Reconfigurable Control with Neural Network Augmentation for a Modified F-15 Aircraft book
Reconfigurable Control with Neural Network Augmentation for a Modified F-15 Aircraft book
Reconfigurable Control with Neural Network Augmentation for a Modified F-15 Aircraft.cJohn J Burken
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Author: John J Burken
Page Count: 32 pages
Published Date: 23 Jul 2013
Publisher: Bibliogov
Publication Country: United States
Language: English
ISBN: 9781289240561
File size: 11 Mb
Download Link: Reconfigurable Control with Neural Network Augmentation for a Modified F-15 Aircraft
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Description of the performance of a simplified dynamic inversion controller with neural network augmentation follows. Simulation studies focus on the results with and without neural network adaptation through the use of an F-15 aircraft simulator that has been modified to include canards. Simulated control law performance with a surface failure, in addition to an aerodynamic failure, is presented. The aircraft, with adaptation, attempts to minimize the inertial cross-coupling effect of the failure (a control derivative anomaly associated with a jammed control surface). The dynamic inversion controller calculates necessary surface commands to achieve desired rates. The dynamic inversion controller uses approximate short period and roll axis dynamics. The yaw axis controller is a sideslip rate command system. Methods are described to reduce the cross-coupling effect and maintain adequate tracking errors for control surface failures. The aerodynamic failure destabilizes the pitching moment due to angle of attack. The results show that control of the aircraft with the neural networks is easier (more damped) than without the neural networks. Simulation results show neural network augmentation of the controller improves performance with aerodynamic and control surface failures in terms of tracking error and cross-coupling reduction.
Read online Reconfigurable Control with Neural Network Augmentation for a Modified F-15 Aircraft Buy Reconfigurable Control with Neural Network Augmentation for a Modified F-15 Aircraft Download and read Reconfigurable Control with Neural Network Augmentation for a Modified F-15 Aircraft ebook, pdf, djvu, epub, mobi, fb2, zip, rar, torrent Download to iPad/iPhone/iOS, B&N nook Reconfigurable Control with Neural Network Augmentation for a Modified F-15 Aircraft ebook, pdf, djvu, epub, mobi, fb2, zip, rar, torrent
Reconfigurable Control with Neural Network Augmentation for a Modified F-15 Aircraft.cJohn J Burken
Author: John J Burken
Page Count: 32 pages
Published Date: 23 Jul 2013
Publisher: Bibliogov
Publication Country: United States
Language: English
ISBN: 9781289240561
File size: 11 Mb
Download Link: Reconfigurable Control with Neural Network Augmentation for a Modified F-15 Aircraft
---------------------------------------------------------------
Description of the performance of a simplified dynamic inversion controller with neural network augmentation follows. Simulation studies focus on the results with and without neural network adaptation through the use of an F-15 aircraft simulator that has been modified to include canards. Simulated control law performance with a surface failure, in addition to an aerodynamic failure, is presented. The aircraft, with adaptation, attempts to minimize the inertial cross-coupling effect of the failure (a control derivative anomaly associated with a jammed control surface). The dynamic inversion controller calculates necessary surface commands to achieve desired rates. The dynamic inversion controller uses approximate short period and roll axis dynamics. The yaw axis controller is a sideslip rate command system. Methods are described to reduce the cross-coupling effect and maintain adequate tracking errors for control surface failures. The aerodynamic failure destabilizes the pitching moment due to angle of attack. The results show that control of the aircraft with the neural networks is easier (more damped) than without the neural networks. Simulation results show neural network augmentation of the controller improves performance with aerodynamic and control surface failures in terms of tracking error and cross-coupling reduction.
Read online Reconfigurable Control with Neural Network Augmentation for a Modified F-15 Aircraft Buy Reconfigurable Control with Neural Network Augmentation for a Modified F-15 Aircraft Download and read Reconfigurable Control with Neural Network Augmentation for a Modified F-15 Aircraft ebook, pdf, djvu, epub, mobi, fb2, zip, rar, torrent Download to iPad/iPhone/iOS, B&N nook Reconfigurable Control with Neural Network Augmentation for a Modified F-15 Aircraft ebook, pdf, djvu, epub, mobi, fb2, zip, rar, torrent