Adaptative high-gain extended Kalman filter and applications
Adaptative high-gain extended Kalman filter and applications
Adaptative high-gain extended Kalman filter and applications
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tel-00559107, version 1 - 24 Jan 2011<br />
B.1 Bounds on the Riccati Equation<br />
where AM = sup<br />
[0;T ∗ �<br />
�<br />
(|A(u(τ)|), �<br />
]<br />
�b ∗ �<br />
�<br />
(z, u) � ≤ Lb <strong>and</strong> s = AM + Lb.<br />
Gronwall’s lemma gives<br />
|S(τ)| ≤| Sk−1(+)|e 2s(τ−τk−1)<br />
. (B.3)<br />
Therefore, with c = |C ′<br />
RC|,<br />
|Sk(+)| ≤| Sk−1(+)|e 2s(τk−τk−1) + c (τk − τk−1) . (B.4)<br />
Consider a subdivision {τk}k∈N such that τ0 = 0. From equation (B.4):<br />
|S1(+)| ≤| S0|e 2sτ1 + cτ1.<br />
Since we set θ(0) = 1 then ¯ S0 = S0 <strong>and</strong> there is no ambiguity in the notation. We iterate to<br />
obtain<br />
|S2(+)| ≤| S0|e 2sτ2 + cτ1e 2s(τ2−τ1) + c(τ2 − τ1),<br />
<strong>and</strong> for all k ∈ N<br />
|Sk(+)| ≤| S0|e2sτk �i=k<br />
+ c (τi − τi−1) e 2s(τk−τi)<br />
i=1<br />
≤ |S0|e2sτk + ce2sτk �i=k<br />
i=1<br />
(τi − τi−1) e −2sτi .<br />
Since e−2sτ is a decreasing function of τ, the sum on the right h<strong>and</strong> side of the inequality is<br />
smaller than the integral of e−2sτ over the interval [0, τk]. Therefore<br />
|Sk(+)| ≤| S0|e2sτk + ce2sτk � τk<br />
e<br />
0<br />
−2sτ dτ<br />
≤ |S0|e2sτk + c<br />
�<br />
2sτk<br />
2s e − 1 � .<br />
From this last equation we conclude that for any subdivision <strong>and</strong> any k ∈ N such that τk ≤ T ∗ :<br />
�<br />
|Sk(+)| ≤ |S0| + c<br />
�<br />
2sT ∗<br />
e = β1.<br />
2s<br />
In order to prove the result for times greater than T ∗ , consider a symmetric semi positive<br />
matrix S. We have S ≤ |S|Id = � Tr(S 2 )Id, <strong>and</strong> according to fact 2.(b): S ≤ Tr(S)Id.<br />
Therefore, investigations on the upper bound are done in the form of investigations on the<br />
trace of S.<br />
Lemma 79<br />
If S : [0,T[→ Sn is a solution to dS<br />
dτ<br />
where:<br />
= −A′ S − SA − SQS then for almost all τ ∈ [0,T[,<br />
d<br />
dτ Tr(S) ≤−a (Tr (S(τ))) 2 +2bTr (S(τ)) ,<br />
a = λmin(Q)<br />
n<br />
b = sup τ Tr(A ′<br />
(τ)A(τ)) 1<br />
2 .<br />
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