Development and Application of a Mechanistic Nutrient-Based Model for Precision Fish Farming

This manuscript describes and evaluates the FEEDNETICS model, a detailed mechanistic nutrient-based model that has been developed to be used as a data interpretation and decision-support tool by fish farmers, aquafeed producers, aquaculture consultants and researchers. The modelling framework compri...

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Published in:Journal of Marine Science and Engineering
Main Authors: Filipe M. R. C. Soares, Ana M. D. Nobre, Andreia I. G. Raposo, Rodrigo C. P. Mendes, Sofia A. D. Engrola, Paulo J. A. P. Rema, Luís E. C. Conceição, Tomé S. Silva
Format: Text
Language:English
Published: Multidisciplinary Digital Publishing Institute 2023
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Online Access:https://doi.org/10.3390/jmse11030472
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spelling ftmdpi:oai:mdpi.com:/2077-1312/11/3/472/ 2023-08-20T04:05:20+02:00 Development and Application of a Mechanistic Nutrient-Based Model for Precision Fish Farming Filipe M. R. C. Soares Ana M. D. Nobre Andreia I. G. Raposo Rodrigo C. P. Mendes Sofia A. D. Engrola Paulo J. A. P. Rema Luís E. C. Conceição Tomé S. Silva agris 2023-02-22 application/pdf https://doi.org/10.3390/jmse11030472 EN eng Multidisciplinary Digital Publishing Institute Marine Aquaculture https://dx.doi.org/10.3390/jmse11030472 https://creativecommons.org/licenses/by/4.0/ Journal of Marine Science and Engineering; Volume 11; Issue 3; Pages: 472 aquaculture fish nutrition precision fish farming mechanistic nutrient-based model numerical model decision-support tool Text 2023 ftmdpi https://doi.org/10.3390/jmse11030472 2023-08-01T08:56:35Z This manuscript describes and evaluates the FEEDNETICS model, a detailed mechanistic nutrient-based model that has been developed to be used as a data interpretation and decision-support tool by fish farmers, aquafeed producers, aquaculture consultants and researchers. The modelling framework comprises two main components: (i) fish model, that simulates at the individual level the fish growth, composition, and nutrient utilization, following basic physical principles and prior information on the organization and control of biochemical/metabolic processes; and (ii) farm model, that upscales all information to the population level. The model was calibrated and validated for five commercially relevant farmed fish species, i.e., gilthead seabream (Sparus aurata), European seabass (Dicentrarchus labrax), Atlantic salmon (Salmo salar), rainbow trout (Oncorhynchus mykiss), and Nile tilapia (Oreochromis niloticus), using data sets covering a wide range of rearing and feeding conditions. The results of the validation of the model for fish growth are consistent between species, presenting a mean absolute percentage error (MAPE) between 11.7 and 13.8%. Several uses cases are presented, illustrating how this tool can be used to complement experimental trial design and interpretation, and to evaluate nutritional and environmental effects at the farm level. FEEDNETICS provides a means of transforming data into useful information, thus contributing to more efficient fish farming. Text Atlantic salmon Salmo salar MDPI Open Access Publishing Journal of Marine Science and Engineering 11 3 472
institution Open Polar
collection MDPI Open Access Publishing
op_collection_id ftmdpi
language English
topic aquaculture
fish nutrition
precision fish farming
mechanistic nutrient-based model
numerical model
decision-support tool
spellingShingle aquaculture
fish nutrition
precision fish farming
mechanistic nutrient-based model
numerical model
decision-support tool
Filipe M. R. C. Soares
Ana M. D. Nobre
Andreia I. G. Raposo
Rodrigo C. P. Mendes
Sofia A. D. Engrola
Paulo J. A. P. Rema
Luís E. C. Conceição
Tomé S. Silva
Development and Application of a Mechanistic Nutrient-Based Model for Precision Fish Farming
topic_facet aquaculture
fish nutrition
precision fish farming
mechanistic nutrient-based model
numerical model
decision-support tool
description This manuscript describes and evaluates the FEEDNETICS model, a detailed mechanistic nutrient-based model that has been developed to be used as a data interpretation and decision-support tool by fish farmers, aquafeed producers, aquaculture consultants and researchers. The modelling framework comprises two main components: (i) fish model, that simulates at the individual level the fish growth, composition, and nutrient utilization, following basic physical principles and prior information on the organization and control of biochemical/metabolic processes; and (ii) farm model, that upscales all information to the population level. The model was calibrated and validated for five commercially relevant farmed fish species, i.e., gilthead seabream (Sparus aurata), European seabass (Dicentrarchus labrax), Atlantic salmon (Salmo salar), rainbow trout (Oncorhynchus mykiss), and Nile tilapia (Oreochromis niloticus), using data sets covering a wide range of rearing and feeding conditions. The results of the validation of the model for fish growth are consistent between species, presenting a mean absolute percentage error (MAPE) between 11.7 and 13.8%. Several uses cases are presented, illustrating how this tool can be used to complement experimental trial design and interpretation, and to evaluate nutritional and environmental effects at the farm level. FEEDNETICS provides a means of transforming data into useful information, thus contributing to more efficient fish farming.
format Text
author Filipe M. R. C. Soares
Ana M. D. Nobre
Andreia I. G. Raposo
Rodrigo C. P. Mendes
Sofia A. D. Engrola
Paulo J. A. P. Rema
Luís E. C. Conceição
Tomé S. Silva
author_facet Filipe M. R. C. Soares
Ana M. D. Nobre
Andreia I. G. Raposo
Rodrigo C. P. Mendes
Sofia A. D. Engrola
Paulo J. A. P. Rema
Luís E. C. Conceição
Tomé S. Silva
author_sort Filipe M. R. C. Soares
title Development and Application of a Mechanistic Nutrient-Based Model for Precision Fish Farming
title_short Development and Application of a Mechanistic Nutrient-Based Model for Precision Fish Farming
title_full Development and Application of a Mechanistic Nutrient-Based Model for Precision Fish Farming
title_fullStr Development and Application of a Mechanistic Nutrient-Based Model for Precision Fish Farming
title_full_unstemmed Development and Application of a Mechanistic Nutrient-Based Model for Precision Fish Farming
title_sort development and application of a mechanistic nutrient-based model for precision fish farming
publisher Multidisciplinary Digital Publishing Institute
publishDate 2023
url https://doi.org/10.3390/jmse11030472
op_coverage agris
genre Atlantic salmon
Salmo salar
genre_facet Atlantic salmon
Salmo salar
op_source Journal of Marine Science and Engineering; Volume 11; Issue 3; Pages: 472
op_relation Marine Aquaculture
https://dx.doi.org/10.3390/jmse11030472
op_rights https://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.3390/jmse11030472
container_title Journal of Marine Science and Engineering
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