Hexacopter Trajectory Control using a Neural Network

被引:10
作者
Artale, V. [1 ]
Collotta, M. [1 ]
Pau, G. [1 ]
Ricciardello, A. [1 ]
机构
[1] Kore Univ Enna, I-94100 Enna, Italy
来源
11TH INTERNATIONAL CONFERENCE OF NUMERICAL ANALYSIS AND APPLIED MATHEMATICS 2013, PTS 1 AND 2 (ICNAAM 2013) | 2013年 / 1558卷
关键词
flight control; hexacopter; neural network; mathematical model; AIRCRAFT;
D O I
10.1063/1.4825729
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The modern flight control systems are complex due to their non-linear nature. In fact, modern aerospace vehicles are expected to have non-conventional flight envelopes and, then, they must guarantee a high level of robustness and adaptability in order to operate in uncertain environments. Neural Networks (NN), with real-time learning capability, for flight control can be used in applications with manned or unmanned aerial vehicles. Indeed, using proven lower level control algorithms with adaptive elements that exhibit long term learning could help in achieving better adaptation performance while performing aggressive maneuvers. In this paper we show a mathematical modeling and a Neural Network for a hexacopter dynamics in order to develop proper methods for stabilization and trajectory control.
引用
收藏
页码:1216 / 1219
页数:4
相关论文
共 17 条
[1]  
ALAIMO A, 2013, UNM AIRCR SYST ICUAS, P1043, DOI DOI 10.1109/ICUAS.2013.6564793
[2]  
Alaimo A., 2013, AIP C P ICNAAM 2013
[3]  
Chowdhary G., 2007, AIAA GUID NAV CONTR
[4]  
Collotta M., 2012, 2012 Sixth International Conference on Complex, Intelligent, and Software Intensive Systems (CISIS), P376, DOI 10.1109/CISIS.2012.37
[5]  
Collotta M., 2013, INT S IND EMB SYST S
[6]  
Collotta M., 2012, J MOBILE MULTIMEDIA, V8, P181
[7]  
Collotta M, 2011, IEEE INTL CONF IND I, DOI 10.1109/INDIN.2011.6034854
[8]   Nonlinear adaptive flight control using backstepping and neural networks controller [J].
Lee, T ;
Kim, Y .
JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 2001, 24 (04) :675-682
[9]  
Lili, 2011, Proceedings of the 2011 2nd International Conference on Intelligent Control and Information Processing (ICICIP), P135, DOI 10.1109/ICICIP.2011.6008215
[10]  
Nguyen N. T., 2007, VER VAL CHALL FUT RE