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Book Cover
E-book
Author Samy, Ihab

Title Fault detection and flight data measurement : demonstrated on unmanned air vehicles using neural networks / Ihab Samy and Da-Wei Gu
Published Berlin ; Heidelberg : Springer, ©2012

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Description 1 online resource (xx, 172 pages)
Series Lecture notes in control and information sciences, 0170-8643 ; 419
Lecture notes in control and information sciences ; 419
Contents Introduction -- Fault detection and isolation (FDI) -- Introduction to FADS systems -- Neural Networks -- SFDA-Single sensor faults -- SFDIA-Multiple sensor faults -- FADS system applied to a MAV -- Conclusions and Future Work
Summary This book considers two popular topics: fault detection and isolation (FDI) and flight data estimation using flush air data sensing (FADS) systems. Literature surveys, comparison tests, simulations and wind tunnel tests are performed. In both cases, a UAV platform is considered for demonstration purposes. In the first part of the book, FDI is considered for sensor faults where a neural network approach is implemented. FDI is applied both in academia and industry resulting in many publications over the past 50 years or so. However few publications consider neural networks in comparison to traditional techniques such as observer based, parameter estimations and parity space approaches. The second part of this book focuses on how to estimate flight data (angle of attack, airspeed) using a matrix of pressure sensors and a neural network model. In conclusion this book can serve as an introduction to FDI and FADS systems, a literature survey, and a case study for UAV applications
Analysis Engineering
Systems theory
Astronautics
Control
Computational Intelligence
Aerospace Technology and Astronautics
Systems Theory, Control
Bibliography Includes bibliographical references (pages 165-172)
Subject Fault location (Engineering)
Aeronautics -- Systems engineering.
Astronautics -- Systems engineering.
Neural networks (Computer science)
Neural Networks, Computer
Ingénierie.
Aeronautics -- Systems engineering
Astronautics -- Systems engineering
Fault location (Engineering)
Neural networks (Computer science)
Form Electronic book
Author Gu, D.-W. (Da-Wei)
ISBN 9783642240522
3642240526
3642240518
9783642240515