Anomaly detection in onboard-recorded flight data using cluster analysis

AIAA/IEEE Digital Avionics Systems Conference - Proceedings

Volumn , Issue , 2011, Pages

  Li, Lishuai ^a   Gariel, Maxime ^a   Hansman, R John ^a   Palacios, Rafael ^b  

^a MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

^b UNIVERSIDAD PONTIFICIA COMILLAS   (Spain)

Author keywords

[No Author keywords available]

Indexed keywords

ANOMALOUS BEHAVIOR; ANOMALY DETECTION; CLUSTER ANALYSIS TECHNIQUE; DATA CLUSTERS; DATA PATTERNS; DATA SETS; DIGITAL FLIGHT; FLIGHT DATA; FLIGHT OPERATIONS QUALITY ASSURANCES; FLIGHT PARAMETERS; HIGH ALTITUDE; HIGH DIMENSIONAL DATA; HIGH WINDS; LARGE CLUSTERS; LOW-ENERGY STATE; TIME-SERIES DATA; CURRENT TRANSFORMATION; FLIGHT PHASIS; PRIOR KNOWLEDGE;

AIR TRANSPORTATION; AIRCRAFT DETECTION; CLUSTER ANALYSIS; CLUSTERING ALGORITHMS; DIGITAL AVIONICS; LEGACY SYSTEMS; POWER TAKEOFFS; QUALITY ASSURANCE; TAKEOFF; TIME SERIES; METADATA;

QUALITY CONTROL; AIRCRAFT;

EID: 84255199258     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/DASC.2011.6096068     Document Type: Conference Paper

References (13)

1. Federal Aviation Administration, 14 CFR 121.344 Digital Flight Data Recorders for Transport Category Airplanes, 2011.
2. Federal Aviation Administration, Advisory Circular. 120-82 Flight Operational Quality Assurance, Washington, DC: 2004.
3. Budalakoti., S., A.N. Srivastava, and M.E. Otey, "Anomaly Detection and Diagnosis Algorithms for Discrete Symbol Sequences with Applications to Airline Safety," Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on, vol. 39, Jan. 2008, pp. 101-113.
4. Budalakoti, S., A.N. Srivastava, and R. Akella, "Discovering Atypical Flights in Sequences of Discrete Flight Parameters," Aerospace Conference, 2006 IEEE, Big Sky, Montana: IEEE, 2006, pp. 1-8.
5. Amidan, B.G., T.A. Ferryman, "APMS SVD Methodology and Implementation," Battelle Report, PNWD-3026, 2000.
6. Amidan, B.G., T. a Ferryman, B.P.N. Div, and W.A. Richland, "Atypical Event and Typical Pattern Detection Within Complex Systems," 2005 IEEE Aerospace Conference, Big Sky, MT: IEEE, 2005, pp. 3620-3631.
7. Chidester, T.R., "Understanding Normal and Atypical Operations Through Analysis of Flight Data," Proceedings of the 12th International Symposium on Aviation Psychology, Dayton, OH: 2003, pp. 239-242.
8. Iverson, D.L., "Inductive System Health Monitoring," Proceedings of The 2004 International Conference on Artificial Intelligence (IC-AI04), Las Vegas, Nevada: 2004.
9. M. Ester, H.P. Kriegel, J. Sander, and X. Xu, "A Density-Based Algorithm for Discovering Clusters in Large Spatial Databases with Noise," Proceedings of the 2nd international Conference on Knowledge Discovery and Data Mining, Portland, Oregon: AAAI Press, 1996, pp. 226-231.
10. Gariel, M., A. Srivastava, E. Feron, "Trajectory Clustering and an Application to Airspace Monitoring", IEEE Transaction on Intelligent Transportation Systems, vol. pp, 2011, pp.1-14.
11. Pearson, K., "On Lines and Planes of Closest Fit to Systems of Points in Space," Philosophical Magazine Series 6, vol. 2, Nov. 1901, pp. 559-572.
12. Hotelling, H., "Analysis of a Complex of Statistical Variables into Principal Components.," Journal of Educational Psychology, vol. 24, 1933, pp. 417-441.
13. Hotelling, H., "Analysis of a Complex of Statistical Variables into Principal Components.," Journal of Educational Psychology, vol. 24, 1933, pp. 498-520.