Geolocation of a demersal fish (Pacific cod) in a high-latitude island chain (Aleutian Islands, Alaska)
Geolocation of a demersal fish (Pacific cod) in a high-latitude island chain (Aleutian Islands, Alaska)
Date
2023-07-26
Authors
Nielsen, Julie K.
Bryan, David R.
Rand, Kimberly M.
Arostegui, Martin C.
Braun, Camrin D.
Galuardi, Benjamin
McDermott, Susanne F.
Bryan, David R.
Rand, Kimberly M.
Arostegui, Martin C.
Braun, Camrin D.
Galuardi, Benjamin
McDermott, Susanne F.
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DOI
10.1186/s40317-023-00340-3
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Keywords
Geolocation
Hidden Markov model
Fish migration
Satellite tags
Pop-up Satellite Archival Tags
Viterbi algorithm
Reflecting boundary
Hidden Markov model
Fish migration
Satellite tags
Pop-up Satellite Archival Tags
Viterbi algorithm
Reflecting boundary
Abstract
Fish geolocation methods are most effective when they are customized to account for species behavior and study area characteristics. Here, we provide an example of customizing a hidden Markov model (HMM) for reconstructing movement pathways of a high-latitude demersal fish species in a remote island chain using Pop-up Satellite Archival Tag (PSAT) data. Adult Pacific cod were tagged with PSATs while occupying winter spawning grounds in the Aleutian Islands in February 2019. We adapted a demersal fish application of the HMM to (1) add light-based longitude to the data likelihood model, (2) account for possible off-bottom behavior of demersal fishes in the maximum daily depth likelihood, and (3) modify the model framework to accommodate convoluted island topography in the study area. A simulation study was conducted to explore the two primary modifications to the model framework, reflecting boundary for the movement kernel and the Viterbi method of pathway reconstruction, under known conditions.
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© The Author(s), 2023. This article is distributed under the terms of the Creative Commons Attribution License. The definitive version was published in Nielsen, J. K., Bryan, D. R., Rand, K. M., Arostegui, M. C., Braun, C. D., Galuardi, B., & McDermott, S. F. (2023). Geolocation of a demersal fish (Pacific cod) in a high-latitude island chain (Aleutian Islands, Alaska). Animal Biotelemetry, 11(1), https://doi.org/10.1186/s40317-023-00340-3.
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Nielsen, J. K., Bryan, D. R., Rand, K. M., Arostegui, M. C., Braun, C. D., Galuardi, B., & McDermott, S. F. (2023). Geolocation of a demersal fish (Pacific cod) in a high-latitude island chain (Aleutian Islands, Alaska). Animal Biotelemetry, 11(1).