Package: ldsr 0.0.3

Hung Nguyen

ldsr: Linear Dynamical System Reconstruction

Streamflow (and climate) reconstruction using Linear Dynamical Systems. The advantage of this method is the additional state trajectory which can reveal more information about the catchment or climate system. For details of the method please refer to Nguyen and Galelli (2018) <doi:10.1002/2017WR022114>.

Authors:Hung Nguyen [aut, cre], Stefano Galelli [ctb]

ldsr_0.0.3.tar.gz
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ldsr.pdf |ldsr.html
ldsr/json (API)

# Install 'ldsr' in R:
install.packages('ldsr', repos = c('https://critical-infrastructure-systems-lab.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/ntthung/ldsr/issues

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library
Datasets:
  • NPannual - Annual streamflow at Nakhon Phanom
  • NPpc - Selected principal components
  • theta - LDS parameters

On CRAN:

Conda-Forge:

expectation-maximization-algorithmhydrologykalman-smootherlinear-dynamical-systemspaleoclimateopenblascppopenmp

4.86 score 8 stars 18 scripts 206 downloads 19 exports 35 dependencies

Last updated 5 years agofrom:593eeb790c. Checks:1 OK, 10 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKFeb 09 2025
R-4.5-win-x86_64NOTEFeb 09 2025
R-4.5-mac-x86_64NOTEFeb 09 2025
R-4.5-mac-aarch64NOTEFeb 09 2025
R-4.5-linux-x86_64NOTEFeb 09 2025
R-4.4-win-x86_64NOTEFeb 09 2025
R-4.4-mac-x86_64NOTEFeb 09 2025
R-4.4-mac-aarch64NOTEFeb 09 2025
R-4.3-win-x86_64NOTEFeb 09 2025
R-4.3-mac-x86_64NOTEFeb 09 2025
R-4.3-mac-aarch64NOTEFeb 09 2025

Exports:calculate_metricscvLDScvPCRinv_boxcoxKGELDS_EM_restartLDS_reconstructionLDS_repmake_initmake_Zmetrics_with_transformnRMSENSEone_lds_cvone_LDS_repone_pcr_cvPCR_ensemble_selectionPCR_reconstructionRE

Dependencies:bootclicodetoolsdata.tabledigestdplRforeachglueiteratorslatticelifecyclelme4magrittrMASSMatrixmatrixStatsminqanlmenloptrpngR.methodsS3R.ooR.utilsrbibutilsRcppRcppArmadilloRcppEigenRdpackreformulasrlangsignalstringistringrvctrsXML

Streamflow Reconstruction with Linear Dynamical Systems

Rendered fromldsr.Rmdusingknitr::rmarkdownon Feb 09 2025.

Last update: 2020-04-20
Started: 2018-11-14

Readme and manuals