Euphausiid respiration model revamped: Latitudinal and seasonal shaping effects on krill respiration rates
Euphausiids constitute a major biomass component in shelf ecosystems and play a fundamental role in the rapid vertical transport of carbon from the ocean surface to the deeper layers during their daily vertical migration (DVM). DVM depth and migration patterns depend on oceanographic conditions with...
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ftopenagrar:oai:www.openagrar.de:openagrar_mods_00024982 2024-09-15T17:45:46+00:00 Euphausiid respiration model revamped: Latitudinal and seasonal shaping effects on krill respiration rates Tremblay, Nelly Werner, Thorsten Hünerlage, Kim Buchholz, Friedrich Abele, Doris Meyer, Bettina Brey, Thomas 2014 https://doi.org/10.1016/j.ecolmodel.2014.07.031 https://www.openagrar.de/receive/openagrar_mods_00024982 https://www.openagrar.de/servlets/MCRFileNodeServlet/openagrar_derivate_00001759/dn058229.pdf eng eng Ecological Modelling -- Ecol. Modelling -- Ecol. Model. -- Ecol Modell -- 0304-3800 -- 191971-4 -- 2000879-X -- http://www.sciencedirect.com/science/journal/03043800 -- http://www.bibliothek.uni-regensburg.de/ezeit/?2000879 https://doi.org/10.1016/j.ecolmodel.2014.07.031 https://www.openagrar.de/receive/openagrar_mods_00024982 https://www.openagrar.de/servlets/MCRFileNodeServlet/openagrar_derivate_00001759/dn058229.pdf only signed in user all rights reserved info:eu-repo/semantics/restrictedAccess Text article ddc:590 Euphausia superba -- Euphausia pacifica -- Meganyctiphanes norvegica -- Artificial neural network article Text doc-type:article 2014 ftopenagrar https://doi.org/10.1016/j.ecolmodel.2014.07.031 2024-07-08T23:56:25Z Euphausiids constitute a major biomass component in shelf ecosystems and play a fundamental role in the rapid vertical transport of carbon from the ocean surface to the deeper layers during their daily vertical migration (DVM). DVM depth and migration patterns depend on oceanographic conditions with respect to temperature, light and oxygen availability at depth, factors that are highly dependent on season in most marine regions. Here we introduce a global krill respiration ANN (artificial neural network) model including the effect of latitude (LAT), the day of the year (DoY), and the number of daylight hours (DLh), in addition to the basal variables that determine ectothermal oxygen consumption (temperature, bodymass and depth). The newly implemented parameters link space and time in terms of season and photoperiod to krill respiration. The ANN model showed a better fit (r2 = 0.780) when DLh and LAT were included, indicating a decrease in respiration with increasing LAT and decreasing DLh. We therefore propose DLh as a potential variable to consider when building physiological models for both hemispheres. For single Euphausiid species investigated in a large range of DLh and DoY, we also tested the standard respiration rate for seasonality with Multiple Linear Regression (MLR) and General Additive model (GAM). GAM successfully integrated DLh (r2 = 0.563) and DoY (r2 = 0.572) effects on respiration rates of the Antarctic krill, Euphausia superba, yielding the minimum metabolic activity in mid-June and the maximum at the end of December. We could not detect DLh or DoY effects in the North Pacific krill Euphausia pacifica, and our findings for the North Atlantic krill Meganyctiphanes norvegica remained inconclusive because of insufficient seasonal data coverage. We strongly encourage comparative respiration measurements of worldwide Euphausiid key species at different seasons to improve accuracy in ecosystem modeling. Article in Journal/Newspaper Antarc* Antarctic Antarctic Krill Euphausia superba Meganyctiphanes norvegica North Atlantic OpenAgrar (OA) Ecological Modelling 291 233 241 |
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Open Polar |
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OpenAgrar (OA) |
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ftopenagrar |
language |
English |
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Text article ddc:590 Euphausia superba -- Euphausia pacifica -- Meganyctiphanes norvegica -- Artificial neural network |
spellingShingle |
Text article ddc:590 Euphausia superba -- Euphausia pacifica -- Meganyctiphanes norvegica -- Artificial neural network Tremblay, Nelly Werner, Thorsten Hünerlage, Kim Buchholz, Friedrich Abele, Doris Meyer, Bettina Brey, Thomas Euphausiid respiration model revamped: Latitudinal and seasonal shaping effects on krill respiration rates |
topic_facet |
Text article ddc:590 Euphausia superba -- Euphausia pacifica -- Meganyctiphanes norvegica -- Artificial neural network |
description |
Euphausiids constitute a major biomass component in shelf ecosystems and play a fundamental role in the rapid vertical transport of carbon from the ocean surface to the deeper layers during their daily vertical migration (DVM). DVM depth and migration patterns depend on oceanographic conditions with respect to temperature, light and oxygen availability at depth, factors that are highly dependent on season in most marine regions. Here we introduce a global krill respiration ANN (artificial neural network) model including the effect of latitude (LAT), the day of the year (DoY), and the number of daylight hours (DLh), in addition to the basal variables that determine ectothermal oxygen consumption (temperature, bodymass and depth). The newly implemented parameters link space and time in terms of season and photoperiod to krill respiration. The ANN model showed a better fit (r2 = 0.780) when DLh and LAT were included, indicating a decrease in respiration with increasing LAT and decreasing DLh. We therefore propose DLh as a potential variable to consider when building physiological models for both hemispheres. For single Euphausiid species investigated in a large range of DLh and DoY, we also tested the standard respiration rate for seasonality with Multiple Linear Regression (MLR) and General Additive model (GAM). GAM successfully integrated DLh (r2 = 0.563) and DoY (r2 = 0.572) effects on respiration rates of the Antarctic krill, Euphausia superba, yielding the minimum metabolic activity in mid-June and the maximum at the end of December. We could not detect DLh or DoY effects in the North Pacific krill Euphausia pacifica, and our findings for the North Atlantic krill Meganyctiphanes norvegica remained inconclusive because of insufficient seasonal data coverage. We strongly encourage comparative respiration measurements of worldwide Euphausiid key species at different seasons to improve accuracy in ecosystem modeling. |
format |
Article in Journal/Newspaper |
author |
Tremblay, Nelly Werner, Thorsten Hünerlage, Kim Buchholz, Friedrich Abele, Doris Meyer, Bettina Brey, Thomas |
author_facet |
Tremblay, Nelly Werner, Thorsten Hünerlage, Kim Buchholz, Friedrich Abele, Doris Meyer, Bettina Brey, Thomas |
author_sort |
Tremblay, Nelly |
title |
Euphausiid respiration model revamped: Latitudinal and seasonal shaping effects on krill respiration rates |
title_short |
Euphausiid respiration model revamped: Latitudinal and seasonal shaping effects on krill respiration rates |
title_full |
Euphausiid respiration model revamped: Latitudinal and seasonal shaping effects on krill respiration rates |
title_fullStr |
Euphausiid respiration model revamped: Latitudinal and seasonal shaping effects on krill respiration rates |
title_full_unstemmed |
Euphausiid respiration model revamped: Latitudinal and seasonal shaping effects on krill respiration rates |
title_sort |
euphausiid respiration model revamped: latitudinal and seasonal shaping effects on krill respiration rates |
publishDate |
2014 |
url |
https://doi.org/10.1016/j.ecolmodel.2014.07.031 https://www.openagrar.de/receive/openagrar_mods_00024982 https://www.openagrar.de/servlets/MCRFileNodeServlet/openagrar_derivate_00001759/dn058229.pdf |
genre |
Antarc* Antarctic Antarctic Krill Euphausia superba Meganyctiphanes norvegica North Atlantic |
genre_facet |
Antarc* Antarctic Antarctic Krill Euphausia superba Meganyctiphanes norvegica North Atlantic |
op_relation |
Ecological Modelling -- Ecol. Modelling -- Ecol. Model. -- Ecol Modell -- 0304-3800 -- 191971-4 -- 2000879-X -- http://www.sciencedirect.com/science/journal/03043800 -- http://www.bibliothek.uni-regensburg.de/ezeit/?2000879 https://doi.org/10.1016/j.ecolmodel.2014.07.031 https://www.openagrar.de/receive/openagrar_mods_00024982 https://www.openagrar.de/servlets/MCRFileNodeServlet/openagrar_derivate_00001759/dn058229.pdf |
op_rights |
only signed in user all rights reserved info:eu-repo/semantics/restrictedAccess |
op_doi |
https://doi.org/10.1016/j.ecolmodel.2014.07.031 |
container_title |
Ecological Modelling |
container_volume |
291 |
container_start_page |
233 |
op_container_end_page |
241 |
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1810493662132436992 |