Artificial Immune System – Based Aircraft Failure Evaluation over Extended Flight Envelope

作者: Hever Moncayo , Mario G. Perhinschi , Jennifer Davis

DOI: 10.2514/1.52748

关键词:

摘要: This paper describes the design, development, and flight-simulation testing of an artificial-immune-system-based approach for evaluation different aircraft subsystem failures/damages. The consists estimation magnitude/severity failure prediction achievable states, leading to overall assessment effects on reducing flight envelope. A supersonic fighter model is used, which includes model-following adaptive control laws based nonlinear dynamic inversion artificial neural network augmentation. Data collected from a motion-based simulator were used define self wide area envelope test validate proposed approach. Example results are presented failure-magnitude flight-envelope-reduction abnormal conditions affecting sensors, actuators, engine, wing structure. Successful detection identification assumed before evaluation. show capabilities scheme evaluate severity predict reduction in general manner.

参考文章(26)
Karen Gundy-Burlet, K. KrishnaKumar, John Kaneshige, Daniel Clancy, Don Soloway, Intelligent Control Approaches for Aircraft Applications ,(2001)
D. Dasgupta, K. KrishnaKumar, D. Wong, M. Berry, Negative Selection Algorithm for Aircraft Fault Detection international conference on artificial immune systems. pp. 1- 13 ,(2004) , 10.1007/978-3-540-30220-9_1
Fabio A. González, Dipankar Dasgupta, Anomaly Detection Using Real-Valued Negative Selection Genetic Programming and Evolvable Machines. ,vol. 4, pp. 383- 403 ,(2003) , 10.1023/A:1026195112518
M.G. Perhinschi, M.R. Napolitano, G. Campa, A simulation environment for design and testing of aircraft adaptive fault‐tolerant control systems Aircraft Engineering and Aerospace Technology. ,vol. 80, pp. 620- 632 ,(2008) , 10.1108/00022660810911563
Jeffrey Keller, Robert McKillip, Sungwan Kim, Aircraft Flight Envelope Determination using Upset Detection and Physical Modeling Methods AIAA Guidance, Navigation, and Control Conference and Exhibit. pp. 2009- 6259 ,(2009) , 10.2514/6.2009-6259
Mario G. Perhinschi, Hever Moncayo, Jennifer Davis, Integrated Framework for Artificial Immunity-Based Aircraft Failure Detection, Identification, and Evaluation Journal of Aircraft. ,vol. 47, pp. 1847- 1859 ,(2010) , 10.2514/1.45718
Jennifer Davis, Mario G. Perhinschi, Hever Moncayo, Evolutionary Algorithm for Artificial Immune System Based Failure Detector Generation and Optimization Journal of Guidance Control and Dynamics. ,vol. 33, pp. 305- 320 ,(2009) , 10.2514/1.46126
M.G. Perhinschi, M.R. Napolitano, G. Campa, M.L. Fravolini, B. Seanor, Integration of sensor and actuator failure detection, identification, and accommodation schemes within fault tolerant control laws Control and Intelligent Systems. ,vol. 35, pp. 309- 318 ,(2007) , 10.2316/JOURNAL.201.2007.4.201-1657
K. KrishnaKumar, Artificial Immune System Approaches for Aerospace Applications 41st Aerospace Sciences Meeting and Exhibit. ,(2003) , 10.2514/6.2003-457
Liang Tang, Michael Roemer, Jianhua Ge, Agamemnon Crassidis, JVR Prasad, Christine Belcastro, Methodologies for Adaptive Flight Envelope Estimation and Protection AIAA Guidance, Navigation, and Control Conference. ,(2009) , 10.2514/6.2009-6260