Intelligent Condition Monitoring Systems for Unmanned Aerial Vehicle Robots

Authors: A. P. Anvar, T. Dowling, T. Putland, A. M. Anvar, S.Grainger

Abstract:

This paper presents the application of Intelligent Techniques to the various duties of Intelligent Condition Monitoring Systems (ICMS) for Unmanned Aerial Vehicle (UAV) Robots. These Systems are intended to support these Intelligent Robots in the event of a Fault occurrence. Neural Networks are used for Diagnosis, whilst Fuzzy Logic is intended for Prognosis and Remedy. The ultimate goals of ICMS are to save large losses in financial cost, time and data.

Keywords: Intelligent Techniques, Condition Monitoring Systems, ICMS, Robots, Fault, Unmanned Aerial Vehicle, UAV, Neural Networks, Diagnosis, Fuzzy Logic, Prognosis, Remedy.

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1062390

References:

[1] An, Y 1998, ÔÇÿA Design of fault tolerant flight systems for sensor and actuator failures using online learning Neural Networks-, Ph.D Thesis, Department of Mech. And Aerospace Eng. Morgantown, West Virginia.
[2] Napolitano, M, An, Y & Seanor, B 2000, Fault Tolerant Flight Control System for Sensor and Actuator Failures Using Neural Networks, Aircraft Design 3, pp. 103-128.
[3] Vanek, B 2009, Future Trends in UAS Avionics, 10th International Symposium of Hungarian Researchers on Computational Intelligence and Infomatics, pp. 791-802.
[4] Samy, I, Postlethwaite, I & Gu, D-W 2009, Sensor Fault Detection and Accomodation Using Neural Networks with Application to a Non-Linear Unmanned Air Vehicle Model, Journal of Aerospace Engineering, Vol. 224, pp. 437-447.
[5] Lee, C 1990, Fuzzy Logic in Control Systems: Fuzzy Logic Controller - Part I, IEEE Transactions on Systems, Man. And Cybernetics, Vol. 20, No. 2, pp. 404-418.
[6] Kasabov, N 1996, Foundations of Neural Networks, Fuzzy Systems and Knowledge Engineering, The MIT Press, Cambridge, Massachusetts.
[7] Pawar, P & Ganguli, R, Helicopter Health Monitoring - a Review, Journal of Aerospace Engineering, Vol. 221, pp.631-647.
[8] Li D, Wang, L & Zhu X, Design and Development of a new-version of Automated Systems Operations of Catapult-Launched Maritime UAV Robot, Final Report, The University of Adelaide, 2011.
[9] Xuning Z, Design, Build and Implementation of a new version of VTOL Maritime UAV Robot System, Final Report, The University of Adelaide, 2011.
[10] Anvar A.P. et al, Intelligent Condition Monitoring Systems for an AUV Robot, The Journal of Applied Mechanics and Materials Vols. 152-154 (2012) pp 1159-1164.
[11] Demuth H, Beale M & Hagan M 2007, Neural Network Toolbox 5 User-s Guide, The MathWorks, Inc., Natick, Massachusetts.
[12] Author Uncited, 2007, Fuzzy Logic Toolbox 2 User-s Guide, The MathWorks, Inc., Natick, Massachusetts.