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Digital archive of theses discussed at the University of Pisa

 

Thesis etd-03292011-105025


Thesis type
Tesi di laurea specialistica
Author
MAZZUCCHI, MARCO
URN
etd-03292011-105025
Thesis title
Monitoraggio del traffico urbano mediante mobile phone sensing
Department
INGEGNERIA
Course of study
INGEGNERIA INFORMATICA
Supervisors
relatore Dott. Vecchio, Alessio
relatore Prof. Avvenuti, Marco
Keywords
  • mobile sensing
  • pattern classification
  • urban sensing
Graduation session start date
12/05/2011
Availability
Full
Summary
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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