Observatorio de I+D+i UPM

Memorias de investigación
Communications at congresses:
Practical Approach of Fast-Data Architecture Applied to Alert Generation in Emergency Evacuation Systems
Year:2018
Research Areas
  • Engineering,
  • Information technology and adata processing
Information
Abstract
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.
International
Si
Congress
2018 International Symposium on Networks, Computers and Communications (ISNCC)
960
Place
Rome
Reviewers
Si
ISBN/ISSN
978-1-5386-3779-1
10.1109/ISNCC.2018.8531069
Start Date
19/06/2018
End Date
21/06/2018
From page
1
To page
6
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
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