Hadoop-Based Distributed Sensor Node Management System

We present a new architecture of HDSM (Hadoop-based distributed sensor node management system) for distributed sensor node management using Hadoop mapreduce framework and distributed file system (DFS). It offers various efficient ways for collecting sensor data and managing multiple sensor nodes by...

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Main Authors: In-Yong Jung, Ki-Hyun Kim, Byong-John Han, Chang-Sung Jeong
Format: Article
Language:English
Published: Wiley 2014-03-01
Series:International Journal of Distributed Sensor Networks
Online Access:https://doi.org/10.1155/2014/601868
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author In-Yong Jung
Ki-Hyun Kim
Byong-John Han
Chang-Sung Jeong
author_facet In-Yong Jung
Ki-Hyun Kim
Byong-John Han
Chang-Sung Jeong
author_sort In-Yong Jung
collection DOAJ
description We present a new architecture of HDSM (Hadoop-based distributed sensor node management system) for distributed sensor node management using Hadoop mapreduce framework and distributed file system (DFS). It offers various efficient ways for collecting sensor data and managing multiple sensor nodes by launching specific mapreduce applications on sensor nodes which upload data of sensor nodes to DFS and retrieve sensor data periodically from DFS. Additionally, it provides a flexible management scheme for sensor node by reconfiguring firmware or updating configurations and data formats of sensor nodes based on mapreduce framework. Also, it achieves a transparent and fault-tolerant architecture by exploiting various crucial features of Hadoop. Our experimental results show that it has efficient and stable performance.
format Article
id doaj-art-f3580153ab1d4371b6b1535d97534433
institution Kabale University
issn 1550-1477
language English
publishDate 2014-03-01
publisher Wiley
record_format Article
series International Journal of Distributed Sensor Networks
spelling doaj-art-f3580153ab1d4371b6b1535d975344332025-02-03T06:43:17ZengWileyInternational Journal of Distributed Sensor Networks1550-14772014-03-011010.1155/2014/601868601868Hadoop-Based Distributed Sensor Node Management SystemIn-Yong JungKi-Hyun KimByong-John HanChang-Sung JeongWe present a new architecture of HDSM (Hadoop-based distributed sensor node management system) for distributed sensor node management using Hadoop mapreduce framework and distributed file system (DFS). It offers various efficient ways for collecting sensor data and managing multiple sensor nodes by launching specific mapreduce applications on sensor nodes which upload data of sensor nodes to DFS and retrieve sensor data periodically from DFS. Additionally, it provides a flexible management scheme for sensor node by reconfiguring firmware or updating configurations and data formats of sensor nodes based on mapreduce framework. Also, it achieves a transparent and fault-tolerant architecture by exploiting various crucial features of Hadoop. Our experimental results show that it has efficient and stable performance.https://doi.org/10.1155/2014/601868
spellingShingle In-Yong Jung
Ki-Hyun Kim
Byong-John Han
Chang-Sung Jeong
Hadoop-Based Distributed Sensor Node Management System
International Journal of Distributed Sensor Networks
title Hadoop-Based Distributed Sensor Node Management System
title_full Hadoop-Based Distributed Sensor Node Management System
title_fullStr Hadoop-Based Distributed Sensor Node Management System
title_full_unstemmed Hadoop-Based Distributed Sensor Node Management System
title_short Hadoop-Based Distributed Sensor Node Management System
title_sort hadoop based distributed sensor node management system
url https://doi.org/10.1155/2014/601868
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AT kihyunkim hadoopbaseddistributedsensornodemanagementsystem
AT byongjohnhan hadoopbaseddistributedsensornodemanagementsystem
AT changsungjeong hadoopbaseddistributedsensornodemanagementsystem