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4.6. CONSTRUCTING TF SYSTEMS 45<br />

• sensor_frame:<br />

⎡ ⎤<br />

2<br />

o d = ⎣0⎦<br />

3<br />

After the specification of the values, the next step is to calculate the quality for each single frame.<br />

To do this, first all state vectors and covariance matrices are propagated to the desired point in time<br />

which is t = 300 ms.<br />

• slide_frame: T = 300 ms − 100 ms = 0.2 s<br />

x a,1 =<br />

P a,1 =<br />

[ ] [ ]<br />

1 0.2 0<br />

=<br />

0 1 100<br />

[ 1 0.2<br />

0 1<br />

[ ] 20<br />

100<br />

] [ ] [ 0.1<br />

2<br />

0 1 0.2<br />

0 10 2 0 1<br />

] T<br />

=<br />

[ ] 4.01 20<br />

20 10 2<br />

• pan_frame: T = 300 ms − 235 ms = 0.065 s<br />

x b,1 =<br />

P b,1 =<br />

[ ] [ ]<br />

1 0.065 0<br />

π =<br />

0 1<br />

2<br />

[ 1 0.065<br />

0 1<br />

[ 0.1021<br />

π<br />

2<br />

] [ 0.01<br />

2<br />

0<br />

0 ( π 4 )2 ] [ 1 0.065<br />

0 1<br />

]<br />

] T<br />

=<br />

[ ]<br />

0.0027 0.0401<br />

0.0401 ( π 4 )2<br />

• tilt_frame: T = 300 ms − 180 ms = 0.12 s<br />

x c,1 =<br />

P c,1 =<br />

[ ] [ ]<br />

1 0.12 0<br />

π =<br />

0 1<br />

3<br />

[ 1 0.12<br />

0 1<br />

[ 0.1257<br />

π<br />

] [ 0.01<br />

2<br />

0<br />

0 ( π 4 )2 ] [ 1 0.12<br />

0 1<br />

3<br />

]<br />

] T<br />

=<br />

[ ]<br />

0.009 0.074<br />

0.074 ( π 4 )2<br />

After propagating the state vector and the covariance matrix, the next step is to map them into 3D<br />

Cartesian space (see Section 4.4). The results are then the single transformations, with the transformation<br />

M and the variance in translation Σ between the origins of the frames. To keep this example<br />

compact, only the results after the mapping are listed, which are<br />

• base_frame → slide_frame:<br />

⎡<br />

⎤<br />

1 0 0 25 ⎡ ⎤<br />

M a = ⎢0 1 0 2<br />

4.01 0 0<br />

⎥<br />

⎣0 0 1 8 ⎦ , Σ a = ⎣ 0 0 0⎦<br />

0 0 0<br />

0 0 0 1

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