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Estimating the prediction filter coefficients

For sake of simplicity, we denote $W_{\rm j}=W(f,j\Delta x)$. $W_{\rm j}$ is predictable from $W_{\rm j-1}, W_{\rm j-2},..., W_{\rm j-N}$.  
 \begin{displaymath}
W_{\rm j}=\sum_{\rm z=1}^{\rm N}C_{\rm z}W_{\rm j-z}\end{displaymath} (29)
Actually, equation (29) is a convolution operator. For each frequency f, we have an equation like (29). All frequencies have the same prediction filter $C_1, C_2,..., C_{\rm N}$. Usually this is an over-determined system. We can use some optimization method to solve it, e.g., conjugate gradient, LSQR, Lanzcos, etc.


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Stanford Exploration Project
11/11/1997