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#' Forward Wavelet Transform (periodized, orthogonal)
#'
#' 1. \code{qmf} filter may be obtained from \code{\link{MakeONFilter}}.
#' 2. usually, \code{length(qmf) < 2^(L+1)}.
#' 3. To reconstruct use \code{\link{IWT_PO}}.
#'
#' @export FWT_PO
#' @param x 1-d signal; length(x) = 2^J.
#' @param L Coarsest Level of V_0; L << J.
#' @param qmf quadrature mirror filter (orthonormal).
#' @return \code{wc} 1-d wavelet transform of x.
#' @examples
#' x <- MakeSignal('Ramp', 8)
#' L <- 0
#' qmf <- MakeONFilter('Haar')
#' wc <- FWT_PO(x, L, qmf)
#' @seealso \code{\link{IWT_PO}}, \code{\link{MakeONFilter}}.
FWT_PO <- function(x, L, qmf) {
n <- dyadlength(x)$x
J <- dyadlength(x)$y
wcoef <- rep(0, n)
beta <- ShapeAsRow(x)
for (j in seq(J - 1, L, -1)) {
alfa <- DownDyadHi(beta, qmf)
wcoef[dyad(j)] <- alfa
beta <- DownDyadLo(beta, qmf)
}
wcoef[1:(2^L)] <- beta
return(wcoef)
}
# Copyright (c) 1993. Iain M. Johnstone
# Part of Wavelab Version 850 Built Tue Jan 3 13:20:40 EST 2006 This is
# Copyrighted Material For Copying permissions see COPYING.m Comments? e-mail
# wavelab@stat.stanford.edu
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