DOI QR코드

DOI QR Code

딥러닝을 이용한 쿼드콥터의 호버링 제어

Quadcopter Hovering Control Using Deep Learning

  • 투고 : 2020.02.25
  • 심사 : 2020.04.01
  • 발행 : 2020.04.30

초록

In this paper, In this paper, we describe the UAV system using image processing for autonomous quadcopters, where they can apply logistics, rescue work etc. we propose high-speed hovering height and posture control method based on state feedback control with CNN from camera because we can get image of the information only every 30ms. Finally, we show the advantages of proposed method by simulations and experiments.

키워드

참고문헌

  1. E. H. Sun, T. H. Luat, D. Y. KIm, and Y. T. KIm, "A Study on the Image-based Automatic Flight Control of Mini Drone," Korea Institute of Intelligent Systems, vol. 25, no. 6, pp. 536-541, (2015). https://doi.org/10.5391/JKIIS.2015.25.6.536
  2. D. Mellinger and V. Kumar, "Minimum snap trajectory generation and control for quadrotors," in IEEE International Conference on Robotics and Automation, pp. 2520-2525, (2011).
  3. M. Hehn and R. D 'Andrea, "A Flying inverted pendulum," in Proceedings of the IEEE International Conference on Robotics and Automation, (2011).
  4. P. Bouard, A. Aswani, and C. Tomlin, "Learning based model predictive control on a quadrotor: Onboard implementation and experimental results," IEEE International Conference in Robotics and Automation (ICRA), pp. 279-284, (2012).
  5. J. O. Park, J. H. Sul, S. C. Kim, and Y. D. Lim, "Flight Attitude Control of using a Fuzzy Controller, "Korea Institute of Intelligent Systems, vol. 13, no. 1, pp. 91-96, (2003). https://doi.org/10.5391/JKIIS.2003.13.1.091
  6. D. R. Kim, D. M. Kim, and J. Y. Suk, "Vision Processing for Precision Autonomous Landing Approach of an Unmanned Helicopter," Journal of Institute of Control, Robotics and Systems, vol.15, no.1, pp. 54-60, (2009). https://doi.org/10.5302/J.ICROS.2009.15.1.054
  7. H. J. Han, T. S. Jin, "Dynamic Modeling based Flight Cont rol of Hexa-Rot or Helicopt er S ystem," Korea Institute of Intelligent Systems, vol. 25, no. 4, pp. 398-404, (2015). https://doi.org/10.5391/JKIIS.2015.25.4.398
  8. M. G. Yoo, and S. K. Hong, "Target Tracking Control of a Quadrotor UAV using Vision Sensor," Journal of the Korean Society for Aeronautical and Space Sciences, vol.40, no.2, pp. 118-128, (2012) https://doi.org/10.5139/JKSAS.2012.40.2.118
  9. D. Y. Yun, and S. H. Kim, "A Design of Fire Monitoring System Based On Unmaned Helicopter and Sensor Network, "Korea Institute of Intelligent Systems, vol. 17, no. 2, pp. 173-178, (2007). https://doi.org/10.5391/JKIIS.2007.17.2.173
  10. S. Y. Kang, and T. S. Jin, "Performance Enhancement of the Attitude Estimation using Small Quadrotor by Vision-based Marker Tracking," Korea Institute of Intelligent Systems, vol. 25, no. 10, pp. 445-450, (2015).
  11. T. S. Jin, "Fuzzy Inference Based Collision Free Navigation of a Mobile Robot using Sensor Fusion," Journal of the Korean Society of Industry Convergence, v.ol.21 no.2, pp.95- 101, (2018)
  12. S. C. Jang, C.M. Seo, M.S. Kwen, J.P. Eom, H.C. Jung, "Design and Basic Performance Test of 4 Inch QC/DC Bellows for LNG Bunkering," Journal of the Korean Society of Industry Convergence, vol.22 no.2, pp.81-86, (2019) https://doi.org/10.21289/KSIC.2019.22.2.81
  13. B. Y. Yun, W. S. Y, "A Study on the Improvement of Orthophoto Accuracy According to the Flight Photographing Technique and GCP Location Distance in Orthophoto Generation Using UAV," Journal of the Korean Society of Industry Convergence, vol.21 no.6, pp.345-354, (2018) https://doi.org/10.21289/KSIC.2018.21.6.345
  14. T. S. Jin, "Onboard Active Vision Based Hovering Control for Quadcopter in Indoor Environments," Journal of the Korean Society of Industry Convergence, vol.20 no.1, pp.19- 26, (2017) https://doi.org/10.21289/KSIC.2017.20.1.019