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Neural Network Based Feedback Linearization Control of an Unmanned Aerial Vehicle 被引量:3

Neural Network Based Feedback Linearization Control of an Unmanned Aerial Vehicle
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摘要 This paper presents a flight control design for an unmanned aerial vehicle (UAV) using a nonlinear autoregressive moving average (NARMA-L2) neural network based feedback linearization and output redefinition technique. The UAV investigated is non- minimum phase. The output redefinition technique is used in such a way that the resulting system to be inverted is a minimum phase system. The NARMA-L2 neural network is trained off-line for forward dynamics of the UAV model with redefined output and is then inverted to force the real output to approximately track a command input. Simulation results show that the proposed approaches have good performance. This paper presents a flight control design for an unmanned aerial vehicle (UAV) using a nonlinear autoregressive moving average (NARMA-L2) neural network based feedback linearization and output redefinition technique. The UAV investigated is non- minimum phase. The output redefinition technique is used in such a way that the resulting system to be inverted is a minimum phase system. The NARMA-L2 neural network is trained off-line for forward dynamics of the UAV model with redefined output and is then inverted to force the real output to approximately track a command input. Simulation results show that the proposed approaches have good performance.
出处 《International Journal of Automation and computing》 EI 2007年第1期71-79,共9页 国际自动化与计算杂志(英文版)
关键词 Nonlinear unmanned aerial vehicle (UAV) flight control non-minimum phase output redefinition neural network basedfeedback linearization. Nonlinear unmanned aerial vehicle (UAV) flight control, non-minimum phase, output redefinition, neural network basedfeedback linearization.
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