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Kim H. Parker edited 2_5_Proposed_algorithm_begin__.tex
about 8 years ago
Commit id: 954add9dce092d3751d04759f61ffec5c3d5296f
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2.5 Proposed algorithm
\begin{enumerate}
\item
measure Measure pressure $P(t)$ and velocity $U(t)$ simultaneously at the same location in an artery.
\item
calculate Calculate the differences $dP(t)$ and $dU(t)$, in our case by using a Savitzky-Golay differentiating filter.
\item
assume Assume a value for the wave speed $c$ (and for the density of blood
$/rho$). $\rho$).
\item
calculate Calculate $\rho cdU(t)$ and $dP_\pm(t) = \frac{1}{2}\big(dP(t) \pm \rho cdU(t)\big)$.
\item
estimate Estimate the probability density functions $\phi(dP)$, $\phi(\rho cdU)$, $\phi(dP_+)$ and $\phi(dP_-)$ using a kernel density estimation method.
\item
calculate Calculate $\phi(dP_+ \pm dP_-) = \phi(dP_+) \otimes \phi(\pm dP_-)$ by convolution.
\item
calculate Calculate the entropies $H(dP)$, $H(\rho cdU)$, $H(dP_+ + dP_-)$ and $H(dP_+ - dP_-)$
\item
calculate Calculate the mean pdfs $\phi(M_P) = \frac{1}{2}\big(\phi(dP) + \phi(dP_+ + dP_-)\big)$ and $\phi(M_U) = \frac{1}{2}\big(\phi(\rho cdU) - \phi(dP_+ - dP_-)\big)$.
\item
calculate Calculate the entropies $H(M_P)$ and $H(M_U)$.
\item
calculate Calculate the Jensen-Shannon divergences $JS_P = H(M_P) - \frac{1}{2}\big(H(dP) + H(dP_+ + dP_-)\big)$
and \\and $JS_U = H(M_U) - \frac{1}{2}\big(H(\rho cDU) + H(dP_+ - dP_-)\big)$.
\item
calculate Calculate the sum of the Jensen-Shannon distances $\Delta = \sqrt{JS_P} + \sqrt{JS_U}$.
\item
plot Plot the result, select another value of $c$ and repeat from step 4.
\item
determine Determine the value of $c$ that givens the minimum value of
$\Deltaa$. $\Delta$.
\end{enumerate}