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circulantEmbedding.R
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circulantEmbedding.R
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# fields is a package for analysis of spatial data written for
# the R software environment .
# Copyright (C) 2018
# University Corporation for Atmospheric Research (UCAR)
# Contact: Douglas Nychka, nychka@ucar.edu,
# National Center for Atmospheric Research, PO Box 3000, Boulder, CO 80307-3000
#
# This program is free software; you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation; either version 2 of the License, or
# (at your option) any later version.
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with the R software environment if not, write to the Free Software
# Foundation, Inc., 51 Franklin St, Fifth Floor, Boston, MA 02110-1301 USA
# or see http://www.r-project.org/Licenses/GPL-2
"circulantEmbedding" <- function(obj) {
m<- obj$m
M<- obj$M
prodM<- prod( M)
Z <- fft( array(rnorm(prodM), M) )
#bigIndex<- as.matrix(expand.grid( 1:mDim[1], 1:mDim[2]))
if( any( Re(obj$wght) < 0)){
stop("Weight function has negtive values")
}
out<- Re(
fft(sqrt(obj$wght) * Z, inverse = TRUE)
)/sqrt(prodM)
out<- array( out[makeMultiIndex(m)], m)
return( out)
}