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diff --git a/man/oe.Rd b/man/oe.Rd new file mode 100644 index 0000000..23fcab1 --- /dev/null +++ b/man/oe.Rd @@ -0,0 +1,60 @@ +% Generated by roxygen2 (4.1.1): do not edit by hand +% Please edit documentation in R/estpoly.R +\name{oe} +\alias{oe} +\title{Estimate Output-Error Models} +\usage{ +oe(x, order = c(1, 0, 1)) +} +\arguments{ +\item{x}{an object of class \code{idframe}} + +\item{order:}{Specification of the orders: the four integer components +(nb,nf,nk) are order of polynomial B + 1, order of the polynomial F, +and the input-output delay respectively} +} +\value{ +An object of class \code{estPoly} containing the following elements: + +\tabular{ll}{ + \code{coefficients} \tab an \code{idpoly} object containing the + fitted coefficients \cr + \code{vcov} \tab the covariance matrix of the fitted coefficients\cr + \code{sigma} \tab the standard deviation of the innovations\cr + \code{df} \tab the residual degrees of freedom \cr + \code{fitted.values} \tab the predicted response \cr + \code{residuals} \tab the residuals \cr + \code{call} \tab the matched call \cr + \code{time} \tab the time of the data used \cr + \code{input} \tab the input data used + } +} +\description{ +Fit an output-error model of the specified order given the input-output data +} +\details{ +SISO OE models are of the form +\deqn{ + y[k] + f_1 y[k-1] + \ldots + f_{nf} y[k-nf] = b_{nk} u[k-nk] + + \ldots + b_{nk+nb} u[k-nk-nb] + f_{1} e[k-1] + \ldots f_{nf} e[k-nf] + + e[k] +} +The function estimates the coefficients using non-linear least squares +(Levenberg-Marquardt Algorithm) +\\ +The data is expected to have no offsets or trends. They can be removed +using the \code{\link{detrend}} function. +} +\examples{ +data(oesim) +z <- dataSlice(data,end=1533) # training set +mod_oe <- oe(z,c(2,1,2)) +summary(mod_oe) # obtain estimates and their covariances +plot(mod_oe) # plot the predicted and actual responses +} +\references{ +Arun K. Tangirala (2015), \emph{Principles of System Identification: +Theory and Practice}, CRC Press, Boca Raton. Sections 14.4.1, 17.5.2, +21.6.3 +} + |