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The GNSS integer ambiguities: estimation and validation

The GNSS integer ambiguities: estimation and validation

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estimator<br />

1.5<br />

1<br />

0.5<br />

0<br />

−0.5<br />

−1<br />

−1.5<br />

−1.5 −1 −0.5 0<br />

float ambiguity<br />

0.5 1 1.5<br />

Figure 4.4: Ambiguity estimators as function of the float ambiguity. Solid lines: fixed<br />

estimator; Dashed line: float estimator; the BIE estimator will always fall in the grey area.<br />

one), <strong>and</strong> smaller than the variance of the fixed estimator. On the other h<strong>and</strong>, for large<br />

k the variances of the BIE <strong>and</strong> fixed estimator become equal to each other, <strong>and</strong> smaller<br />

than that of the float estimator. Only after 30 epochs, when the success rate is larger<br />

than 0.9, the variance of the fixed baseline estimator becomes lower than the variance<br />

of the float estimator.<br />

It can be shown that in the one-dimensional case |â − ã| ≤ |â − ǎ|, ∀â, σ 2 . First note<br />

that:<br />

|â − ã| = 0 if â = 1<br />

z, z ∈ Z (4.21)<br />

2<br />

Furthermore, ã is monotonically increasing with â, since:<br />

dã 1<br />

=<br />

dâ Γ2 <br />

<br />

z(z − x)σ<br />

z∈Z<br />

−2 exp{− 1<br />

2σ2 (x − z)2 } <br />

exp{−<br />

z∈Z<br />

1<br />

2σ2 (x − z)2 }−<br />

− <br />

zσ<br />

z∈Z<br />

−2 exp{− 1<br />

2σ2 (x − z)2 } <br />

(z − x)σ<br />

z∈Z<br />

−2 exp{− 1<br />

2σ2 (x − z)2 <br />

}<br />

= 1<br />

σ2Γ2 <br />

<br />

u(u − x) exp{−<br />

u∈Zz∈Z<br />

1<br />

2σ2 (x − u)2 } exp{− 1<br />

2σ2 (x − z)2 }<br />

−u(z − x) exp{− 1<br />

2σ2 (x − u)2 } exp{− 1<br />

2σ2 (x − z)2 <br />

}<br />

= 1<br />

σ2Γ2 <br />

(u 2 − uz) exp{− 1<br />

2σ2 (x − u)2 } exp{− 1<br />

2σ2 (x − z)2 }<br />

<br />

u∈Zz∈Z<br />

F (u,z)<br />

≥ 0 (4.22)<br />

Comparison of the float, fixed, <strong>and</strong> BIE estimators 75

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