Package: RFmerge 0.3-4

RFmerge: Merging of Satellite Datasets with Ground Observations using Random Forests

S3 implementation of the Random Forest MErging Procedure (RF-MEP), which combines two or more satellite-based datasets (e.g., precipitation products, topography) with ground observations to produce a new dataset with improved spatio-temporal distribution of the target field. In particular, this package was developed to merge different Satellite-based Rainfall Estimates (SREs) with measurements from rain gauges, in order to obtain a new precipitation dataset where the time series in the rain gauges are used to correct different types of errors present in the SREs. However, this package might be used to merge other hydrological/environmental gridded datasets with point observations. For details, see Baez-Villanueva et al. (2020) <doi:10.1016/j.rse.2019.111606>. Bugs / comments / questions / collaboration of any kind are very welcomed.

Authors:Mauricio Zambrano-Bigiarini [aut, cre, cph], Oscar M. Baez-Villanueva [aut, cph], Juan Giraldo-Osorio [ctb]

RFmerge_0.3-4.tar.gz
RFmerge_0.3-4.zip(r-4.7)RFmerge_0.3-4.zip(r-4.6)RFmerge_0.3-4.zip(r-4.5)
RFmerge_0.3-4.tgz(r-4.6-any)RFmerge_0.3-4.tgz(r-4.5-any)
RFmerge_0.3-4.tar.gz(r-4.7-any)RFmerge_0.3-4.tar.gz(r-4.6-any)
RFmerge_0.3-4.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
RFmerge/json (API)
NEWS

# Install 'RFmerge' in R:
install.packages('RFmerge', repos = c('https://hzambran.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/hzambran/rfmerge/issues

Pkgdown/docs site:https://mzb.cl

Datasets:
  • ValparaisoPPgis - Spatial location of rain gauges in the Valparaiso region
  • ValparaisoPPts - Daily Precipitation Time Series for Valparaiso Region

On CRAN:

Conda:

hydrological-modellinghydrologyprecipitationrainfall

5.57 score 25 stars 5 scripts 103 downloads 3 exports 6 dependencies

Last updated from:05e11188d5. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK200
source / vignettesOK194
linux-release-x86_64OK187
macos-release-arm64OK124
macos-oldrel-arm64OK100
windows-develOK147
windows-releaseOK184
windows-oldrelOK134
wasm-releaseOK111

Exports:RFmergeRFmerge.defaultRFmerge.zoo

Dependencies:latticepbapplyrandomForestRcppterrazoo

Merging satellite-based precipitation datasets with ground observations using RFmerge (>=0.3-0) - link

Rendered fromRFmerge-RainfallExample-link.Rmdusingknitr::rmarkdownon May 12 2026.

Last update: 2026-05-07
Started: 2026-05-02