Package: ARGOS 0.1.1
ARGOS: Automatic Regression for Governing Equations (ARGOS)
Comprehensive set of tools for performing system identification of both linear and nonlinear dynamical systems directly from data. The Automatic Regression for Governing Equations (ARGOS) simplifies the complex task of constructing mathematical models of dynamical systems from observed input and output data, supporting various types of systems, including those described by ordinary differential equations. It employs optimal numerical derivatives for enhanced accuracy and employs formal variable selection techniques to help identify the most relevant variables, thereby enabling the development of predictive models for system behavior analysis.
Authors:
ARGOS_0.1.1.tar.gz
ARGOS_0.1.1.zip(r-4.5)ARGOS_0.1.1.zip(r-4.4)ARGOS_0.1.1.zip(r-4.3)
ARGOS_0.1.1.tgz(r-4.4-any)ARGOS_0.1.1.tgz(r-4.3-any)
ARGOS_0.1.1.tar.gz(r-4.5-noble)ARGOS_0.1.1.tar.gz(r-4.4-noble)
ARGOS_0.1.1.tgz(r-4.4-emscripten)ARGOS_0.1.1.tgz(r-4.3-emscripten)
ARGOS.pdf |ARGOS.html✨
ARGOS/json (API)
| # Install 'ARGOS' in R: |
| install.packages('ARGOS', repos = c('https://kevinegan31.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/kevinegan31/argos-package/issues
Last updated 10 months agofrom:e828417158. Checks:OK: 7. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Nov 13 2024 |
| R-4.5-win | OK | Nov 13 2024 |
| R-4.5-linux | OK | Nov 13 2024 |
| R-4.4-win | OK | Nov 13 2024 |
| R-4.4-mac | OK | Nov 13 2024 |
| R-4.3-win | OK | Nov 13 2024 |
| R-4.3-mac | OK | Nov 13 2024 |
Exports:alassoargosbuild_design_matrixcubic2d_systemduffing_oscillatorlassolinear2d_systemlinear3d_systemlorenz_systemlotka_volterrarossler_systemsg_optimal_combinationvdp_oscillator
Dependencies:askpassbackportsbase64encbitbit64blobbootbroombslibcachemcallrcellrangerclicliprcodetoolscolorspaceconflictedcpp11crayoncurldata.tableDBIdbplyrdeSolvedigestdplyrdtplyrevaluatefansifarverfastmapfontawesomeforcatsforeachfsgarglegenericsggplot2glmnetgluegoogledrivegooglesheets4gtablehavenhighrhmshtmltoolshttridsisobanditeratorsjquerylibjsonliteknitrlabelinglatticelifecyclelubridatemagrittrMASSMatrixmemoiseMetricsmgcvmimemodelrmunsellnlmeopensslpillarpkgconfigprettyunitsprocessxprogresspspurrrR6raggrappdirsRColorBrewerRcppRcppEigenreadrreadxlrematchrematch2reprexrlangrmarkdownrstudioapirvestsassscalesselectrshapesignalstringistringrsurvivalsyssystemfontstextshapingtibbletidyrtidyselecttidyversetimechangetinytextzdbutf8uuidvctrsviridisLitevroomwithrxfunxml2yaml
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Adaptive Lasso | alasso |
| Automatic Regression for Governing Equations (ARGOS) | argos |
| Build Design Matrix | build_design_matrix |
| Cubic 2D System | cubic2d_system |
| Duffing Oscillator | duffing_oscillator |
| Lasso | lasso |
| Linear 2D System | linear2d_system |
| Linear 3D System | linear3d_system |
| Lorenz Chaotic System | lorenz_system |
| Lotka-Volterra System | lotka_volterra |
| Rossler Chaotic System | rossler_system |
| Optimal Savitzky-Golay Filter Parameters Finder | sg_optimal_combination |
| Van der Pol Oscillator | vdp_oscillator |
