A VISUAL ANALYTICS OF MOVEMENT DATA OF A WASTE COLLECTION SERVICE: A TOOL FOR SMART CITIES

<p>Solid waste management is an important urban issue to be addressed in every city. In the smart city context, waste collection allows massive collection of data representing movements, provided by satellite tracking technologies and sensors on waste collection equipment. For decision makers...

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Main Authors: A. Moreno, D. I. Hernandez, D. Moreno, M. Caglioni, J. T. Hernandez
Format: Article
Language:English
Published: Copernicus Publications 2020-09-01
Series:ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:https://www.isprs-ann-photogramm-remote-sens-spatial-inf-sci.net/VI-4-W2-2020/111/2020/isprs-annals-VI-4-W2-2020-111-2020.pdf
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spelling doaj-6c768034401646a990aa043fd65766d72020-11-25T03:33:08ZengCopernicus PublicationsISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences2194-90422194-90502020-09-01VI-4-W2-202011111810.5194/isprs-annals-VI-4-W2-2020-111-2020A VISUAL ANALYTICS OF MOVEMENT DATA OF A WASTE COLLECTION SERVICE: A TOOL FOR SMART CITIESA. Moreno0D. I. Hernandez1D. Moreno2M. Caglioni3J. T. Hernandez4IMAGINE, Systems & Computing Engineering, Universidad de los Andes, ColombiaUniversité Côte d’Azur, CNRS, ESPACE, Nice, FranceUniversité Côte d’Azur, CNRS, ESPACE, Nice, FranceUniversité Côte d’Azur, CNRS, ESPACE, Nice, FranceIMAGINE, Systems & Computing Engineering, Universidad de los Andes, Colombia<p>Solid waste management is an important urban issue to be addressed in every city. In the smart city context, waste collection allows massive collection of data representing movements, provided by satellite tracking technologies and sensors on waste collection equipment. For decision makers to take advantage of this opportunity, an analytical tool suitable for the waste management context, able to visualize the complexity of the data and to deal with different types of formats in which the data is stored is required.</p><p>The aim of this paper is to evaluate the potential of an interactive data analysis tool, based on R and R-Shiny, to better understand the particularities of a waste collection service and how it relates to the local city context. The <i>User-centered Analysis-Task driven model</i> (AVIMEU) is presented. The model is organized into seven components: database load, classification panel, multivariate analysis, concurrency, origin-destination, points of interest and itinerary. The model was implemented as a test case for the waste collection service of the city of Pasto in the southwest of Colombia. It is shown that the model based on visual analysis is a promising approach that should be further enhanced. The analyses are oriented in such a way that they provide practical information to the agents or experts of the service. The model is available on the site <code>https://github.com/MerariFonseca/AVIMEU-visual-analytics-for-movement-data-in-R</code> .</p>https://www.isprs-ann-photogramm-remote-sens-spatial-inf-sci.net/VI-4-W2-2020/111/2020/isprs-annals-VI-4-W2-2020-111-2020.pdf
collection DOAJ
language English
format Article
sources DOAJ
author A. Moreno
D. I. Hernandez
D. Moreno
M. Caglioni
J. T. Hernandez
spellingShingle A. Moreno
D. I. Hernandez
D. Moreno
M. Caglioni
J. T. Hernandez
A VISUAL ANALYTICS OF MOVEMENT DATA OF A WASTE COLLECTION SERVICE: A TOOL FOR SMART CITIES
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
author_facet A. Moreno
D. I. Hernandez
D. Moreno
M. Caglioni
J. T. Hernandez
author_sort A. Moreno
title A VISUAL ANALYTICS OF MOVEMENT DATA OF A WASTE COLLECTION SERVICE: A TOOL FOR SMART CITIES
title_short A VISUAL ANALYTICS OF MOVEMENT DATA OF A WASTE COLLECTION SERVICE: A TOOL FOR SMART CITIES
title_full A VISUAL ANALYTICS OF MOVEMENT DATA OF A WASTE COLLECTION SERVICE: A TOOL FOR SMART CITIES
title_fullStr A VISUAL ANALYTICS OF MOVEMENT DATA OF A WASTE COLLECTION SERVICE: A TOOL FOR SMART CITIES
title_full_unstemmed A VISUAL ANALYTICS OF MOVEMENT DATA OF A WASTE COLLECTION SERVICE: A TOOL FOR SMART CITIES
title_sort visual analytics of movement data of a waste collection service: a tool for smart cities
publisher Copernicus Publications
series ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
issn 2194-9042
2194-9050
publishDate 2020-09-01
description <p>Solid waste management is an important urban issue to be addressed in every city. In the smart city context, waste collection allows massive collection of data representing movements, provided by satellite tracking technologies and sensors on waste collection equipment. For decision makers to take advantage of this opportunity, an analytical tool suitable for the waste management context, able to visualize the complexity of the data and to deal with different types of formats in which the data is stored is required.</p><p>The aim of this paper is to evaluate the potential of an interactive data analysis tool, based on R and R-Shiny, to better understand the particularities of a waste collection service and how it relates to the local city context. The <i>User-centered Analysis-Task driven model</i> (AVIMEU) is presented. The model is organized into seven components: database load, classification panel, multivariate analysis, concurrency, origin-destination, points of interest and itinerary. The model was implemented as a test case for the waste collection service of the city of Pasto in the southwest of Colombia. It is shown that the model based on visual analysis is a promising approach that should be further enhanced. The analyses are oriented in such a way that they provide practical information to the agents or experts of the service. The model is available on the site <code>https://github.com/MerariFonseca/AVIMEU-visual-analytics-for-movement-data-in-R</code> .</p>
url https://www.isprs-ann-photogramm-remote-sens-spatial-inf-sci.net/VI-4-W2-2020/111/2020/isprs-annals-VI-4-W2-2020-111-2020.pdf
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