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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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Object Track<strong>in</strong>g <strong>in</strong> a Picture dur<strong>in</strong>g Rapid Camera Movements 89<br />

<br />

30 · 1<br />

1 · 0.01<br />

(8)<br />

The compensator was tuned <strong>in</strong> such way that it is reduc<strong>in</strong>g dom<strong>in</strong>ant time constant<br />

[24]. For system with lead compensator PD the responses of signals and <br />

<strong>in</strong> a case of excitations , and , which are the same as the above-mentioned,<br />

are presented <strong>in</strong> figure 14.<br />

As figure 14 presents the control system works excellent <strong>in</strong> a steady state and <strong>in</strong><br />

transients. The change of , and , causes the change of the required angle<br />

but current value of camera rotation is follow<strong>in</strong>g signal very closely.<br />

There are not overshoots.<br />

The camera head turns cont<strong>in</strong>uously <strong>in</strong> order to set the camera rotation angle<br />

to the set value . This way the camera is all time directed towards the<br />

tracked object.<br />

5 Summary<br />

The paper presents camera head control algorithm for Unmanned Aerial Vehicles.<br />

What is more, the presented solution is complementary for methods based on image<br />

process<strong>in</strong>g. Interest<strong>in</strong>gly, the most important feature of the presented solution<br />

is the use of <strong>in</strong>formation from IMU (Inertial Measurement Unit) [27] and GPS<br />

(Global Position<strong>in</strong>g System). It is significant enrichment of the range of tools and<br />

data which are used. The track<strong>in</strong>g of the objects, which are located on the ground,<br />

was considered <strong>in</strong> the paper. It was assumed that image process<strong>in</strong>g algorithms are<br />

used and produce <strong>in</strong>formation about location of the object <strong>in</strong> the picture. <strong>UAV</strong><br />

behavior depends on the gusts and rapid changes of the w<strong>in</strong>d. The tracked object<br />

can be lost from the camera field of view <strong>in</strong> the above-mentioned case. Thus it<br />

was necessary to seek other sources of data - sources different then image<br />

process<strong>in</strong>g system. What was also discussed here<strong>in</strong> is the case when the object<br />

which is located on flat ground is tracked by the helicopter with the camera. The<br />

presented solution was based on calculation of the object position <strong>in</strong> the moment<br />

when the object is <strong>in</strong> the center of the picture. The current camera position, orientation<br />

and the calculated object position were <strong>in</strong>dispensable <strong>in</strong>formation for the<br />

control algorithm.<br />

The examples which were presented here<strong>in</strong> demonstrate a correct behavior of the<br />

camera head control system. The similar thought process could be applied to various<br />

different mobile robots [29] and implemented <strong>in</strong> their navigation systems [31].<br />

References<br />

[1] Davies, 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<br />

(September 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)

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