| An improved WSN data integration scheme base on BP neural network |
| Shao, Youwei
|
| 2016
|
| 发表期刊 | International Journal of Future Generation Communication and Networking
 |
| ISSN | 2233-7857
|
| EISSN | 2207-9645
|
| 卷号 | 9期号:9页码:279-288 |
| 摘要 | In forest fire monitoring, in order to achieve the goal of reducing a large number of invalid and redundant data in wireless sensor network, improving the convergence rate of the wireless sensor network, prolonging the life cycle of nodes, improving the accuracy of fire report, this paper proposed an improved data integration method based on BP neural network. Data generated by various sensors can be integrated on the nodes with this method, the convergence speed of BP neural network can be improved by reference of real-time processing capacity of the node, and thus the energy consumption was reduced to a great extent. The experimental results showed that the proposed method can be well applied in fire monitoring sensor network, the monitoring accuracy was improved and the energy consumption of nodes was reduced, the capacity of wireless sensor network for forest fire monitoring was increased significantly. © 2016 SERSC. |
| 关键词 | Data integration
Deforestation
Energy utilization
Fire hazards
Fires
Forestry
Life cycle
Neural networks
Sensor nodes
BP neural networks
Convergence rates
Convergence speed
Forest fire monitoring
Integration method
Integration scheme
Monitoring accuracy
Realtime processing
|
| DOI | 10.14257/ijfgcn.2016.9.9.25
|
| 收录类别 | EI
; ESCI
|
| 语种 | 英语
|
| WOS研究方向 | Telecommunications
|
| WOS类目 | Telecommunications
|
| WOS记录号 | WOS:000389144200025
|
| 出版者 | Science and Engineering Research Support Society
|
| EI入藏号 | 20164102888135
|
| EI分类号 | 525.3 Energy Utilization
; 722 Computer Systems and Equipment
; 722.3 Data Communication, Equipment and Techniques
; 723.2 Data Processing and Image Processing
; 914.2 Fires and Fire Protection
|
| 原始文献类型 | Journal article (JA)
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| 出版地 | TASMANIA
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| 引用统计 |
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| 文献类型 | 期刊论文
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| 条目标识符 | https://ir.cqcet.edu.cn/handle/39TD4454/3007
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| 专题 | 重庆电子科技职业大学
|
| 作者单位 | School of Applied Electronics, Chongqing College of Electronic Engineering, Chongqing, China
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| 第一作者单位 | 重庆电子科技职业大学
|
推荐引用方式
GB/T 7714 |
Shao, Youwei. An improved WSN data integration scheme base on BP neural network[J].
International Journal of Future Generation Communication and Networking,2016,9(9):279-288.
|
| APA |
Shao, Youwei.(2016).An improved WSN data integration scheme base on BP neural network.International Journal of Future Generation Communication and Networking,9(9),279-288.
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| MLA |
Shao, Youwei."An improved WSN data integration scheme base on BP neural network".International Journal of Future Generation Communication and Networking 9.9(2016):279-288.
|
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