Vision-Based Fuzzy Controller for Quadrotor Tracking a Ground Target

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A vision-based fuzzy controller for a quadrotor is proposed in this paper to realize ground target tracking. Due to the under-actuated property of quadrotors as well as the coupled dynamics in the image plane, it is challenging to design an image-based visual servoing controller for the quadrotor. Since the fuzzy control does not require an accurate model, a fuzzy-based approach is presented to solve the image-based tracking problem. Fuzzy controller takes image moments as inputs and its outputs are used to control the position of quadrotor in a form of tilt angles and vertical velocity adjustment. The proposed approach is verified by experiment.

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121-126

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October 2016

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© 2017 Trans Tech Publications Ltd. All Rights Reserved

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[1] G. M. Hoffmann, H. M. Huang, et al., Precision flight control for multi-vehicle quadrotor helicopter testbed, Control Engineering Practices. vol. 19, no. 9 (2011) 1023-1036.

DOI: 10.1016/j.conengprac.2011.04.005

Google Scholar

[2] A. Tayebi, S. McGilvray, Attitude stabilization of a VTOL quadrotor aircraft, IEEE Transactions on Control Systems Technology. vol. 14, no. 3 (2006) 562-571.

DOI: 10.1109/tcst.2006.872519

Google Scholar

[3] H. Liu, D. Li, Z. Zuo, Y. Zhong, Robust three-loop trajectory tracking control for quadrotors with multiple uncertainties, IEEE Transactions on Industrial Electronics. vol. 63, no. 4 (2016) 2263-2274.

DOI: 10.1109/tie.2016.2514339

Google Scholar

[4] A. Noureldin, T. B. Karamat, M. D. Eberts, A. El-Shafie, Performance enhancement of MEMS-based INS-GPS integration for low-cost navigation applications, IEEE Transactions on Vehicular Technology. vol. 58, no. 3 (2009) 1077-1096.

DOI: 10.1109/tvt.2008.926076

Google Scholar

[5] X. He, Y. Le, W. Xiao, MEMS IMU and two-antenna GPS integration navigation system using interval adaptive Kalman filter, IEEE Aerospace and Electronic Systems Magazine. vol. 28, no. 10 (2013) 22-28.

DOI: 10.1109/maes.2013.6642828

Google Scholar

[6] H. D. Plinval, P. Morin, P. Mouyon, T. Hamel, Visual servoing for underactuated VTOL UAVs: a linear, homography-based framework, International Journal of Robust and Nonlinear Control. vol. 24, no. 16 (2014) 2285-2308.

DOI: 10.1002/rnc.2987

Google Scholar

[7] E. Altug, J. P. Ostrowski, R. Mahony, Control of a quadrotor helicopter using visual feedback, IEEE International Conference on Robotics and Automation. (2002) 72-77.

DOI: 10.1109/robot.2002.1013341

Google Scholar

[8] L. R. G. Carrillo, E. Rondon, A. Sanchez, A. Dzul, R. Lozano, Stabilization and trajectory tracking of a quad-rotor using vision, Journal of Intelligent & Robotic Systems. vol. 61, no. 1-4 (2011) 103-118.

DOI: 10.1007/s10846-010-9472-1

Google Scholar

[9] F. Janabi-Sharifi, L. Deng, W. J. Wilson, Comparison of basic visual servoing methods, IEEE/ASME Transactions on Mechatronics. vol. 16, no. 5 (2011) 967-983.

DOI: 10.1109/tmech.2010.2063710

Google Scholar

[10] T. Hamel, R. Mahony, Visual servoing of an under-actuated dynamic rigid-body system: an image-based approach, IEEE Transactions on Robotics and Automation. vol. 18, no. 2 (2002) 187-198.

DOI: 10.1109/tra.2002.999647

Google Scholar

[11] N. Guenard, T. Hamel, Robert Mahony, A practical visual servo control for an unmanned aerial vehicle, IEEE Transactions on Robotics. vol. 24, no. 2, (2008) 331-340.

DOI: 10.1109/tro.2008.916666

Google Scholar

[12] C. T. Dang, H. T. Pham, T. B. Pham, N. V. Truong, Vision based ground object tracking using AR. Drone quadrotor, International Conference on Control, Automation and Information Sciences. (2013) 146-151.

DOI: 10.1109/iccais.2013.6720545

Google Scholar

[13] F. Chaumette, Image moments: a general and useful set of features for visual servoing, IEEE Transactions on Robotics. vol. 20, no. 4 (2004) 713-723.

DOI: 10.1109/tro.2004.829463

Google Scholar

[14] O. Tahri, F. Chaumette, Point-based and region-based image moments for visual servoing of planar objects. IEEE Transactions on Robotics. vol. 21, no. 6 (2005) 1116-1127.

DOI: 10.1109/tro.2005.853500

Google Scholar