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Creating multi grids
Sixto Herrera García edited this page Feb 19, 2016
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An object formed by two or more variables sharing a common spatial grid and time span is termed a multigrid. The constructor makeMultiField
allows creating a multigrid from a collection of grids. The spatial and temporal consistency of the different grids must be checked by the user, which can resort to the interpData
and getGrid
methods to this aim. Otherwise, the function will stop raising an error.
# Path to the E-OBS dataset
dir.eobs <- "mydirectory/eobs.ncml"
# Definition of a common domain
lon = c(-12, 5)
lat = c(35,45)
# Definition of common time domain
seas = c(12,1,2)
yrs = 1990:1999
# Precipitation
pr <- loadGridData(dataset = dir.eobs,
var = "pr",
lonLim = lon,
latLim = lat,
season = seas,
years = yrs)
## [2016-01-23 20:04:21] Defining homogeneization parameters for variable "pr"
## [2016-01-23 20:04:23] Defining geo-location parameters
## [2016-01-23 20:04:23] Defining time selection parameters
## [2016-01-23 20:04:24] Retrieving data subset ...
## [2016-01-23 20:04:35] Done
# Surface temperature
psl <- loadGridData(dataset = dir.eobs,
var = "slp",
lonLim = lon,
latLim = lat,
season = seas,
years = yrs)
## [2016-01-23 20:04:35] Defining homogeneization parameters for variable "slp"
## [2016-01-23 20:04:37] Defining geo-location parameters
## [2016-01-23 20:04:37] Defining time selection parameters
## [2016-01-23 20:04:38] Retrieving data subset ...
## [2016-01-23 20:04:48] Done
example.mf <- makeMultiField(psl, pr)
Note the behaviour of plotMeanField
when a multigrid is given as input:
plotMeanField(example.mf)
The data structure of a multigrid incorporates a new dimension in the Data
array, labelled var
, along which the different variables composing the multigrid are stacked:
str(example.mf$Data)
## num [1:2, 1:902, 1:41, 1:69] NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ...
## - attr(*, "dimensions")= chr [1:4] "var" "time" "lat" "lon"
print(sessionInfo())
## R version 3.2.3 (2015-12-10)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 14.04.3 LTS
##
## locale:
## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
## [3] LC_TIME=es_ES.UTF-8 LC_COLLATE=en_US.UTF-8
## [5] LC_MONETARY=es_ES.UTF-8 LC_MESSAGES=en_US.UTF-8
## [7] LC_PAPER=es_ES.UTF-8 LC_NAME=es_ES.UTF-8
## [9] LC_ADDRESS=es_ES.UTF-8 LC_TELEPHONE=es_ES.UTF-8
## [11] LC_MEASUREMENT=es_ES.UTF-8 LC_IDENTIFICATION=es_ES.UTF-8
##
## attached base packages:
## [1] stats graphics grDevices utils datasets methods base
##
## other attached packages:
## [1] loadeR_0.0-1 loadeR.java_1.0-0 rJava_0.9-8
##
## loaded via a namespace (and not attached):
## [1] digest_0.6.8 bitops_1.0-6 grid_3.2.3 formatR_1.2
## [5] magrittr_1.5 spam_1.3-0 evaluate_0.7 stringi_0.4-1
## [9] rmarkdown_0.6.1 tools_3.2.3 stringr_1.0.0 RCurl_1.95-4.7
## [13] maps_3.0.2 fields_8.3-6 yaml_2.1.13 abind_1.4-3
## [17] htmltools_0.2.6 knitr_1.10.5
- Package Installation (and known problems)
- Model Data (reanalysis and climate projections)
- Observations (station and gridded data)
- Standard data manipulation