Development, implementation, and experimental outdoor evaluation of quadcopter controllers for computationally limited embedded systems

被引:9
|
作者
Paredes, Juan [1 ]
Sharma, Prashin [2 ]
Ha, Brian [1 ]
Lanchares, Manuel [3 ,5 ]
Atkins, Ella [1 ]
Gaskell, Peter [4 ]
Kolmanovsky, Ilya [1 ]
机构
[1] Univ Michigan, Aerosp Engn, 1320 Beal Ave, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Robot Inst, 1320 Beal Ave, Ann Arbor, MI 48109 USA
[3] Univ Michigan, Dept Aerosp Engn, 1320 Beal Ave, Ann Arbor, MI 48109 USA
[4] Univ Michigan, Robot Inst, 2455 Hayward St, Ann Arbor, MI 48109 USA
[5] Georgia Inst Technol, Aerosp Engn, North Ave NW, Atlanta, GA 30332 USA
关键词
Unmanned aerial vehicles; Quadcopters; Digital controller implementation; Outdoor flight; Computationally limited; Embedded systems; MODEL-PREDICTIVE CONTROL;
D O I
10.1016/j.arcontrol.2021.06.001
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Quadcopters are increasingly used for applications ranging from hobby to industrial products and services. This paper serves as a tutorial on the design, simulation, implementation, and experimental outdoor testing of digital quadcopter flight controllers, including Explicit Model Predictive Control, Linear Quadratic Regulator, and Proportional Integral Derivative. A quadcopter was flown in an outdoor testing facility and made to track an inclined, circular path at different tangential velocities under ambient wind conditions. Controller performance was evaluated via multiple metrics, such as position tracking error, velocity tracking error, and onboard computation time. Challenges related to the use of computationally limited embedded hardware and flight in an outdoor environment are addressed with proposed solutions.
引用
收藏
页码:372 / 389
页数:18
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