# -------------------------------------------- # CITATION file created with {cffr} R package # See also: https://docs.ropensci.org/cffr/ # -------------------------------------------- cff-version: 1.2.0 message: 'To cite package "FishDiveR" in publications use:' type: software license: GPL-3.0-or-later title: 'FishDiveR: Classify Aquatic Animal Behaviours from Vertical Movement Data' version: 1.1.0 doi: 10.1186/s40462-025-00622-w identifiers: - type: doi value: 10.32614/CRAN.package.FishDiveR abstract: Quantitatively analyse depth time-series data from pop-up satellite archival tags (PSATs) through the application of continuous wavelet transformation (CWT) combined with Principal Component Analysis (PCA), and k-means clustering. Import, crop, and plot depth time-depth records (TDRs). Using CWT to detect important signals within the non-stationary data, we create daily wavelet statistics to summarise vertical movements on different wavelet periods and combine with daily and diel depth statistics. Classify depth time-series with unsupervised k-means clustering into 24-hour periods of vertical movement behaviour with distinct patterns of vertical movement. Plot example days from each behaviour cluster, and plot the TDR coloured by cluster. Based on principals of combining CWT with k-means first developed by Sakamoto (2009) and redeveloped by Beale (2026) . authors: - family-names: Beale given-names: Calvin email: calvin.beale.8@gmail.com orcid: https://orcid.org/0000-0002-3505-8929 preferred-citation: type: article title: 'FishDiveR: Wavelet analyses and machine learning provide robust classification of animal behaviour from time-depth data' authors: - family-names: Beale given-names: Calvin Steven - family-names: Gleiss given-names: Adrian journal: Movement Ecology year: '2026' volume: '14' issue: '8' doi: 10.1186/s40462-025-00622-w url: https://github.com/calvinsbeale/FishDiveR start: '16' repository: https://calvinsbeale.r-universe.dev repository-code: https://github.com/calvinsbeale/FishDiveR commit: f2ccac2ca8dbe818ad4ca21d7b88d214e2490c22 url: https://github.com/calvinsbeale/FishDiveR date-released: '2026-05-19' contact: - family-names: Beale given-names: Calvin email: calvin.beale.8@gmail.com orcid: https://orcid.org/0000-0002-3505-8929