Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Priyadarshi, Marut, Maratha, Meet, Anish, Mohammad, Kumar, Vaibhav
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
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
_version_ 1784885065795239936
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
work_keys_str_mv AT priyadarshimarut dynamicroutingforefficientwastecollectioninresourceconstrainedsocieties
AT marathameet dynamicroutingforefficientwastecollectioninresourceconstrainedsocieties
AT anishmohammad dynamicroutingforefficientwastecollectioninresourceconstrainedsocieties
AT kumarvaibhav dynamicroutingforefficientwastecollectioninresourceconstrainedsocieties