Resources optimization and efficient distribution of shared virtual sensors in sensor-cloud

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Sensor-cloud was introduced to create a cloud environment where a geographically distributed pool of sensors (physical or logical) and cloud resources can be shared between numerous applications. In addition, sensor-cloud hides the complexity and heterogeneity of underlying physical/logical sensors from applications. Based on the applications' requirements, the sensor-cloud creates virtual sensors that provide an abstract layer for applications to interact with real sensors through a model. Each virtual sensor abstracts one given real sensor. In this work, we focus mainly on the performance aspect of sensor-cloud infrastructure. In fact, since same data can be requested by applications, if the sensor-cloud allocates several real sensors and creates multiple virtual sensors to retrieve it, many resources will be wasted. To overcome this problem, we propose to share real and virtual sensors between different applications based on their requirements to minimize the network and system resources utilization. The proposed mechanism permits indeed to minimize the number of instantiated virtual sensors in the sensor-cloud, as well the traffic to/from the physical/logical sensors while achieving the QoS objectives of applications. The performed simulations, show that by adopting this strategy, a further optimization of resources within the sensor-cloud infrastructure is possible without compromising the requested QoS.

Original languageEnglish
Title of host publication2017 IEEE International Conference on Communications, ICC 2017
EditorsMerouane Debbah, David Gesbert, Abdelhamid Mellouk
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781467389990
DOIs
Publication statusPublished - 28 Jul 2017
Externally publishedYes
Event2017 IEEE International Conference on Communications, ICC 2017 - Paris, France
Duration: 21 May 201725 May 2017

Publication series

NameIEEE International Conference on Communications
ISSN (Print)1550-3607

Conference

Conference2017 IEEE International Conference on Communications, ICC 2017
Country/TerritoryFrance
CityParis
Period21/05/1725/05/17

Keywords

  • Optimization
  • QoS
  • Resources Allocation
  • Sensor-Cloud
  • Virtual Sensors

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