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Automatic Processing Techniques of Rotorcraft Flight Data Using Data Mining

회전익항공기 운동모델 개발을 위한 데이터마이닝을 이용한 비행데이터 자동 처리 기법

  • Received : 2018.07.31
  • Accepted : 2018.09.29
  • Published : 2018.10.01

Abstract

In general, the fidelity of the aircraft dynamic model is verified by comparison with the flight test results of the target aircraft. Therefore, the reference flight data for performance comparisons must be extracted. This process requires a lot of time and manpower to extract useful data from the vast quantity of flight test data containing various noise for comparing fidelity. In particular, processing of flight data is complex because rotorcraft have high non-linearity characteristics such as coupling and wake interference effect and perform various maneuvers such as hover and backward flight. This study defines flight data processing criteria for rotorcraft and provides procedures and methods for automated processing of static and dynamic flight data using data mining techniques. Finally, the methods presented are validated using flight data.

일반적으로 항공기 운동 모델의 충실도는 대상 항공기의 비행시험 결과와 비교하여 검증한다. 따라서 성능 비교를 위한 기준 비행 데이터를 추출하는데, 각종 잡음이 포함된 방대한 양의 비행데이터를 처리하는 것은 많은 인력과 시간이 소요된다. 특히 회전익항공기는 축간 커플링 효과와 후류 간섭 효과 등으로 비선형성이 큰 특성을 가지고 있으며, 제자리 비행, 후진 비행 등의 다양한 기동을 수행하므로 비행 데이터를 처리하는 것이 복잡하다. 본 연구에서는 회전익항공기의 비행 데이터 처리 기준을 정의하고, 데이터마이닝 기법을 이용한 정적 및 동적 비행 데이터 자동 처리를 위한 절차와 방법을 제시한다. 최종적으로 비행데이터를 사용하여 제시한 방법을 검증한다.

Keywords

References

  1. "Helicopter Simulator Qualification," AC 120-63, Federal Aviation Administration, 1994.
  2. Anon, "EASA CS-FSTD(H) : Certification Specifications for Helicopter Flight Simulation Training Devices," European Aviation Safety Agency, June 2012.
  3. Paul, V., and Giannias, N., "Model development of a level D Black Hawk flight simulator," Modeling and Simulation Technologies Conference, 2000.
  4. Padfield, G. D., Pavel, M., Casolaro, D., Roth, G., Hamers, M., and Taghizad, A., "Fidelity of Helicopter Real Fidelity of Helicopter Real-Time Simulation Models ime Simulation Models," 2005.
  5. Jeon, D., Jun, H., Choi, H., and Choi, Y., "Development of FAA AC120-63 Level C Flight Simulation Model for KA-32T," Journal of The Korean Society for Aeronautical and Space Sciences, Vol. 37, No. 4, 2009, pp. 406-412. https://doi.org/10.5139/JKSAS.2009.37.4.406
  6. Vorst, J., Zeilstra, K. D. S., Jeon, D. K., Choi, H. S., and Jun, H. S., "Flight Mechanics Model Development For A Kamov KA32T Helicopter Training Simulator," 2009.
  7. Kang, B. R., Kim. C. H., and Jung, S., "Study on helicopter modeling and tuning using flight test result for Handling Quality Simulator," Asian Australian Rotorcraft Forum and Exhibition, 2012.
  8. TIMSON, E., "Flight simulation fidelity for rotorcraft design, certification and pilot training," PhD Thesis. University of Liverpool, 2013.
  9. Young, J. K., "Automating the Data Reduction Process for More Efficient Flight Tests and Reducing the Time from Days to Hours," Master's Thesis, University of Tennessee, 2010.
  10. Lee, C., Park, S., Ahn, S., and Ryu, C., "Flight Test Data Analysis Tool Development by Using Flight Maneuver Auto Detection Algorithm," Fall Conference of The Korean Society for Aeronautical and Space Sciences, 2015, pp.1088-1092.
  11. Song, Y., and Hwang, M. S., "A Study on the Aircraft Parameter Estimation from Flight Test Data," Journal of The Korean Society for Aeronautical and Space Sciences, Vol. 26, No. 6, 2009, pp. 1-12.
  12. Douglas, D. H., and Peucker, T. K., "Algorithms for The Reduction of The Number of Points Required to Represent a Digitized Line or its Caricature," The Canadian Cartographer, Vol. 10, No. 2, 1973, pp. 112-122. https://doi.org/10.3138/FM57-6770-U75U-7727
  13. MacQueen, J. B., "Some methods for classification and analysis of multivariate observation," Proceedings of the fifth Berkeley symposium on mathematical statistics and probability. Vol. 1. No. 14. 1967, pp. 281-297.
  14. Nagata, J. I., and John, J. S. Jr., "Engineering Flight Test of the OH-6A Helicopter (Cayuse). Phase D," No. USAAVNTA-65-37. ARMY AVIATION SYSTEMS TEST ACTIVITY EDWARDS AFB CA, 1969.
  15. Lee, S. W., "Principles of pattern recognition. II," HONGRUNG Publishing Company, 1994.