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Waste Management with the Use of Heuristic Algorithms and Internet of Things Technology
Studies have been performed to improve the process of waste management. They were fulfilled by changing the base of waste logistics management using a combination of intelligent algorithms and the IMPACT IoT platform instead of a human factor. The research was carried out on the example of real data...
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/PMC9695849/ https://www.ncbi.nlm.nih.gov/pubmed/36433382 http://dx.doi.org/10.3390/s22228786 |
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author | Burduk, Anna Łapczyńska, Dagmara Kochańska, Joanna Musiał, Kamil Więcek, Dorota Kuric, Ivan |
author_facet | Burduk, Anna Łapczyńska, Dagmara Kochańska, Joanna Musiał, Kamil Więcek, Dorota Kuric, Ivan |
author_sort | Burduk, Anna |
collection | PubMed |
description | Studies have been performed to improve the process of waste management. They were fulfilled by changing the base of waste logistics management using a combination of intelligent algorithms and the IMPACT IoT platform instead of a human factor. The research was carried out on the example of real data with respect to waste management in a given area. The proposed solution includes a program that simulates the filling of specific waste containers located in various areas. The determined aspects are inconveniences on the routes, affecting the time of moving between the receiving points and the distances between the containers. The variability of the speed and intensity of the containers filling up over time is an additional factor taken into account. The proposed methods yielded the performance of the control of the containers’ filling status in real time, which apparently results in the possibility of a reaction to the current demand just in time. The proposed solution enables the improvement of the waste logistics management process, including avoiding the too-frequent emptying of containers or overfilling them. The combination of the device prototype, the simulation program, and the developed algorithms opens the possibility for further research in the smart city and optimization areas. |
format | Online Article Text |
id | pubmed-9695849 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-96958492022-11-26 Waste Management with the Use of Heuristic Algorithms and Internet of Things Technology Burduk, Anna Łapczyńska, Dagmara Kochańska, Joanna Musiał, Kamil Więcek, Dorota Kuric, Ivan Sensors (Basel) Article Studies have been performed to improve the process of waste management. They were fulfilled by changing the base of waste logistics management using a combination of intelligent algorithms and the IMPACT IoT platform instead of a human factor. The research was carried out on the example of real data with respect to waste management in a given area. The proposed solution includes a program that simulates the filling of specific waste containers located in various areas. The determined aspects are inconveniences on the routes, affecting the time of moving between the receiving points and the distances between the containers. The variability of the speed and intensity of the containers filling up over time is an additional factor taken into account. The proposed methods yielded the performance of the control of the containers’ filling status in real time, which apparently results in the possibility of a reaction to the current demand just in time. The proposed solution enables the improvement of the waste logistics management process, including avoiding the too-frequent emptying of containers or overfilling them. The combination of the device prototype, the simulation program, and the developed algorithms opens the possibility for further research in the smart city and optimization areas. MDPI 2022-11-14 /pmc/articles/PMC9695849/ /pubmed/36433382 http://dx.doi.org/10.3390/s22228786 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 Burduk, Anna Łapczyńska, Dagmara Kochańska, Joanna Musiał, Kamil Więcek, Dorota Kuric, Ivan Waste Management with the Use of Heuristic Algorithms and Internet of Things Technology |
title | Waste Management with the Use of Heuristic Algorithms and Internet of Things Technology |
title_full | Waste Management with the Use of Heuristic Algorithms and Internet of Things Technology |
title_fullStr | Waste Management with the Use of Heuristic Algorithms and Internet of Things Technology |
title_full_unstemmed | Waste Management with the Use of Heuristic Algorithms and Internet of Things Technology |
title_short | Waste Management with the Use of Heuristic Algorithms and Internet of Things Technology |
title_sort | waste management with the use of heuristic algorithms and internet of things technology |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9695849/ https://www.ncbi.nlm.nih.gov/pubmed/36433382 http://dx.doi.org/10.3390/s22228786 |
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