Title :
Online attitude controlling of Longitudinal Autopilot for General Aviation Aircraft using Artificial Neural Networks
Author :
Kumar, Y. V. Pavan ; Kiran, K.M.N.S. ; Yugandhar, Sadhu ; Raju, K. Padma
Author_Institution :
End Item Test, Eng. Test Services-Aerosp., Honeywell Technol. Solutions Lab. (Pvt) Ltd., Hyderabad, India
Abstract :
This paper describes the attitude control of a Longitudinal Autopilot for General Aviation Aircraft is controlled by Artificial Neural Network PID (ANN-PID) controller. The conventional methods for finding gains of servo elevator and rate gyro are based on root locus and Offline PID controlling methods. But these methods are poor at disturbance rejection. Hence this paper proposes an online controller by using artificial neural networks. The uniqueness with this controller is automatic tuning of PID gains for various disturbance occurrences in the system. First the system is designed with closed loop offline PID controlling techniques and Lead/Lag compensators for various values of disturbances and observed that the system response is degraded, finally ANN-PID controller is designed for the system for various values of disturbances. The entire system is modeled and simulated by using MATLAB/ Simulink software. The results show that the proposed ANN-PID controller has good disturbance rejection than offline PID controlling tuning methods.
Keywords :
aerospace computing; aircraft control; attitude control; control system synthesis; neurocontrollers; three-term control; ANN-PID controller; Matlab-Simulink software; artificial neural network PID controller; artificial neural networks; automatic PID gain tuning; disturbance rejection; general aviation aircraft; lead-lag compensators; longitudinal autopilot control; offline PID controlling tuning methods; online attitude control; rate gyro; root locus; servoelevator; Aerospace control; Aircraft; Artificial neural networks; Elevators; Mathematical model; Servomotors; Tuning; ANN-PID controller; Aileron; Elevator; Lead/Lag Compensators; Longitudinal Autopilot; MATLAB/Simulink; PID Controller; Rate Gyro;
Conference_Titel :
Engineering (NUiCONE), 2013 Nirma University International Conference on
Conference_Location :
Ahmedabad
Print_ISBN :
978-1-4799-0726-7
DOI :
10.1109/NUiCONE.2013.6780187