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: Text
Language:English
Published: 2018
Subjects:
Online Access:https://doi.org/10.5194/gmd-8-2231-2015
https://gmd.copernicus.org/articles/8/2231/2015/
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spelling ftcopernicus:oai:publications.copernicus.org:gmd27824 2023-05-15T17:36:49+02:00 EMPOWER-1.0: an Efficient Model of Planktonic ecOsystems WrittEn in R Anderson, T. R. Gentleman, W. C. Yool, A. 2018-09-27 application/pdf https://doi.org/10.5194/gmd-8-2231-2015 https://gmd.copernicus.org/articles/8/2231/2015/ eng eng doi:10.5194/gmd-8-2231-2015 https://gmd.copernicus.org/articles/8/2231/2015/ eISSN: 1991-9603 Text 2018 ftcopernicus https://doi.org/10.5194/gmd-8-2231-2015 2020-07-20T16:24:31Z 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. Text North Atlantic Copernicus Publications: E-Journals Geoscientific Model Development 8 7 2231 2262
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collection Copernicus Publications: E-Journals
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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 Text
author Anderson, T. R.
Gentleman, W. C.
Yool, A.
spellingShingle Anderson, T. R.
Gentleman, W. C.
Yool, A.
EMPOWER-1.0: an Efficient Model of Planktonic ecOsystems WrittEn in R
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
publishDate 2018
url https://doi.org/10.5194/gmd-8-2231-2015
https://gmd.copernicus.org/articles/8/2231/2015/
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op_relation doi:10.5194/gmd-8-2231-2015
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