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Dynamic routing for efficient waste collection in resource constrained societies
Waste collection in developing nations faces multi-fold challenges, such as resource constraints and real-time changes in waste values, while finding the optimal routes. This paper attempts to address these challenges by modeling real-time waste values in smart bins and Collection Vehicles (CV). Fur...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9911784/ https://www.ncbi.nlm.nih.gov/pubmed/36759701 http://dx.doi.org/10.1038/s41598-023-29593-x |
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author | Priyadarshi, Marut Maratha, Meet Anish, Mohammad Kumar, Vaibhav |
author_facet | Priyadarshi, Marut Maratha, Meet Anish, Mohammad Kumar, Vaibhav |
author_sort | Priyadarshi, Marut |
collection | PubMed |
description | Waste collection in developing nations faces multi-fold challenges, such as resource constraints and real-time changes in waste values, while finding the optimal routes. This paper attempts to address these challenges by modeling real-time waste values in smart bins and Collection Vehicles (CV). Further, waste value prioritized routes for coordinated CV, during various time intervals are modeled in a multi-agent environment for finding good routes. The CV, as agents, implement the formulated linear program to maximize the collected waste while minimizing the distance to the central depot. The city of Chandigarh, India, was divided into regions and the model was implemented to achieve significantly better performance in terms of waste collected in less distance and total bins covered when compared to the existing scenario. The stakeholders can use the outcomes to effectively plan the resources for better collection practices, which will have a positive impact on the environment. |
format | Online Article Text |
id | pubmed-9911784 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-99117842023-02-11 Dynamic routing for efficient waste collection in resource constrained societies Priyadarshi, Marut Maratha, Meet Anish, Mohammad Kumar, Vaibhav Sci Rep Article Waste collection in developing nations faces multi-fold challenges, such as resource constraints and real-time changes in waste values, while finding the optimal routes. This paper attempts to address these challenges by modeling real-time waste values in smart bins and Collection Vehicles (CV). Further, waste value prioritized routes for coordinated CV, during various time intervals are modeled in a multi-agent environment for finding good routes. The CV, as agents, implement the formulated linear program to maximize the collected waste while minimizing the distance to the central depot. The city of Chandigarh, India, was divided into regions and the model was implemented to achieve significantly better performance in terms of waste collected in less distance and total bins covered when compared to the existing scenario. The stakeholders can use the outcomes to effectively plan the resources for better collection practices, which will have a positive impact on the environment. Nature Publishing Group UK 2023-02-09 /pmc/articles/PMC9911784/ /pubmed/36759701 http://dx.doi.org/10.1038/s41598-023-29593-x Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Priyadarshi, Marut Maratha, Meet Anish, Mohammad Kumar, Vaibhav Dynamic routing for efficient waste collection in resource constrained societies |
title | Dynamic routing for efficient waste collection in resource constrained societies |
title_full | Dynamic routing for efficient waste collection in resource constrained societies |
title_fullStr | Dynamic routing for efficient waste collection in resource constrained societies |
title_full_unstemmed | Dynamic routing for efficient waste collection in resource constrained societies |
title_short | Dynamic routing for efficient waste collection in resource constrained societies |
title_sort | dynamic routing for efficient waste collection in resource constrained societies |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9911784/ https://www.ncbi.nlm.nih.gov/pubmed/36759701 http://dx.doi.org/10.1038/s41598-023-29593-x |
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