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On the Provision of Services With UAVs in Disaster Scenarios: A Two-Stage Stochastic Approach

In this paper, we propose a two-stage stochastic optimization model for the provision services in a multi-tiered network, consisting in user or devices on the ground requiring services to controller UAVs in flight. The requested services are executed by a fleet of pre-existing and additional UAVs. T...

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Autores principales: Colajanni, Gabriella, Daniele, Patrizia, Sciacca, Daniele
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8888834/
http://dx.doi.org/10.1007/s43069-022-00127-x
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author Colajanni, Gabriella
Daniele, Patrizia
Sciacca, Daniele
author_facet Colajanni, Gabriella
Daniele, Patrizia
Sciacca, Daniele
author_sort Colajanni, Gabriella
collection PubMed
description In this paper, we propose a two-stage stochastic optimization model for the provision services in a multi-tiered network, consisting in user or devices on the ground requiring services to controller UAVs in flight. The requested services are executed by a fleet of pre-existing and additional UAVs. The possible occurrence of disaster scenarios and the related uncertainty and severity could cause an unexpected and sudden increase in demand. Hence, the aim of the proposed model is to optimize the management of the pre-existing and additional resources in order to maximize the total profit of service providers and, simultaneously, minimize the expected loss related to a possible unmet demand. A variational approach is proposed, and some numerical examples are performed to validate the effectiveness of our model.
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spelling pubmed-88888342022-03-02 On the Provision of Services With UAVs in Disaster Scenarios: A Two-Stage Stochastic Approach Colajanni, Gabriella Daniele, Patrizia Sciacca, Daniele Oper. Res. Forum Original Research In this paper, we propose a two-stage stochastic optimization model for the provision services in a multi-tiered network, consisting in user or devices on the ground requiring services to controller UAVs in flight. The requested services are executed by a fleet of pre-existing and additional UAVs. The possible occurrence of disaster scenarios and the related uncertainty and severity could cause an unexpected and sudden increase in demand. Hence, the aim of the proposed model is to optimize the management of the pre-existing and additional resources in order to maximize the total profit of service providers and, simultaneously, minimize the expected loss related to a possible unmet demand. A variational approach is proposed, and some numerical examples are performed to validate the effectiveness of our model. Springer International Publishing 2022-03-02 2022 /pmc/articles/PMC8888834/ http://dx.doi.org/10.1007/s43069-022-00127-x Text en © The Author(s) 2022, corrected publication 2022 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 Original Research
Colajanni, Gabriella
Daniele, Patrizia
Sciacca, Daniele
On the Provision of Services With UAVs in Disaster Scenarios: A Two-Stage Stochastic Approach
title On the Provision of Services With UAVs in Disaster Scenarios: A Two-Stage Stochastic Approach
title_full On the Provision of Services With UAVs in Disaster Scenarios: A Two-Stage Stochastic Approach
title_fullStr On the Provision of Services With UAVs in Disaster Scenarios: A Two-Stage Stochastic Approach
title_full_unstemmed On the Provision of Services With UAVs in Disaster Scenarios: A Two-Stage Stochastic Approach
title_short On the Provision of Services With UAVs in Disaster Scenarios: A Two-Stage Stochastic Approach
title_sort on the provision of services with uavs in disaster scenarios: a two-stage stochastic approach
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8888834/
http://dx.doi.org/10.1007/s43069-022-00127-x
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