Water temperature modeling in the Garonne River (France)

Stream water temperature is one of the most important parameters for water quality and ecosystem studies. Temperature can influence many chemical and biological processes and therefore impacts on the living conditions and distribution of aquatic ecosystems. Simplified models such as statistical mode...

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Published in:Knowledge and Management of Aquatic Ecosystems
Main Authors: Larnier K., Roux H., Dartus D., Croze O.
Format: Article in Journal/Newspaper
Language:English
Published: EDP Sciences 2010
Subjects:
Online Access:https://doi.org/10.1051/kmae/2010031
https://doaj.org/article/8767f9ac74314721945d753e25224641
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spelling ftdoajarticles:oai:doaj.org/article:8767f9ac74314721945d753e25224641 2023-05-15T15:31:59+02:00 Water temperature modeling in the Garonne River (France) Larnier K. Roux H. Dartus D. Croze O. 2010-10-01T00:00:00Z https://doi.org/10.1051/kmae/2010031 https://doaj.org/article/8767f9ac74314721945d753e25224641 EN eng EDP Sciences http://dx.doi.org/10.1051/kmae/2010031 https://doaj.org/toc/1961-9502 1961-9502 doi:10.1051/kmae/2010031 https://doaj.org/article/8767f9ac74314721945d753e25224641 Knowledge and Management of Aquatic Ecosystems, Vol 0, Iss 398, p 04 (2010) water temperature model statistical equilibrium concept stochastic migrating fishes Aquaculture. Fisheries. Angling SH1-691 article 2010 ftdoajarticles https://doi.org/10.1051/kmae/2010031 2022-12-31T01:30:30Z Stream water temperature is one of the most important parameters for water quality and ecosystem studies. Temperature can influence many chemical and biological processes and therefore impacts on the living conditions and distribution of aquatic ecosystems. Simplified models such as statistical models can be very useful for practitioners and water resource management. The present study assessed two statistical models – an equilibrium-based model and stochastic autoregressive model with exogenous inputs – in modeling daily mean water temperatures in the Garonne River from 1988 to 2005. The equilibrium temperature-based model is an approach where net heat flux at the water surface is expressed as a simpler form than in traditional deterministic models. The stochastic autoregressive model with exogenous inputs consists of decomposing the water temperature time series into a seasonal component and a short-term component (residual component). The seasonal component was modeled by Fourier series and residuals by a second-order autoregressive process (Markov chain) with use of short-term air temperatures as exogenous input. The models were calibrated using data of the first half of the period 1988–2005 and validated on the second half. Calibration of the models was done using temperatures above 20 °C only to ensure better prediction of high temperatures that are currently at stake for the aquatic conditions of the Garonne River, and particularly for freshwater migrating fishes such as Atlantic Salmon (Salmo salar L.). The results obtained for both approaches indicated that both models performed well with an average root mean square error for observed temperatures above 20 °C that varied on an annual basis from 0.55 °C to 1.72 °C on validation, and good predictions of temporal occurrences and durations of three temperature threshold crossings linked to the conditions of migration and survival of Atlantic Salmon. Article in Journal/Newspaper Atlantic salmon Salmo salar Directory of Open Access Journals: DOAJ Articles Knowledge and Management of Aquatic Ecosystems 398 04
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic water temperature
model
statistical
equilibrium concept
stochastic
migrating fishes
Aquaculture. Fisheries. Angling
SH1-691
spellingShingle water temperature
model
statistical
equilibrium concept
stochastic
migrating fishes
Aquaculture. Fisheries. Angling
SH1-691
Larnier K.
Roux H.
Dartus D.
Croze O.
Water temperature modeling in the Garonne River (France)
topic_facet water temperature
model
statistical
equilibrium concept
stochastic
migrating fishes
Aquaculture. Fisheries. Angling
SH1-691
description Stream water temperature is one of the most important parameters for water quality and ecosystem studies. Temperature can influence many chemical and biological processes and therefore impacts on the living conditions and distribution of aquatic ecosystems. Simplified models such as statistical models can be very useful for practitioners and water resource management. The present study assessed two statistical models – an equilibrium-based model and stochastic autoregressive model with exogenous inputs – in modeling daily mean water temperatures in the Garonne River from 1988 to 2005. The equilibrium temperature-based model is an approach where net heat flux at the water surface is expressed as a simpler form than in traditional deterministic models. The stochastic autoregressive model with exogenous inputs consists of decomposing the water temperature time series into a seasonal component and a short-term component (residual component). The seasonal component was modeled by Fourier series and residuals by a second-order autoregressive process (Markov chain) with use of short-term air temperatures as exogenous input. The models were calibrated using data of the first half of the period 1988–2005 and validated on the second half. Calibration of the models was done using temperatures above 20 °C only to ensure better prediction of high temperatures that are currently at stake for the aquatic conditions of the Garonne River, and particularly for freshwater migrating fishes such as Atlantic Salmon (Salmo salar L.). The results obtained for both approaches indicated that both models performed well with an average root mean square error for observed temperatures above 20 °C that varied on an annual basis from 0.55 °C to 1.72 °C on validation, and good predictions of temporal occurrences and durations of three temperature threshold crossings linked to the conditions of migration and survival of Atlantic Salmon.
format Article in Journal/Newspaper
author Larnier K.
Roux H.
Dartus D.
Croze O.
author_facet Larnier K.
Roux H.
Dartus D.
Croze O.
author_sort Larnier K.
title Water temperature modeling in the Garonne River (France)
title_short Water temperature modeling in the Garonne River (France)
title_full Water temperature modeling in the Garonne River (France)
title_fullStr Water temperature modeling in the Garonne River (France)
title_full_unstemmed Water temperature modeling in the Garonne River (France)
title_sort water temperature modeling in the garonne river (france)
publisher EDP Sciences
publishDate 2010
url https://doi.org/10.1051/kmae/2010031
https://doaj.org/article/8767f9ac74314721945d753e25224641
genre Atlantic salmon
Salmo salar
genre_facet Atlantic salmon
Salmo salar
op_source Knowledge and Management of Aquatic Ecosystems, Vol 0, Iss 398, p 04 (2010)
op_relation http://dx.doi.org/10.1051/kmae/2010031
https://doaj.org/toc/1961-9502
1961-9502
doi:10.1051/kmae/2010031
https://doaj.org/article/8767f9ac74314721945d753e25224641
op_doi https://doi.org/10.1051/kmae/2010031
container_title Knowledge and Management of Aquatic Ecosystems
container_issue 398
container_start_page 04
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