Package: aniMotum 1.2-06

Ian Jonsen

aniMotum:Fit Continuous-Time State-Space and Latent Variable Models for Quality Control of Argos Satellite (and Other) Telemetry Data and for Estimating Changes in Animal Movement

Fits continuous-time random walk, correlated random walk and move persistence state-space models for location estimation and behavioural inference from animal tracking data ('Argos', processed light-level 'geolocation', 'GPS'). Template Model Builder ('TMB') is used for fast random-effects estimation. The 'Argos' data can be: (older) least squares-based locations; (newer) Kalman filter-based locations with error ellipse information; or a mixture of both. The models estimate two sets of location states corresponding to: 1) each observation, which are (usually) irregularly timed; and 2) user-specified time intervals (regular or irregular). A track re-routing function is provided to adjust location estimates for known movement barriers. Track simulation functions are provided. Latent variable models are also provided to estimate move persistence from track data not requiring state-space model filtering.

Authors:Ian Jonsen [aut, cre, cph], W. James Grecian [aut, ctb], Toby Patterson [aut, ctb]

aniMotum_1.2-06.tar.gz
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aniMotum.pdf |aniMotum.html
aniMotum/json (API)
NEWS

# InstallaniMotum in R:
install.packages('aniMotum',repos = c('https://ianjonsen.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/ianjonsen/animotum/issues

Uses libs:
  • c++– GNU Standard C++ Library v3
Datasets:
  • ellie - Southern elephant seal Argos satellite data
  • sese - Southern elephant seal Argos satellite data
  • sese2 - Southern elephant seal Argos satellite data
  • sese2_n - Southern elephant seal Argos satellite data
  • wese_sb - Weddell seal Argos satellite data

On CRAN:

animal-movementanimal-trackingrandom-effects-modelstate-space-modelstmb

19 exports 36 stars 2.94 score 89 dependencies

Last updated 4 days agofrom:e599da1808

Exports:aes_lstemffit_mpmfit_ssmfmapformat_datagrabjoinmapmpm_controlosarroute_pathsimsim_filtersim_fitsim_postsimilarity_flagsimilarity_varssm_control

Dependencies:abindaskpassbootCircStatsclassclassIntclicolorspacecpp11crsmetacurlDBIdeldirdplyre1071fansifarvergenericsgeodistgeosphereggplot2gluegmmgoftestgridExtragtablehttrisobandjsonliteKernSmoothlabelinglatticelifecyclemagrittrMASSMatrixmgcvmimemunsellmvtnormnlmeopensslpatchworkpillarpkgconfigpolyclipPROJproj4proxypurrrR6rasterRColorBrewerRcppRcppEigenreprojrlangrnaturalearths2sandwichscalessfspspatstat.dataspatstat.explorespatstat.geomspatstat.randomspatstat.sparsespatstat.utilsstringistringrsystensorterratibbletidyrtidyselectTMBtmvtnormtraipsetripunitsutf8vctrsviridisviridisLitewithrwkzoo

Mapping

Rendered fromMapping.Rmdusingknitr::rmarkdownon Jul 02 2024.

Last update: 2024-02-06
Started: 2022-05-19

Move_persistence_models

Rendered fromMove_persistence_models.Rmdusingknitr::rmarkdownon Jul 02 2024.

Last update: 2024-02-06
Started: 2022-05-03

Overview

Rendered fromOverview.Rmdusingknitr::rmarkdownon Jul 02 2024.

Last update: 2024-02-06
Started: 2022-05-19

Path_rerouting

Rendered fromPath_rerouting.Rmdusingknitr::rmarkdownon Jul 02 2024.

Last update: 2022-12-09
Started: 2022-05-19

SSM_fitting

Rendered fromSSM_fitting.Rmdusingknitr::rmarkdownon Jul 02 2024.

Last update: 2024-02-06
Started: 2022-04-26

SSM_validation

Rendered fromSSM_validation.Rmdusingknitr::rmarkdownon Jul 02 2024.

Last update: 2024-02-06
Started: 2022-04-26

Track_simulation

Rendered fromTrack_simulation.Rmdusingknitr::rmarkdownon Jul 02 2024.

Last update: 2024-02-06
Started: 2022-05-19