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Plate Waste Forecasting Using the Monte Carlo Method for Effective Decision Making in Latvian Schools

Food waste is a global problem, which becomes apparent at various stages of the food supply chain. The present research study focuses on the optimization of food consumption in schools and effective food management through data-driven decision making within the trends: zero food waste and digital tr...

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Autores principales: Kodors, Sergejs, Zvaigzne, Anda, Litavniece, Lienite, Lonska, Jelena, Silicka, Inese, Kotane, Inta, Deksne, Juta
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8840275/
https://www.ncbi.nlm.nih.gov/pubmed/35276946
http://dx.doi.org/10.3390/nu14030587
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author Kodors, Sergejs
Zvaigzne, Anda
Litavniece, Lienite
Lonska, Jelena
Silicka, Inese
Kotane, Inta
Deksne, Juta
author_facet Kodors, Sergejs
Zvaigzne, Anda
Litavniece, Lienite
Lonska, Jelena
Silicka, Inese
Kotane, Inta
Deksne, Juta
author_sort Kodors, Sergejs
collection PubMed
description Food waste is a global problem, which becomes apparent at various stages of the food supply chain. The present research study focuses on the optimization of food consumption in schools and effective food management through data-driven decision making within the trends: zero food waste and digital transformation. The paper presents a plate waste forecasting system based on mathematical modeling and simulation using the Monte Carlo method, which showed an RMSE equal to ±3% and a MAPE of 10.15%. The solution based on the simulator provides a possibility to better understand the relationship between the parameters investigated through data visualization and apply this knowledge to train managers to make decisions that are more effective. The developed system has multi-disciplinary application: forecasting, education and decision making targeted to reduce food waste and improve public health and food management in schools.
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spelling pubmed-88402752022-02-13 Plate Waste Forecasting Using the Monte Carlo Method for Effective Decision Making in Latvian Schools Kodors, Sergejs Zvaigzne, Anda Litavniece, Lienite Lonska, Jelena Silicka, Inese Kotane, Inta Deksne, Juta Nutrients Article Food waste is a global problem, which becomes apparent at various stages of the food supply chain. The present research study focuses on the optimization of food consumption in schools and effective food management through data-driven decision making within the trends: zero food waste and digital transformation. The paper presents a plate waste forecasting system based on mathematical modeling and simulation using the Monte Carlo method, which showed an RMSE equal to ±3% and a MAPE of 10.15%. The solution based on the simulator provides a possibility to better understand the relationship between the parameters investigated through data visualization and apply this knowledge to train managers to make decisions that are more effective. The developed system has multi-disciplinary application: forecasting, education and decision making targeted to reduce food waste and improve public health and food management in schools. MDPI 2022-01-28 /pmc/articles/PMC8840275/ /pubmed/35276946 http://dx.doi.org/10.3390/nu14030587 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Kodors, Sergejs
Zvaigzne, Anda
Litavniece, Lienite
Lonska, Jelena
Silicka, Inese
Kotane, Inta
Deksne, Juta
Plate Waste Forecasting Using the Monte Carlo Method for Effective Decision Making in Latvian Schools
title Plate Waste Forecasting Using the Monte Carlo Method for Effective Decision Making in Latvian Schools
title_full Plate Waste Forecasting Using the Monte Carlo Method for Effective Decision Making in Latvian Schools
title_fullStr Plate Waste Forecasting Using the Monte Carlo Method for Effective Decision Making in Latvian Schools
title_full_unstemmed Plate Waste Forecasting Using the Monte Carlo Method for Effective Decision Making in Latvian Schools
title_short Plate Waste Forecasting Using the Monte Carlo Method for Effective Decision Making in Latvian Schools
title_sort plate waste forecasting using the monte carlo method for effective decision making in latvian schools
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8840275/
https://www.ncbi.nlm.nih.gov/pubmed/35276946
http://dx.doi.org/10.3390/nu14030587
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