Tesi etd-03292011-105025 |
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Tipo di tesi
Tesi di laurea specialistica
Autore
MAZZUCCHI, MARCO
URN
etd-03292011-105025
Titolo
Monitoraggio del traffico urbano mediante mobile phone sensing
Dipartimento
INGEGNERIA
Corso di studi
INGEGNERIA INFORMATICA
Relatori
relatore Dott. Vecchio, Alessio
relatore Prof. Avvenuti, Marco
relatore Prof. Avvenuti, Marco
Parole chiave
- mobile sensing
- pattern classification
- urban sensing
Data inizio appello
12/05/2011
Consultabilità
Completa
Riassunto
The continuous and growing spread of last generation mobile devices has made possible to consider the end user not only as the simple as a data consumer but also as a data producer. The contemporary smartphones offer a set of sensors that produce the measurements of environmental phenomenons: from those measurements, numerous information useful to a new class of environment-aware applications can be extracted. Such applications are the basis for urban sensing projects that analyses a series of urban issues relying on data collected from sensors. The work is about designing, implementing and testing a software system that identifies traffic conditions on streets starting from GPS location data collected from on-road vehicles. Identification is based upon specific traffic patterns built using a set of features that distinguish the different types of traffic conditions. Testing results show that higher than 90% identification accuracy can be achieved using this method.
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