2012
DOI: 10.1007/s11036-012-0424-9
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Scalable Data Processing for Community Sensing Applications

Abstract: Abstract. Participatory Sensing is a new computing paradigm that aims to turn personal mobile devices into advanced mobile sensing networks. For popular applications, we can expect a huge number of users to both contribute with sensor data and request information from the system. In such scenario, scalability of data processing becomes a major issue. In this paper, we present a system for supporting participatory sensing applications that leverages cluster or cloud infrastructures to provide a scalable data pr… Show more

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Cited by 5 publications
(3 citation statements)
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References 25 publications
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“…Arnau leverages mobile GPUs in a power-efficient way by using Parallel Frame Rendering (PFR) techniques to effectively split the workload among battery-constrained devices. This novel approach is tailored towards a specific graphics-oriented application but can be effectively reused in a number of different GPGPU computing [59] scenarios [31,50].…”
Section: (Trusted) Distributed Mobile Computingmentioning
confidence: 99%
“…Arnau leverages mobile GPUs in a power-efficient way by using Parallel Frame Rendering (PFR) techniques to effectively split the workload among battery-constrained devices. This novel approach is tailored towards a specific graphics-oriented application but can be effectively reused in a number of different GPGPU computing [59] scenarios [31,50].…”
Section: (Trusted) Distributed Mobile Computingmentioning
confidence: 99%
“…A full discussion about how this kind of data can be used to acquire an effective feedback on physical activity and how it can be used for global healthcare is provided in 18 . The evaluation of different architectures for continuous processing of GPS data is provided 19 . Some studies 16 17 provide general statistics regarding sports activity data sets.…”
Section: Related Workmentioning
confidence: 99%
“…server or communication links) represents a serious restriction to address personal security evaluation, because the system should be available when required. Duarte et al go a step forward in the decentralization of the system architecture for participatory sensing and propose the use of mobile units acting as an intermediary between servers and the sensors, which eventually can support asynchronous communication among the network components. Finally, Ochoa and Santos go a step even further proposing a human‐centric wireless sensor network, which includes all the components of its predecessors, but also witness units that act as a repository of information for users located in a particular area.…”
Section: Related Workmentioning
confidence: 99%