Interpolate | R Documentation |
Interpolates values using bilinear interpolation.
Interpolate(formula, x.out, y.out, data = NULL, grid = TRUE, path = FALSE)
formula |
a formula indicating dependent and independent variables (see Details) |
x.out , y.out |
x and y values where to interpolate (see Details) |
data |
optional data.frame with the data |
grid |
logical indicating if x.out and y.out define a regular grid. |
path |
a logical or character indicating if the x.out and y.out define a path. If character, it will be the name of the column returning the order of said path. |
formula
must be of the form VAR1 | VAR2 ~ X + Y where VAR1, VAR2, etc...
are the names of the variables to interpolate and X and Y the names of the
x and y values, respectively. It is also possible to pass only values of x,
in which case, regular linear interpolation is performed and y.out, if exists,
is ignored with a warning.
If grid = TRUE
, x.out
and y.out
must define the values of a regular
grid. If grid = FALSE
, they define the locations where to interpolate.
Both grid
and path
cannot be set to TRUE
and the value of path
takes
precedence.
x.out
can be a list, in which case, the first two elements will be interpreted
as the x and y values where to interpolate and it can also have a path
element
that will be used in place of the path
argument. This helps when creating a
path with as.path (see Examples)
A data.frame with interpolated values and locations
library(data.table)
data(geopotential)
geopotential <- geopotential[date == date[1]]
# new grid
x.out <- seq(0, 360, by = 10)
y.out <- seq(-90, 0, by = 10)
# Interpolate values to a new grid
interpolated <- geopotential[, Interpolate(gh ~ lon + lat, x.out, y.out)]
# Add values to an existing grid
geopotential[, gh.new := Interpolate(gh ~ lon + lat, lon, lat,
data = interpolated, grid = FALSE)$gh]
# Interpolate multiple values
geopotential[, c("u", "v") := GeostrophicWind(gh, lon, lat)]
interpolated <- geopotential[, Interpolate(u | v ~ lon + lat, x.out, y.out)]
# Interpolate values following a path
lats <- c(-34, -54, -30) # start and end latitudes
lons <- c(302, 290, 180) # start and end longituded
path <- geopotential[, Interpolate(gh ~ lon + lat, as.path(lons, lats))]
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