alpha immpf part
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@@ -131,15 +131,26 @@ However, it is obvious that \eqref{equ:KLD} only works reliable if the measureme
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Especially Wi-Fi serves as the main source for estimation and thus attenuated or bad Wi-Fi readings are causing $D_{\text{KL}}$ to grow, even if the dominant filter provides a good position estimation.
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In such scenarios a lower diversity and higher focus of the particle set, as given by the dominant filter, is required.
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We achieves this by introducing a Wi-Fi quality factor, allowing the support filter to pick particles from the dominant filter and prevent the later from doing it vice versa.
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The quality factor $ $ is defined by
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%
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\begin{equation}
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d
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\enspace ,
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\label{equ:immpWifiQuality}
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\end{equation}
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%
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where..
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The quality factor is defined by
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%
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\begin{equation}
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\newcommand{\leMin}{l_\text{min}}
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\newcommand{\leMax}{l_\text{max}}
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q(\mObsVec_t^{\mRssiVec_\text{wifi}}) =
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\max(0,
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\min(
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\frac{
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\bar\mRssi_\text{wifi} - \leMin
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}{
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\leMax - \leMin
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},
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1
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)
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)
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\label{eq:wifiQuality}
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\end{equation}
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%
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where $\bar\mRssi_\text{wifi}$ is the average of all signal-strength measurements received from the observation $\mObsVec_t$. An upper and lower bound is given by $l_\text{max}$ and $l_\text{min}$.
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To incorporate all this within the IMMPF, we utilize a non-trivial Markov switching process.
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@@ -151,7 +162,7 @@ Considering the above presented measures, $\Pi_t$ is two-dimensional and given b
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\Pi_t =
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\begin{pmatrix}
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f(D_{\text{KL}}, \lambda) & 1 - f(D_{\text{KL}}, \lambda) \\
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0 & \sigma_{\text{move}}\\
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1 - q(\mObsVec_t^{\mRssiVec_\text{wifi}}) & q(\mObsVec_t^{\mRssiVec_\text{wifi}})\\
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\end{pmatrix}
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\enspace ,
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\label{equ:immpMatrix}
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