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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Main Authors: Tremblay, Nelly, Werner, Thorsten, Huenerlage, Kim, Buchholz, Friedrich, Abele, Doris, Meyer, Bettina, Brey, Thomas
Format: Article in Journal/Newspaper
Language:unknown
Subjects:
Gam
Online Access:http://www.sciencedirect.com/science/article/pii/S0304380014003871
id ftrepec:oai:RePEc:eee:ecomod:v:291:y:2014:i:c:p:233-241
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spelling ftrepec:oai:RePEc:eee:ecomod:v:291:y:2014:i:c:p:233-241 2024-04-14T08:01:52+00:00 Euphausiid respiration model revamped: Latitudinal and seasonal shaping effects on krill respiration rates Tremblay, Nelly Werner, Thorsten Huenerlage, Kim Buchholz, Friedrich Abele, Doris Meyer, Bettina Brey, Thomas http://www.sciencedirect.com/science/article/pii/S0304380014003871 unknown http://www.sciencedirect.com/science/article/pii/S0304380014003871 article ftrepec 2024-03-19T10:27:58Z 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, body mass 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. Euphausia superba; Euphausia pacifica; Meganyctiphanes norvegica; Artificial neural network; General ... Article in Journal/Newspaper Antarc* Antarctic Antarctic Krill Euphausia superba Meganyctiphanes norvegica North Atlantic RePEc (Research Papers in Economics) Antarctic The Antarctic Pacific Gam ENVELOPE(-57.955,-57.955,-61.923,-61.923)
institution Open Polar
collection RePEc (Research Papers in Economics)
op_collection_id ftrepec
language unknown
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, body mass 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. Euphausia superba; Euphausia pacifica; Meganyctiphanes norvegica; Artificial neural network; General ...
format Article in Journal/Newspaper
author Tremblay, Nelly
Werner, Thorsten
Huenerlage, Kim
Buchholz, Friedrich
Abele, Doris
Meyer, Bettina
Brey, Thomas
spellingShingle Tremblay, Nelly
Werner, Thorsten
Huenerlage, Kim
Buchholz, Friedrich
Abele, Doris
Meyer, Bettina
Brey, Thomas
Euphausiid respiration model revamped: Latitudinal and seasonal shaping effects on krill respiration rates
author_facet Tremblay, Nelly
Werner, Thorsten
Huenerlage, 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
url http://www.sciencedirect.com/science/article/pii/S0304380014003871
long_lat ENVELOPE(-57.955,-57.955,-61.923,-61.923)
geographic Antarctic
The Antarctic
Pacific
Gam
geographic_facet Antarctic
The Antarctic
Pacific
Gam
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 http://www.sciencedirect.com/science/article/pii/S0304380014003871
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