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Multi-shift Single-Vehicle Routing Problem Under Fuzzy Uncertainty
This research considers the single-vehicle routing problem (VRP) with multi-shift and fuzzy uncertainty. In such a problem, a company constantly uses one vehicle to fulfill demand over a scheduling period of several work shifts. In our case, a crew executes maintenance jobs in different sites. The w...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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2020
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7351581/ http://dx.doi.org/10.1007/978-3-030-51156-2_189 |
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author | Nucci, F. |
author_facet | Nucci, F. |
author_sort | Nucci, F. |
collection | PubMed |
description | This research considers the single-vehicle routing problem (VRP) with multi-shift and fuzzy uncertainty. In such a problem, a company constantly uses one vehicle to fulfill demand over a scheduling period of several work shifts. In our case, a crew executes maintenance jobs in different sites. The working team runs during different work shifts, but recurrently returns to the depot by the end of the shift (overtime avoidance). The goal consists in minimizing the number of work shifts (makespan). We observe the impact of uncertainty in travel and maintenance processing time on the overtime avoidance constraint. We realize an Artificial Immune Heuristic to get optimal solutions considering both makespan and overtime avoidance. First, we present a Pareto-based framework to evaluate the uncertainty influence. Then, we show a numerical real case study to survey the problem. In particular, a case study scenario has been created on the basis of the environmental changes in travel and processing times observed in Italy during the Covid-19 lockdown period (started on March 9, 2020). Results present important improvements are obtained with the proposed approach. |
format | Online Article Text |
id | pubmed-7351581 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
record_format | MEDLINE/PubMed |
spelling | pubmed-73515812020-07-13 Multi-shift Single-Vehicle Routing Problem Under Fuzzy Uncertainty Nucci, F. Intelligent and Fuzzy Techniques: Smart and Innovative Solutions Article This research considers the single-vehicle routing problem (VRP) with multi-shift and fuzzy uncertainty. In such a problem, a company constantly uses one vehicle to fulfill demand over a scheduling period of several work shifts. In our case, a crew executes maintenance jobs in different sites. The working team runs during different work shifts, but recurrently returns to the depot by the end of the shift (overtime avoidance). The goal consists in minimizing the number of work shifts (makespan). We observe the impact of uncertainty in travel and maintenance processing time on the overtime avoidance constraint. We realize an Artificial Immune Heuristic to get optimal solutions considering both makespan and overtime avoidance. First, we present a Pareto-based framework to evaluate the uncertainty influence. Then, we show a numerical real case study to survey the problem. In particular, a case study scenario has been created on the basis of the environmental changes in travel and processing times observed in Italy during the Covid-19 lockdown period (started on March 9, 2020). Results present important improvements are obtained with the proposed approach. 2020-06-10 /pmc/articles/PMC7351581/ http://dx.doi.org/10.1007/978-3-030-51156-2_189 Text en © The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Nucci, F. Multi-shift Single-Vehicle Routing Problem Under Fuzzy Uncertainty |
title | Multi-shift Single-Vehicle Routing Problem Under Fuzzy Uncertainty |
title_full | Multi-shift Single-Vehicle Routing Problem Under Fuzzy Uncertainty |
title_fullStr | Multi-shift Single-Vehicle Routing Problem Under Fuzzy Uncertainty |
title_full_unstemmed | Multi-shift Single-Vehicle Routing Problem Under Fuzzy Uncertainty |
title_short | Multi-shift Single-Vehicle Routing Problem Under Fuzzy Uncertainty |
title_sort | multi-shift single-vehicle routing problem under fuzzy uncertainty |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7351581/ http://dx.doi.org/10.1007/978-3-030-51156-2_189 |
work_keys_str_mv | AT nuccif multishiftsinglevehicleroutingproblemunderfuzzyuncertainty |