Observatorio de I+D+i UPM

Memorias de investigación
Artículos en revistas:
A Multi-agent Architecture for Mobile Sensing Systems
Año:2019
Áreas de investigación
  • Ciencias de la computación y tecnología informática
Datos
Descripción
Mobile sensing systems based on smartphones, connected vehicles and integrated sensors on new mobile devices have become an important alternative for the development of intelligent services in large urban environments. Massive data collection and its real-time analysis are essential for big cities to move towards energy efficiency, sustainable mobility, protection of the environment and economic sustainability. Current research and applications are mainly focused on the use of individual devices and the analysis of information on a single domain (e.g. activity recognition). However, it is still necessary to provide solutions for social problems based on smart mobile devices connected to the city. In this paper, we present an architecture for mobile sensing systems in large cities based on the intelligent agent paradigm and multi-agent systems. The presented platform provides support for multi-purpose machine learning services, implementing expert learning agents in each domain where the system collects data. Furthermore, the main challenges in mobile sensing systems such as scalability in crowded environments, handling of a large amount of data and the increasing appearance of sensing devices are addressed by the architecture due to the agent paradigm and multi-agent systems suit these demands naturally.
Internacional
Si
JCR del ISI
Si
Título de la revista
Journal of Ambient Intelligence And Humanized Computing
ISSN
1868-5137
Factor de impacto JCR
4,594
Información de impacto
Volumen
DOI
10.1007/s12652-019-01608-4
Número de revista
Desde la página
1
Hasta la página
13
Mes
SIN MES
Ranking
Esta actividad pertenece a memorias de investigación
Participantes
  • Autor: Emilio Serrano Fernandez (UPM)
  • Autor: Javier Bajo Perez (UPM)
Grupos de investigación, Departamentos, Centros e Institutos de I+D+i relacionados
  • Creador: Grupo de Investigación: Ontology Engineering Group
  • Departamento: Inteligencia Artificial
S2i 2021 Observatorio de investigación @ UPM con la colaboración del Consejo Social UPM
Cofinanciación del MINECO en el marco del Programa INNCIDE 2011 (OTR-2011-0236)
Cofinanciación del MINECO en el marco del Programa INNPACTO (IPT-020000-2010-22)