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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-8840275 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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