AIRCRAFT ICING DETECTION, IDENTIFICATION AND RECONFIGURABLE CONTROL: KALMAN FILTERING AND NEURAL NETWORKS APPROACHES

HAJIYEV, CHINGIZ, AYKAN, RAHMI, CALISKAN, FIKRET

ISBN 10: 3844388745 / ISBN 13: 9783844388749

Published by LAP LAMBERT Academic Publishing, 2011

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Bibliographic Details

• Title: AIRCRAFT ICING DETECTION, IDENTIFICATION AND RECONFIGURABLE CONTROL: KALMAN FILTERING AND NEURAL NETWORKS APPROACHES
• Publisher: LAP LAMBERT Academic Publishing
• Publication Date: 2011
• Language: English
• ISBN 10: 3844388745
• ISBN 13: 9783844388749
• Binding: Paperback
• Condition: Like New
• Book Type: book

About this title

Synopsis

This book aims at the detection and identification of airframe icing based on statistical properties of aircraft dynamics and reconfigurable control protecting aircraft from hazardous icing conditions. Icing model of aircraft is represented by five parameters for iced wing airfoils. Icing is detected by a Kalman filtering innovation approach. A neural network structure is embodied such that its inputs are the aircraft estimated measurements, and its outputs are the icing parameters. The necessary training and validation set for the neural network model of the iced aircraft are obtained from the simulations, which are performed for various icing conditions. In order to decrease noise effects on the states and to increase training performance of the neural network, the estimated states by the Kalman filter are used. A suitable neural network model of the iced aircraft is obtained by using system identification methods and learning algorithms. This trained network model is used as an application for the control of the aircraft that has lost its controllability due to icing. The method is applied to F16 military and A340 commercial aircraft models.

About the Author

Professor Chingiz Hajiyev graduated from Moscow Aviation Institute with honor diploma in 1981. He received the Ph.D. and D.Sc.(Eng.) degrees in 1987 and 1993, respectively. He is currently a Professor in Department of Aeronautics and Astronautics, Istanbul Technical University. He has more than 350 scientific publications.