Communications at congresses:
Practical Approach of Fast-Data Architecture Applied to Alert Generation in Emergency Evacuation Systems
Practical Approach of Fast-Data Architecture Applied to Alert Generation in Emergency Evacuation Systems
Year:2018
Research Areas
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Engineering, -
Information technology and adata processing
Information
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Abstract
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| This paper describes a proof of concept of a Fast-Data architecture to generate early response alerts on unforeseen events. For achieving that, in this work is presented the implementation of a fully integrated system capable to handle and process streaming data in order to generate an alert response for each generated event. The deployment stated are composed by a simulated wireless sensor network for generating environmental values, a centralized Kafka server for data segmentation and a machine learning model deployed in a Spark cluster for generating the emergency alerts. Also, a simulation was conducted assuming that a fire had affected the simulated scenario in order to determine and evaluate the system's behavior. Finally, the classification model is presented as an early system alternative based on real-time processing and can be used in different areas of occupational safety. | |
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International
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Congress
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2018 International Symposium on Networks, Computers and Communications (ISNCC) |
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960 |
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Place
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Rome |
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Reviewers
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Si |
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ISBN/ISSN
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978-1-5386-3779-1 |
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10.1109/ISNCC.2018.8531069 |
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Start Date
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19/06/2018 |
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End Date
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21/06/2018 |
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From page
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1 |
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To page
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6 |
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Proceedings of 2018 International Symposium on Networks, Computers and Communications (ISNCC) |
Participants
- Autor: Washington Adrián Velásquez Vargas (UPM)
- Autor: José Andrés Muñoz Arcentales (UPM)
- Autor: Joaquin Luciano Salvachua Rodriguez (UPM)
Research Group, Departaments and Institutes related
- Creador: Grupo de Investigación: Internet de Nueva Generación
- Centro o Instituto I+D+i: Centro de I+d+i en Procesado de la Información y Telecomunicaciones
- Departamento: Ingeniería de Sistemas Telemáticos
S2i 2021 Observatorio de investigación @ UPM con la colaboración del Consejo Social UPM
Cofinanciación del MINECO en el marco del Programa INNPACTO (IPT-020000-2010-22)