期刊文献+

机翼摇滚自适应神经网络抑制

Suppression of Wing Rock with Adaptive Neural Control
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摘要 针对战斗机在大迎角下表现出的机翼摇滚非线性振荡现象,提出一种基于自适应神经网络的抑制机翼摇滚控制方案.采用动态逆方法实现机翼摇滚特性的近似线性化,并根据动态性能指标要求设计线性补偿器,采用单隐层神经网络在线补偿近似动态逆引起的误差.仿真实验验证了控制方法的有效性. We propose to control the nonlinear wing rock motion of fighter aircraft using an adaptive nonlinear control strategy based on neural networks. An approximate dynamic inversion method is used to linearize the dynamics of wing rock. A linear controller is designed to stabilize the error dynamics. An adaptive neural network is used to cancel the inversion error. Simulation results of a slender delta wing combat aircraft model at different angle of attack show that the control design can effectively suppress wing rock.
作者 袁锁中
出处 《应用科学学报》 EI CAS CSCD 北大核心 2010年第1期95-98,共4页 Journal of Applied Sciences
关键词 机翼摇滚 自适应控制 非线性控制 单隐层神经网络 飞行控制 wing rock, adaptive control, nonlinear control, single hidden layer neural network, flight control
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参考文献10

  • 1孙海生,姜裕标.战斗机机翼摇滚特性研究[J].流体力学实验与测量,2002,16(3):1-7. 被引量:1
  • 2刘伟,杨小亮,张涵信,邓小刚.大攻角运动时的机翼摇滚问题研究综述[J].力学进展,2008,38(2):214-228. 被引量:17
  • 3Luo J, LAN E C. Control of wing rock motion of slender delta wings[J]. Journal of Guidance, Control, and Dynamics, 1993, 16(2): 225-231.
  • 4SHUE S P, AGARWAL K. Nonlinear H∞ method for control of wing rock motions[J]. Journal of Guidance, Control and Dynamics, 2000, 23(1): 60-68.
  • 5LIU Zhenglian. Reinforcement adaptive fuzzy control of wing rock phenomena[J]. IEE Proceedings of control Theory and Applications, 2005. 152(6): 615-620.
  • 6CAO Chengyu. Application of L1 adaptive controller to wing rock[C]// AIAA Guidance, Navigation, and Control Conference Proceedings, Colorado, 2006, AIAA 2006-6426.
  • 7PIETRUCHA J. Comparative analysis of wing rock control [C]//47th AIAA Aerospace Sciences Meeting, Orlando, 2009, AIAA-2009-56.
  • 8VALISE A J, IDAN M. Adaptive output feedback control of nonlinear systems using neural networks[J]. Automatica, 2001, 37(8): 1201-1211.
  • 9ANDERSON R, CHOWDHARY G, JOHNSON E N. Comparison of RBF and SHL neural network based adaptive control[J]. Journal of Intelligent and Robotic Systems, 2008, 54(1): 183- 199.
  • 10朱家强,郭锁凤.基于神经网络的超机动飞机自适应重构控制[J].航空学报,2003,24(3):246-250. 被引量:16

二级参考文献114

  • 1张涵信,刘伟,谢昱飞,叶友达.后掠三角翼的摇滚及其动态演化问题[J].空气动力学学报,2006,24(1):5-9. 被引量:13
  • 2杨云军,崔尔杰,周伟江.细长三角翼滚转/侧滑耦合运动的数值研究[J].航空学报,2007,28(1):14-19. 被引量:16
  • 3方宝瑞.战斗机气动布局设计[M].北京:航空工业出版社,1997..
  • 4姜裕标.非定常气动力建模及其应用研究[M].气动中心低速所,1998..
  • 5孙海生.××战斗机大攻角动导数低速风洞试验[M].气动中心低速所,1990..
  • 6朱家强.[D].南京:南京航空航天大学,2003.
  • 7Hornik K, Stinchcombe M, White H. Multilayer feedforward networks are universal approximators [J ]. Neural Networks, 1989, 2(5) : 359 - 366.
  • 8Funahashi K. On the approximate realization of continuous mappings by neural networks [J]. Neural Networks, 1989,2(3) : 183 - 192.
  • 9Lewis F L, Yesildirek A, Liu K. Multilayer neural-net robot controller with guaranteed tracking performance [ J ]. IEEE Transactions on Neural Networks, 1996, 7(2) : 388 - 399.
  • 10Kim B, Calise A J. Nonlinear flight control using neural networks [ J ]. Journal of Guidance, Control, and Dynamics,1997, 20(1): 26-33.

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