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[Studies in Computational Intelligence 481] Artur Babiarz, Robert Bieda, Karol Jędrasiak, Aleksander Nawrat (auth.), Aleksander Nawrat, Zygmunt Kuś (eds.) - Vision Based Systemsfor UAV Applications (2013, Sprin

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74 Z. <strong>Kuś</strong> and A. <strong>Nawrat</strong><br />

5 Summary<br />

This chapter has presented a solution of the camera head control problem. It allows<br />

to track objects <strong>in</strong> rapid disturbance conditions. The paper assumes that the<br />

object moves considerably slower than <strong>UAV</strong> dur<strong>in</strong>g autonomous navigation [34].<br />

Such an approach provides that the tracked object will not move too far dur<strong>in</strong>g the<br />

time of disturbance. Due to this fact the helicopter control system [31] will manage<br />

to return to the basic helicopter orientation which is taken up dur<strong>in</strong>g a regular<br />

flight. It allows the camera head regulators to compensate change of the camera<br />

position and set the camera towards the object. In case of fast-mov<strong>in</strong>g objects it is<br />

<strong>in</strong>dispensable to use <strong>in</strong>formation obta<strong>in</strong>ed from the image process<strong>in</strong>g system. This<br />

image process<strong>in</strong>g system <strong>in</strong>forms us about the mov<strong>in</strong>g object direction.<br />

Conclusively, the essence of the proposed solution is to compute the object position<br />

only <strong>in</strong> such time <strong>in</strong>tervals when the object is <strong>in</strong> the center of the image.<br />

Lead compensators PD used <strong>in</strong> close loops allow to considerably enhance the<br />

control quality for the assumed camera head model. For the specific camera head<br />

type it is necessary to f<strong>in</strong>d the mathematical model appropriate for this very type<br />

of the camera head. In this case the choice of the regulator depends on the previously<br />

obta<strong>in</strong>ed camera head mathematical model. All aforementioned examples<br />

illustrate that the developed solution operates correctly<br />

References<br />

[1] Davies, D., Palmer, P.L., Mirmehdi, M.: Detection and track<strong>in</strong>g of very small low<br />

contrast objects. In: Proceed<strong>in</strong>gs of the 9th British Mach<strong>in</strong>e <strong>Vision</strong> Conference (September<br />

1998)<br />

[2] Zhang, S., Karim, M.A.: Automatic target track<strong>in</strong>g for video annotation. Op.<br />

Eng. 43, 1867–1873 (2004)<br />

[3] Irani, M., Peleg, S.: Improv<strong>in</strong>g resolution by image registration. CVGIP: Graph.<br />

Models and Image Process. 53, 231–239 (1991)<br />

[4] Chesnaud, C., Refegier, P., Boulet, V.: Statistical region snake-based segmentation<br />

adapted to different physical noise models. IEEE Trans. Patt. Anal. Mach. Intell. 21,<br />

1145–1157 (1999)<br />

[5] Gordon, N., Ristic, B., Arulampalam, S.: Beyond the Kalman Filter: Particle Filters<br />

for Track<strong>in</strong>g <strong>Applications</strong>. Artech House, Boston (2004)<br />

[6] Sharp, C., Shakernia, O., Sastry, S.: A <strong>Vision</strong> System for Land<strong>in</strong>g an Unmanned<br />

Aerial Vehicle. In: Proceed<strong>in</strong>gs of the 2001 IEEE International Conference on Robotics<br />

and Automation, vol. 2, pp. 1720–1727. IEEE, Los Alamitos (2001)<br />

[7] Casbeer, D., Li, S., Beard, R., Mehra, R., McLa<strong>in</strong>, T.: Forest Fire Monitor<strong>in</strong>g With<br />

Multiple Small <strong>UAV</strong>s, Porland, OR (April 2005)<br />

[8] <strong>Kuś</strong>, Z., Fraś, S.: Helicopter control algorithms from the set orientation to the set<br />

geographical Location. In: <strong>Nawrat</strong>, A., Simek, K., Świerniak, A. (<strong>eds</strong>.) Advanced<br />

Technologies for Intelligent Systems. SCI, vol. 440, pp. 3–14. Spr<strong>in</strong>ger, Heidelberg<br />

(<strong>2013</strong>)<br />

[9] <strong>Nawrat</strong>, A.: Modelowanie i sterowanie bezzałogowych obiektów latających. Wydawnictwo<br />

Politechniki Śląskiej, Gliwice (2009)<br />

[10] Valavanis, K.P. (ed.): Advances In Unmanned Aerial Vehicles. Spr<strong>in</strong>ger (2007)

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