Thesis etd-03292011-105025 |
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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
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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