EMPOWER-1.0: an Efficient Model of Planktonic ecOsystems WrittEn in R

Modelling marine ecosystems requires insight and judgement when it comes to deciding upon appropriate model structure, equations and parameterisation. Many processes are relatively poorly understood and tough decisions must be made as to how to mathematically simplify the real world. Here, we presen...

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Published in:Geoscientific Model Development
Main Authors: Anderson, T. R., Gentleman, W. C., Yool, A.
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2015
Subjects:
Online Access:https://doi.org/10.5194/gmd-8-2231-2015
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spelling ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00015877 2023-05-15T17:36:38+02:00 EMPOWER-1.0: an Efficient Model of Planktonic ecOsystems WrittEn in R Anderson, T. R. Gentleman, W. C. Yool, A. 2015-07 electronic https://doi.org/10.5194/gmd-8-2231-2015 https://noa.gwlb.de/receive/cop_mods_00015877 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00015832/gmd-8-2231-2015.pdf https://gmd.copernicus.org/articles/8/2231/2015/gmd-8-2231-2015.pdf eng eng Copernicus Publications Geoscientific Model Development -- http://www.bibliothek.uni-regensburg.de/ezeit/?2456725 -- http://www.geosci-model-dev.net/ -- 1991-9603 https://doi.org/10.5194/gmd-8-2231-2015 https://noa.gwlb.de/receive/cop_mods_00015877 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00015832/gmd-8-2231-2015.pdf https://gmd.copernicus.org/articles/8/2231/2015/gmd-8-2231-2015.pdf uneingeschränkt info:eu-repo/semantics/openAccess article Verlagsveröffentlichung article Text doc-type:article 2015 ftnonlinearchiv https://doi.org/10.5194/gmd-8-2231-2015 2022-02-08T22:54:26Z Modelling marine ecosystems requires insight and judgement when it comes to deciding upon appropriate model structure, equations and parameterisation. Many processes are relatively poorly understood and tough decisions must be made as to how to mathematically simplify the real world. Here, we present an efficient plankton modelling testbed, EMPOWER-1.0 (Efficient Model of Planktonic ecOsystems WrittEn in R), coded in the freely available language R. The testbed uses simple two-layer "slab" physics whereby a seasonally varying mixed layer which contains the planktonic marine ecosystem is positioned above a deep layer that contains only nutrient. As such, EMPOWER-1.0 provides a readily available and easy to use tool for evaluating model structure, formulations and parameterisation. The code is transparent and modular such that modifications and changes to model formulation are easily implemented allowing users to investigate and familiarise themselves with the inner workings of their models. It can be used either for preliminary model testing to set the stage for further work, e.g. coupling the ecosystem model to 1-D or 3-D physics, or for undertaking front line research in its own right. EMPOWER-1.0 also serves as an ideal teaching tool. In order to demonstrate the utility of EMPOWER-1.0, we implemented a simple nutrient–phytoplankton–zooplankton–detritus (NPZD) ecosystem model and carried out both a parameter tuning exercise and structural sensitivity analysis. Parameter tuning was demonstrated for four contrasting ocean sites, focusing on station BIOTRANS in the North Atlantic (47° N, 20° W), highlighting both the utility of undertaking a planned sensitivity analysis for this purpose, yet also the subjectivity which nevertheless surrounds the choice of which parameters to tune. Structural sensitivity tests were then performed comparing different equations for calculating daily depth-integrated photosynthesis, as well as mortality terms for both phytoplankton and zooplankton. Regarding the calculation of daily photosynthesis, for example, results indicated that the model was relatively insensitive to the choice of photosynthesis–irradiance curve, but markedly sensitive to the method of calculating light attenuation in the water column. The work highlights the utility of EMPOWER-1.0 as a means of comprehending, diagnosing and formulating equations for the dynamics of marine ecosystems. Article in Journal/Newspaper North Atlantic Niedersächsisches Online-Archiv NOA Geoscientific Model Development 8 7 2231 2262
institution Open Polar
collection Niedersächsisches Online-Archiv NOA
op_collection_id ftnonlinearchiv
language English
topic article
Verlagsveröffentlichung
spellingShingle article
Verlagsveröffentlichung
Anderson, T. R.
Gentleman, W. C.
Yool, A.
EMPOWER-1.0: an Efficient Model of Planktonic ecOsystems WrittEn in R
topic_facet article
Verlagsveröffentlichung
description Modelling marine ecosystems requires insight and judgement when it comes to deciding upon appropriate model structure, equations and parameterisation. Many processes are relatively poorly understood and tough decisions must be made as to how to mathematically simplify the real world. Here, we present an efficient plankton modelling testbed, EMPOWER-1.0 (Efficient Model of Planktonic ecOsystems WrittEn in R), coded in the freely available language R. The testbed uses simple two-layer "slab" physics whereby a seasonally varying mixed layer which contains the planktonic marine ecosystem is positioned above a deep layer that contains only nutrient. As such, EMPOWER-1.0 provides a readily available and easy to use tool for evaluating model structure, formulations and parameterisation. The code is transparent and modular such that modifications and changes to model formulation are easily implemented allowing users to investigate and familiarise themselves with the inner workings of their models. It can be used either for preliminary model testing to set the stage for further work, e.g. coupling the ecosystem model to 1-D or 3-D physics, or for undertaking front line research in its own right. EMPOWER-1.0 also serves as an ideal teaching tool. In order to demonstrate the utility of EMPOWER-1.0, we implemented a simple nutrient–phytoplankton–zooplankton–detritus (NPZD) ecosystem model and carried out both a parameter tuning exercise and structural sensitivity analysis. Parameter tuning was demonstrated for four contrasting ocean sites, focusing on station BIOTRANS in the North Atlantic (47° N, 20° W), highlighting both the utility of undertaking a planned sensitivity analysis for this purpose, yet also the subjectivity which nevertheless surrounds the choice of which parameters to tune. Structural sensitivity tests were then performed comparing different equations for calculating daily depth-integrated photosynthesis, as well as mortality terms for both phytoplankton and zooplankton. Regarding the calculation of daily photosynthesis, for example, results indicated that the model was relatively insensitive to the choice of photosynthesis–irradiance curve, but markedly sensitive to the method of calculating light attenuation in the water column. The work highlights the utility of EMPOWER-1.0 as a means of comprehending, diagnosing and formulating equations for the dynamics of marine ecosystems.
format Article in Journal/Newspaper
author Anderson, T. R.
Gentleman, W. C.
Yool, A.
author_facet Anderson, T. R.
Gentleman, W. C.
Yool, A.
author_sort Anderson, T. R.
title EMPOWER-1.0: an Efficient Model of Planktonic ecOsystems WrittEn in R
title_short EMPOWER-1.0: an Efficient Model of Planktonic ecOsystems WrittEn in R
title_full EMPOWER-1.0: an Efficient Model of Planktonic ecOsystems WrittEn in R
title_fullStr EMPOWER-1.0: an Efficient Model of Planktonic ecOsystems WrittEn in R
title_full_unstemmed EMPOWER-1.0: an Efficient Model of Planktonic ecOsystems WrittEn in R
title_sort empower-1.0: an efficient model of planktonic ecosystems written in r
publisher Copernicus Publications
publishDate 2015
url https://doi.org/10.5194/gmd-8-2231-2015
https://noa.gwlb.de/receive/cop_mods_00015877
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00015832/gmd-8-2231-2015.pdf
https://gmd.copernicus.org/articles/8/2231/2015/gmd-8-2231-2015.pdf
genre North Atlantic
genre_facet North Atlantic
op_relation Geoscientific Model Development -- http://www.bibliothek.uni-regensburg.de/ezeit/?2456725 -- http://www.geosci-model-dev.net/ -- 1991-9603
https://doi.org/10.5194/gmd-8-2231-2015
https://noa.gwlb.de/receive/cop_mods_00015877
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00015832/gmd-8-2231-2015.pdf
https://gmd.copernicus.org/articles/8/2231/2015/gmd-8-2231-2015.pdf
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container_title Geoscientific Model Development
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