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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Format: | Article |
Language: | English |
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Wiley
2014-03-01
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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 |
work_keys_str_mv | AT inyongjung hadoopbaseddistributedsensornodemanagementsystem AT kihyunkim hadoopbaseddistributedsensornodemanagementsystem AT byongjohnhan hadoopbaseddistributedsensornodemanagementsystem AT changsungjeong hadoopbaseddistributedsensornodemanagementsystem |