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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2020-09-01
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Series: | ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
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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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