Title :
Challenges and opportunities on the large scale study of city dynamics using participatory sensing
Author :
Silva, Thiago H. ; Vaz De Melo, Pedro O. S. ; Almeida, Jussara M. ; Loureiro, Antonio A. F.
Author_Institution :
Comput. Sci., Fed. Univ. of Minas Gerais, Belo Horizonte, Brazil
Abstract :
Cities are not identical and evolve over time, and sensing in large scale can be used to capture these differences. Research in Wireless Sensor Networks has provided several tools, techniques and algorithms to solve the problem of sensing in restricted scenarios (e.g., factory). However, sensing large scale areas, such as big cities, brings many challenges and incurs high costs related to system building and management. Thus, sensing those areas becomes more feasible when people collaborate among themselves using their portable devices, and building what has been named participatory sensing systems. This work analyzes an emerging type of network derived from this type of system, the Participatory Sensor Network (PSN), where nodes are autonomous mobile entities and the sensing depends on whether they want to participate in the sensing process. Based on four datasets of participatory sensing systems (27 million of records), we show that this type of network brings many challenges related to structural problems, e.g. instant coverage very limited, and also because of big data issues, which may restrict the use of this emerging type of network. However, it presents also, as shown here, many advantages and open opportunities, mainly related to large scale study of cities dynamics.
Keywords :
town and country planning; wireless sensor networks; PSN; autonomous mobile nodes; city dynamics; large scale area sensing; participatory sensing system; participatory sensor network; portable devices; wireless sensor networks; Artificial intelligence; Databases; Histograms; Sensors; Participatory sensing; big data; location sharing services; smart cities; social networks;
Conference_Titel :
Computers and Communications (ISCC), 2013 IEEE Symposium on
Conference_Location :
Split
DOI :
10.1109/ISCC.2013.6755000