newVARmultieventRealization: Generates several realizations of a VAR model

In RMAWGEN: Multi-Site Auto-Regressive Weather GENerator

Generates several realizations of a VAR model

Description

Generates several realizations of a VAR model

Usage

newVARmultieventRealization(
  var,
  xprev = rnorm(var@VAR$K * var@VAR$p),
  exogen = NULL,
  nrealization = 10,
  B = t(chol(cov(residuals(var)))),
  extremes = TRUE,
  type = 3,
  noise = NULL
)

Arguments

var	A VAR model represented by a varest2 object as returned by getVARmodel
xprev	previous status of the random variable
exogen	matrix containing the values of the "exogen" variables (predictor) for the generation
nrealization	number of realization (e.g. days to simulate). If exogen is not NULL and it is a matrix, it must be lower or equal to the number of rows of exogen
B	matrix of coefficients for the vector white-noise component
extremes, type	see inv_GPCA
noise	stochastic noise to add for variabile generation. Default is NULL and it is automatically randomly genereted accordind to matrix B. If the VAR model (var argument) does not fit well the residuals (e.g. non-normality, non-serialty or heteroskesticity) and the white noise is manually inserted, in this case argument B is not taken into account.

Value

a matrix of values

Author(s)

Emanuele Cordano, Emanuele Eccel

RMAWGEN documentation built on April 12, 2025, 5:07 p.m.