned aerodynamic coefficients to achieve accuracy and reliability in the presence of wind disturbances. We demonstrate our approach in hardware with a 60-inch wingspan, 4.2 kg fixed-wing UAS, and show the ability to land with low speed and high accuracy using minimal throttle.
引用
收藏
页码:3031 / 3038
页数:8
相关论文
共 11 条
  • [1] Direct NMPC for Post-Stall Motion Planning with Fixed-Wing UAVs
    Basescu, Max
    Moore, Joseph
    2020 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2020, : 9592 - 9598
  • [2] Dynamic surface control design of post-stall maneuver under unsteady aerodynamics
    Lyu, Yongxi
    Cao, Yuyan
    Zhang, Weiguo
    Shi, Jingping
    Qu, Xiaobo
    AEROSPACE SCIENCE AND TECHNOLOGY, 2018, 80 : 269 - 280
  • [3] Laminar post-stall wakes of tapered swept wings
    Ribeiro, Jean Helder Marques
    Neal, Jacob
    Burtsev, Anton
    Amitay, Michael
    Theofilis, Vassilios
    Taira, Kunihiko
    JOURNAL OF FLUID MECHANICS, 2023, 976
  • [4] Iteration schemes for rapid post-stall aerodynamic prediction of wings using a decambering approach
    Paul, R. C.
    Gopalarathnam, A.
    INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN FLUIDS, 2014, 76 (04) : 199 - 222
  • [5] Experimental analysis of passive bio-inspired covert feathers for stall and post-stall performance enhancement
    Izquierdo, David O. D.
    Marques, Flavio D.
    MECCANICA, 2021, 56 (11) : 2671 - 2689
  • [6] Experimental analysis of passive bio-inspired covert feathers for stall and post-stall performance enhancement
    David O. D. Izquierdo
    Flávio D. Marques
    Meccanica, 2021, 56 : 2671 - 2689
  • [7] Robust post-stall perching with a simple fixed-wing glider using LQR-Trees
    Moore, Joseph
    Cory, Rick
    Tedrake, Russ
    BIOINSPIRATION & BIOMIMETICS, 2014, 9 (02)
  • [8] Active flow control optimisation on SD7003 airfoil at pre and post-stall angles of attack using synthetic jets
    Tousi, N. M.
    Coma, M.
    Bergada, J. M.
    Pons-Prats, J.
    Mellibovsky, F.
    Bugeda, G.
    APPLIED MATHEMATICAL MODELLING, 2021, 98 : 435 - 464
  • [9] Large Eddy Simulation of optimal Synthetic Jet Actuation on a SD7003 airfoil in post-stall conditions
    Tousi, N. M.
    Bergada, J. M.
    Mellibovsky, F.
    AEROSPACE SCIENCE AND TECHNOLOGY, 2022, 127
  • [10] Modelling of Cascade Fin Aerodynamics Near Stall using Kirchhoff's Steady-state Stall Model
    Kumar, Rakesh
    Misra, Ajay
    Ghosh, A. K.
    DEFENCE SCIENCE JOURNAL, 2011, 61 (02) : 157 - 164