Data_Sheet_1_Tuning and Development of an Individual-Based Model of the Herring Spawning Migration.docx
Norwegian spring spawning herring is a migratory pelagic fish stock that seasonally navigates between distant locations in the Norwegian Sea. The spawning migration takes place between late winter and early spring. In this article, we present an individual-based model that simulated the spawning mig...
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ftfrontimediafig:oai:figshare.com:article/18318437 2023-05-15T17:47:03+02:00 Data_Sheet_1_Tuning and Development of an Individual-Based Model of the Herring Spawning Migration.docx Cian Kelly Finn Are Michelsen Jeppe Kolding Morten Omholt Alver 2022-01-13T05:24:41Z https://doi.org/10.3389/fmars.2021.754476.s001 https://figshare.com/articles/dataset/Data_Sheet_1_Tuning_and_Development_of_an_Individual-Based_Model_of_the_Herring_Spawning_Migration_docx/18318437 unknown doi:10.3389/fmars.2021.754476.s001 https://figshare.com/articles/dataset/Data_Sheet_1_Tuning_and_Development_of_an_Individual-Based_Model_of_the_Herring_Spawning_Migration_docx/18318437 CC BY 4.0 CC-BY Oceanography Marine Biology Marine Geoscience Biological Oceanography Chemical Oceanography Physical Oceanography Marine Engineering individual model migration observation catch tuning comparison spawning Dataset 2022 ftfrontimediafig https://doi.org/10.3389/fmars.2021.754476.s001 2022-01-20T00:06:01Z Norwegian spring spawning herring is a migratory pelagic fish stock that seasonally navigates between distant locations in the Norwegian Sea. The spawning migration takes place between late winter and early spring. In this article, we present an individual-based model that simulated the spawning migration, which was tuned and validated against observation data. Individuals were modelled on a continuous grid coupled to a physical oceanographic model. We explore the development of individual model states in relation to local environmental conditions and predict the distribution and abundance of individuals in the Norwegian Sea for selected years (2015–2020). Individuals moved position mainly according to the prevailing coastal current. A tuning procedure was used to minimize the deviations between model and survey estimates at specific time stamps. Furthermore, 4 separate scenarios were simulated to ascertain the sensitivity of the model to initial conditions. Subsequently, one scenario was evaluated and compared with catch data in 5 day periods within the model time frame. Agreement between model and catch data varies throughout the season and between years. Regardless, emergent properties of the migration are identifiable that match observations, particularly migration trajectories that run perpendicular to deep bathymetry and counter the prevailing current. The model developed is efficient to implement and can be extended to generate multiple realizations of the migration path. This model, in combination with various sources of fisheries-dependent data, can be applied to improve real-time estimates of fish distributions. Dataset Norwegian Sea Frontiers: Figshare Norwegian Sea |
institution |
Open Polar |
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Frontiers: Figshare |
op_collection_id |
ftfrontimediafig |
language |
unknown |
topic |
Oceanography Marine Biology Marine Geoscience Biological Oceanography Chemical Oceanography Physical Oceanography Marine Engineering individual model migration observation catch tuning comparison spawning |
spellingShingle |
Oceanography Marine Biology Marine Geoscience Biological Oceanography Chemical Oceanography Physical Oceanography Marine Engineering individual model migration observation catch tuning comparison spawning Cian Kelly Finn Are Michelsen Jeppe Kolding Morten Omholt Alver Data_Sheet_1_Tuning and Development of an Individual-Based Model of the Herring Spawning Migration.docx |
topic_facet |
Oceanography Marine Biology Marine Geoscience Biological Oceanography Chemical Oceanography Physical Oceanography Marine Engineering individual model migration observation catch tuning comparison spawning |
description |
Norwegian spring spawning herring is a migratory pelagic fish stock that seasonally navigates between distant locations in the Norwegian Sea. The spawning migration takes place between late winter and early spring. In this article, we present an individual-based model that simulated the spawning migration, which was tuned and validated against observation data. Individuals were modelled on a continuous grid coupled to a physical oceanographic model. We explore the development of individual model states in relation to local environmental conditions and predict the distribution and abundance of individuals in the Norwegian Sea for selected years (2015–2020). Individuals moved position mainly according to the prevailing coastal current. A tuning procedure was used to minimize the deviations between model and survey estimates at specific time stamps. Furthermore, 4 separate scenarios were simulated to ascertain the sensitivity of the model to initial conditions. Subsequently, one scenario was evaluated and compared with catch data in 5 day periods within the model time frame. Agreement between model and catch data varies throughout the season and between years. Regardless, emergent properties of the migration are identifiable that match observations, particularly migration trajectories that run perpendicular to deep bathymetry and counter the prevailing current. The model developed is efficient to implement and can be extended to generate multiple realizations of the migration path. This model, in combination with various sources of fisheries-dependent data, can be applied to improve real-time estimates of fish distributions. |
format |
Dataset |
author |
Cian Kelly Finn Are Michelsen Jeppe Kolding Morten Omholt Alver |
author_facet |
Cian Kelly Finn Are Michelsen Jeppe Kolding Morten Omholt Alver |
author_sort |
Cian Kelly |
title |
Data_Sheet_1_Tuning and Development of an Individual-Based Model of the Herring Spawning Migration.docx |
title_short |
Data_Sheet_1_Tuning and Development of an Individual-Based Model of the Herring Spawning Migration.docx |
title_full |
Data_Sheet_1_Tuning and Development of an Individual-Based Model of the Herring Spawning Migration.docx |
title_fullStr |
Data_Sheet_1_Tuning and Development of an Individual-Based Model of the Herring Spawning Migration.docx |
title_full_unstemmed |
Data_Sheet_1_Tuning and Development of an Individual-Based Model of the Herring Spawning Migration.docx |
title_sort |
data_sheet_1_tuning and development of an individual-based model of the herring spawning migration.docx |
publishDate |
2022 |
url |
https://doi.org/10.3389/fmars.2021.754476.s001 https://figshare.com/articles/dataset/Data_Sheet_1_Tuning_and_Development_of_an_Individual-Based_Model_of_the_Herring_Spawning_Migration_docx/18318437 |
geographic |
Norwegian Sea |
geographic_facet |
Norwegian Sea |
genre |
Norwegian Sea |
genre_facet |
Norwegian Sea |
op_relation |
doi:10.3389/fmars.2021.754476.s001 https://figshare.com/articles/dataset/Data_Sheet_1_Tuning_and_Development_of_an_Individual-Based_Model_of_the_Herring_Spawning_Migration_docx/18318437 |
op_rights |
CC BY 4.0 |
op_rightsnorm |
CC-BY |
op_doi |
https://doi.org/10.3389/fmars.2021.754476.s001 |
_version_ |
1766151306395779072 |