Prediction of vertical distribution and ambient development temperature of Baltic cod, Gadus morhua L., eggs

An artificial neural network (ANN) model was established to predict the vertical distribution of Baltic cod eggs. Data from vertical distribution sampling in the Bornholm Basin over the period 1986-1995 were used to train and test the network, while data sets from sampling in 1996 were used for vali...

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Main Authors: Wieland, Kai, Jarre, Astrid
Format: Article in Journal/Newspaper
Language:English
Published: 1997
Subjects:
Online Access:https://orbit.dtu.dk/en/publications/b72cfc33-9c4e-4c5a-bd41-4fe1340916ff
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spelling ftdtupubl:oai:pure.atira.dk:publications/b72cfc33-9c4e-4c5a-bd41-4fe1340916ff 2023-10-01T03:56:04+02:00 Prediction of vertical distribution and ambient development temperature of Baltic cod, Gadus morhua L., eggs Wieland, Kai Jarre, Astrid 1997 https://orbit.dtu.dk/en/publications/b72cfc33-9c4e-4c5a-bd41-4fe1340916ff eng eng info:eu-repo/semantics/restrictedAccess Wieland , K & Jarre , A 1997 , ' Prediction of vertical distribution and ambient development temperature of Baltic cod, Gadus morhua L., eggs ' , Fisheries Oceanography , vol. 6 , no. 3 , pp. 172-187 . article 1997 ftdtupubl 2023-09-06T22:56:12Z An artificial neural network (ANN) model was established to predict the vertical distribution of Baltic cod eggs. Data from vertical distribution sampling in the Bornholm Basin over the period 1986-1995 were used to train and test the network, while data sets from sampling in 1996 were used for validation. The model explained 82% of the variance between observed and predicted relative frequencies of occurrence of the eggs in relation to salinity, temperature and oxygen concentration; The ANN fitted all observations satisfactorily except for one sampling date, where an exceptional hydrographic situation was observed. Mean ambient temperatures, calculated from the predicted vertical distributions of the eggs and used for the computation of egg developmental times, were overestimated by 0.05 degrees C on average. This corresponds to an error in prediction of egg developmental time of less than 1% Article in Journal/Newspaper Gadus morhua Technical University of Denmark: DTU Orbit
institution Open Polar
collection Technical University of Denmark: DTU Orbit
op_collection_id ftdtupubl
language English
description An artificial neural network (ANN) model was established to predict the vertical distribution of Baltic cod eggs. Data from vertical distribution sampling in the Bornholm Basin over the period 1986-1995 were used to train and test the network, while data sets from sampling in 1996 were used for validation. The model explained 82% of the variance between observed and predicted relative frequencies of occurrence of the eggs in relation to salinity, temperature and oxygen concentration; The ANN fitted all observations satisfactorily except for one sampling date, where an exceptional hydrographic situation was observed. Mean ambient temperatures, calculated from the predicted vertical distributions of the eggs and used for the computation of egg developmental times, were overestimated by 0.05 degrees C on average. This corresponds to an error in prediction of egg developmental time of less than 1%
format Article in Journal/Newspaper
author Wieland, Kai
Jarre, Astrid
spellingShingle Wieland, Kai
Jarre, Astrid
Prediction of vertical distribution and ambient development temperature of Baltic cod, Gadus morhua L., eggs
author_facet Wieland, Kai
Jarre, Astrid
author_sort Wieland, Kai
title Prediction of vertical distribution and ambient development temperature of Baltic cod, Gadus morhua L., eggs
title_short Prediction of vertical distribution and ambient development temperature of Baltic cod, Gadus morhua L., eggs
title_full Prediction of vertical distribution and ambient development temperature of Baltic cod, Gadus morhua L., eggs
title_fullStr Prediction of vertical distribution and ambient development temperature of Baltic cod, Gadus morhua L., eggs
title_full_unstemmed Prediction of vertical distribution and ambient development temperature of Baltic cod, Gadus morhua L., eggs
title_sort prediction of vertical distribution and ambient development temperature of baltic cod, gadus morhua l., eggs
publishDate 1997
url https://orbit.dtu.dk/en/publications/b72cfc33-9c4e-4c5a-bd41-4fe1340916ff
genre Gadus morhua
genre_facet Gadus morhua
op_source Wieland , K & Jarre , A 1997 , ' Prediction of vertical distribution and ambient development temperature of Baltic cod, Gadus morhua L., eggs ' , Fisheries Oceanography , vol. 6 , no. 3 , pp. 172-187 .
op_rights info:eu-repo/semantics/restrictedAccess
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