Node Selection Algorithms with Data Accuracy Guarantee in Service-Oriented Wireless Sensor Networks

The service-oriented architecture is considered as a new emerging trend for the future of wireless sensor networks in which different types of sensors can be deployed in the same area to support various service requirements. The accuracy of the sensed data is one of the key criterions because it is...

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Main Authors: Hongju Cheng, Ronglie Guo, Yuzhong Chen
Format: Article
Language:English
Published: Hindawi - SAGE Publishing 2013-04-01
Series:International Journal of Distributed Sensor Networks
Online Access:https://doi.org/10.1155/2013/527965
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author Hongju Cheng
Ronglie Guo
Yuzhong Chen
author_facet Hongju Cheng
Ronglie Guo
Yuzhong Chen
author_sort Hongju Cheng
collection DOAJ
description The service-oriented architecture is considered as a new emerging trend for the future of wireless sensor networks in which different types of sensors can be deployed in the same area to support various service requirements. The accuracy of the sensed data is one of the key criterions because it is generally a noisy version of the physical phenomenon. In this paper, we study the node selection problem with data accuracy guarantee in service-oriented wireless sensor networks. We exploit the spatial correlation between the service data and aim at selecting minimum number of nodes to provide services with data accuracy guaranteed. Firstly, we have formulated this problem into an integer nonlinear programming problem to illustrate its NP-hard property. Secondarily, we have proposed two heuristic algorithms, namely, Separate Selection Algorithm (SSA) and Combined Selection Algorithm (CSA). The SSA is designed to select nodes for each service in a separate way, and the CSA is designed to select nodes according to their contribution increment. Finally, we compare the performance of the proposed algorithms with extended simulations. The results show that CSA has better performance compared with SSA.
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spelling doaj.art-b504d5f1f3d44248b78da677dd4664f72023-09-02T23:45:42ZengHindawi - SAGE PublishingInternational Journal of Distributed Sensor Networks1550-14772013-04-01910.1155/2013/527965Node Selection Algorithms with Data Accuracy Guarantee in Service-Oriented Wireless Sensor NetworksHongju ChengRonglie GuoYuzhong ChenThe service-oriented architecture is considered as a new emerging trend for the future of wireless sensor networks in which different types of sensors can be deployed in the same area to support various service requirements. The accuracy of the sensed data is one of the key criterions because it is generally a noisy version of the physical phenomenon. In this paper, we study the node selection problem with data accuracy guarantee in service-oriented wireless sensor networks. We exploit the spatial correlation between the service data and aim at selecting minimum number of nodes to provide services with data accuracy guaranteed. Firstly, we have formulated this problem into an integer nonlinear programming problem to illustrate its NP-hard property. Secondarily, we have proposed two heuristic algorithms, namely, Separate Selection Algorithm (SSA) and Combined Selection Algorithm (CSA). The SSA is designed to select nodes for each service in a separate way, and the CSA is designed to select nodes according to their contribution increment. Finally, we compare the performance of the proposed algorithms with extended simulations. The results show that CSA has better performance compared with SSA.https://doi.org/10.1155/2013/527965
spellingShingle Hongju Cheng
Ronglie Guo
Yuzhong Chen
Node Selection Algorithms with Data Accuracy Guarantee in Service-Oriented Wireless Sensor Networks
International Journal of Distributed Sensor Networks
title Node Selection Algorithms with Data Accuracy Guarantee in Service-Oriented Wireless Sensor Networks
title_full Node Selection Algorithms with Data Accuracy Guarantee in Service-Oriented Wireless Sensor Networks
title_fullStr Node Selection Algorithms with Data Accuracy Guarantee in Service-Oriented Wireless Sensor Networks
title_full_unstemmed Node Selection Algorithms with Data Accuracy Guarantee in Service-Oriented Wireless Sensor Networks
title_short Node Selection Algorithms with Data Accuracy Guarantee in Service-Oriented Wireless Sensor Networks
title_sort node selection algorithms with data accuracy guarantee in service oriented wireless sensor networks
url https://doi.org/10.1155/2013/527965
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AT ronglieguo nodeselectionalgorithmswithdataaccuracyguaranteeinserviceorientedwirelesssensornetworks
AT yuzhongchen nodeselectionalgorithmswithdataaccuracyguaranteeinserviceorientedwirelesssensornetworks