全部 标题 作者
关键词 摘要

OALib Journal期刊
ISSN: 2333-9721
费用:99美元

查看量下载量

相关文章

更多...

基于无线传感器网络和线性神经网络的事件边界检测方法*

DOI: 10.16451/j.cnki.issn1003-6059.201504011, PP. 377-384

Keywords: 无线传感器网络(WSN),线性神经网络,异常检测,事件边界检测

Full-Text   Cite this paper   Add to My Lib

Abstract:

环境监测是无线传感器网络的典型应用,事件边界检测是其中的重要内容.文中首先建立无线传感器网络数据的时空模型,提出基于线性神经网络的事件边界检测方法.该方法利用传感器数据流的时间相关性,基于线性神经网络预测与验证数据流,并确定异常数据集合.在此基础上,根据传感器节点之间的空间相关性进行事件边界检测,不仅可识别故障节点,而且能识别事件边界节点,从而准确估算事件发生的区域位置与大小.理论分析及实验表明,文中方法在获得较高的故障节点和事件边界节点的检测准确率的同时,保持较低的误判率.

References

[1]  Krishnamachari B, Iyengar S. Distributed Bayesian Algorithms for Fault-Tolerant Event Region Detection in Wireless Sensor Network.Trans on Computers, 2004, 53(3): 241-250
[2]  Meng J, Li H S, Han Z. Sparse Event Detection in Wireless Sensor Networks Using Compressive Sensing // Proc of the 43rd Annual Conference on Information Sciences and Systems. Baltimore, USA, 2009: 181-185
[3]  Jain A K, Khare A, Pandey K K. Developing an Efficient Framework for Real Time Monitoring of Forest Fire Using Wireless Sensor Network // Proc of the 2ndInternational Conference on Parallel Distributed and Grid Computing. Solan, India, 2012: 811-815
[4]  Zhang Y, Meratnia N, Havinga P. Outlier Detection Techniques for Wireless Sensor Networks: A Survey.Communications Surveys and Tutorials, 2010, 12(2): 159-170
[5]  Segal M L, Antonio F P, Elam S, et al. Method and Apparatus for Automatic Event Detection in a Wireless Communication System: USA, US6124810 A. 2000-09-15
[6]  Vu C T, Beyah R A, Li Y S. Composite Event Detection in Wireless Sensor Networks // Proc of theInternational Conference on Performance, Computing and Communications. New Orleans, USA, 2007: 264-271
[7]  Werner-Allen G, Lorincz K, Ruiz M, et al. Deploying a Wireless Sensor Network on an Active Volcano.Internet Computing, 2006, 10(2): 18-25
[8]  Bahrepour M, Meratnia N, Havinga P J M. Automatic Fire Detection: A Survey from Wireless Sensor Network Perspective. Technical Report, TR-CTIT-08-73. Enschede, The Netherlands: University of Twente, 2008
[9]  Ding M, Chen D C, Xing K, et al. Localized Fault-Tolerant Event Boundary Detection in Sensor Networks // Proc of the 24th Annual Joint Conference of theComputer and Communications Societies. Miami, USA, 2005, II: 902-913
[10]  Duh D R, Li S P, Cheng V W. Distributed Fault-Tolerant Event Region Detection of Wireless Sensor Networks[EB/OL]. [2014-06-20]. http://www.hindawi.com/journals/ijdsn/2013/160523
[11]  Zhou C H, Chen B, Gao Y, et al. A Technique of Filtering Dirty Data Based on Temporal-Spatial Correlation in Wireless Sensor Network // Proc of the 3rd International Conference on Environmental Science and Information Application Technology. Beijing, China, 2011, X: 511-516
[12]  Luo X W, Dong M, Huang Y L. On Distributed Fault-Tolerant Detection in Wireless Sensor Networks.Trans on Computers, 2006, 55(1): 58-70
[13]  Martincic F, Schwiebert L. Distributed Event Detection in Sensor Networks // Proc of the International Conference on Systems and Networks Communications. Tahiti, France, 2006: 43-48
[14]  Cao D L, Cao J N, Jin B H. A Fault-Tolerant Algorithm for Event Region Detection in Wireless Sensor Networks. Chinese Journal of Computers, 2007, 30(10): 1770-1776 (in Chinese)(曹冬磊,曹建农,金蓓弘.一种无线传感器网络中事件区域检测的容错算法.计算机学报, 2007, 30(10): 1770-1776)
[15]  Li G D, Sun Y G, Liu L P, et al. Distributed Fault-Tolerant Event Boundary Detection in Wireless Sensor Networks. Computer Engineering and Applications, 2009, 45(17): 28-32 (in Chinese)(李桂丹,孙雨耕,刘丽萍,等.分布式无线传感器网络容错事件边界检测.计算机工程与应用, 2009, 45(17): 28-32)
[16]  Ren Q Q, Li J Z, Cheng S Y. Fault-Tolerant Event Monitoring in Wireless Sensor Networks. Chinese Journal of Computers, 2012, 35(3): 581-590 (in Chinese)(任倩倩,李建中,程思遥.无线传感器网络中可容错的事件监测算法.计算机学报, 2012, 35(3): 581-590)
[17]  Zhang S K, Wang Y H, Cui Z M. et al. Event Region Fault-Tole-rant Detection Algorithm Based on Aggregation Tree. Journal on Communications, 2010, 31(9): 74-87 (in Chinese)(张书奎,王宜怀,崔志明,等.基于融合树的事件区域检测容错算法.通信学报, 2010, 31(9): 74-87)
[18]  Peng S L, Li Z H, Chen Q, et al. Complex Event Processing over Live Archived Data Streams. Chinese Journal of Computers, 2012, 35(3): 540-554 (in Chinese)(彭商濂,李战怀,陈 群,等.在线-离线数据流上复杂事件检测.计算机学报, 2012, 35(3): 540-554)
[19]  Bahrepour M, Meratnia N, Havinga P J M. Use of AI Techniques for Residential Fire Detection in Wireless Sensor Networks // Proc of the 5th IFIP Conference on Artificial Intelligence Applications and Innovations. Thessaloniki, Greece, 2009: 311-321
[20]  Bahrepour M, Meratnia N, Havinga P J M. Fast and Accurate Re-sidential Fire Detection Using Wireless Sensor Networks. Environmental Engineering and Management Journal, 2010, 9(2): 215-221
[21]  Moustapha A I, Selmic R R. Wireless Sensor Network Modeling Using Modified Recurrent Neural Networks: Application to Fault Detection.Trans on Instrumentation and Measurement, 2008, 57(5): 981-988

Full-Text

Contact Us

service@oalib.com

QQ:3279437679

WhatsApp +8615387084133