current state

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2017-04-24 22:43:13 +02:00
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\section{WiFi Optimization}
\section{WiFi Location Estimation}
\label{sec:optimization}
The WiFi sensor infers the pedestrian's current location based on a comparison between live measurements
(the smartphone continuously scans for nearby \docAP{}s) and reference measurements / predictions
@@ -146,17 +147,46 @@
\subsection{Modified Signal Strength Model}
\todo{nicht: during initial eval, sondern gleich sagen, dass die vermutung nahe liegt, dass das modell
nicht gut klappen wird, weil waende und unser metall-glas nicht beruecksichtigt werden. deshalb
versuchen wir ein anderes modell das immernoch live arbeiten kann}
During the initial eval, some issues were discovered. While aforementioned optimization was able to
reduce the error between reference measurements and model estimations to \SI{50}{\percent},
the position estimation \ref{eq:wifiProb} did not benefit from improved model parameters.
To the contrary, there were several situations throughout the testing walks, where
the inferred location was more erroneous than before.
%\todo{nicht: during initial eval, sondern gleich sagen, dass die vermutung nahe liegt, dass das modell
%nicht gut klappen wird, weil waende und unser metall-glas nicht beruecksichtigt werden. deshalb
%versuchen wir ein anderes modell das immernoch live arbeiten kann}
%During the initial eval, some issues were discovered. While aforementioned optimization was able to
%reduce the error between reference measurements and model estimations to \SI{50}{\percent},
%the position estimation \ref{eq:wifiProb} did not benefit from improved model parameters.
%To the contrary, there were several situations throughout the testing walks, where
%the inferred location was more erroneous than before.
As the used model does not consider walls, it is expected to provide erroneous values
for regions that are heavily attenuated by e.g. concrete or metallised glass.
\subsection{\docWIFI{} quality factor}
\todo{wifi quality factor??}
\todo{formel für toni}
\begin{equation}
\newcommand{\leMin}{l_\text{min}}
\newcommand{\leMax}{l_\text{max}}
q(\mRssiVec) =
\max(0,
\min(
\frac{
\bar\mRssi - \leMin
}{
\leMax - \leMin
},
1
)
)
\label{eq:wifiQuality}
\end{equation}
\subsection {VAP grouping}
\label{sec:vap}
Assuming normal conditions, the received signal strength at one location will (strongly) vary
due to environmental conditions like temperature, humidity, open/closed doors, RF interference.