Computer Science ›› 2015, Vol. 42 ›› Issue (11): 158-163.doi: 10.11896/j.issn.1002-137X.2015.11.033

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Forest Fire Monitoring Algorithm Based on Wireless Sensor Network Data Fusion

LIU Yong-xing, ZHAO Juan-juan and CHANG Xiao-min   

  • Online:2018-11-14 Published:2018-11-14

Abstract: Aiming at the existing problems in the application of wireless sensor networks in forest fire monitoring,we proposed a hierarchical clustering data fusion algorithm.In-cluster sensor node uses the weighted average method to achieve data-level fusion of the raw data,which reduces the redundancy of raw data and the traffic from the in-cluster sensor nodes to the cluster head node.Then,we established a D-S evidence theory based recognition framework in the cluster head node.Through the decision-level fusion of the feedback signal of the cluster members,the recognition accuracy of fire event and robustness of the network are improved.The experimental results show that the algorithm can effectively eliminate redundant data in wireless sensor networks,and it can work correctly in the case that the number of faulty nodes does not exceed 40% of the total number of nodes.

Key words: Forest fire monitoring,Wireless sensor network,Data fusion,Weighted average method,D-S evidence theory

[1] 唐勇,周明天,张欣.无线传感器网络路由协议研究进展[J].软件学报,2006,17(3):410-421 Tang Yong,Zhou Ming-tian,Zhang Xin.Overview of Routing Protocols in Wireless Sensor Networks[J].Journal of Software,2006,17(3):410-421
[2] Lu Chen-yang,Blum B M,Abdelzaher T F,et al.RAP:A Real-Time Communication Architecture for Large-Scale Wireless Sensor Networks[C]∥Proceedings of Real-Time and Embedded Technology and Applications Symposium,2002.Eighth IEEE,2002:55-66
[3] 王沁,李翀,万亚东,等.实时管理约束下节点级低功耗数据融合技术[J].通信学报,2008,29(11):220-226 Wang Qin,Li Chong,Wan Ya-dong,et al.Low power data fusion for sensor node constrained by real time management in WSN[J].Journal of Communications,2008,29(11):220-226
[4] Gupta V,Pandey R.Data fusion and topology control in wireless sensor networks[J].Wseas Transactions on Signal Processing,2007,4(4):150-172
[5] Chen M M,Majidi C,Doolin D M,et al.Design and Construction of a Wildfire Instrumentation System Using Networked Sensors[J/OL].http://firebug.sourceforge.net
[6] Fok C-L,Roman G,Lu Chen-yang.Mobile agent middleware for sensor networks:An application case study[C]∥Fourth International Symposium on Information Processing in Sensor Networks,2005(IPSN 2005).IEEE,2005:382-387
[7] Trevis L,El-Sheimy N.The Development of a Real-Time Forest Fire Monitoring and management System[C]∥Proceedings of the 20th Congress of International Society for Pnotogrammetry and Remote Sensing.2004:1-6
[8] Chen M M,Majidi C,Doolin D M,et al.Design and construction of a wildfire instrumentation system using networked sensors.http://firebug.sourceforge.net/publication.php
[9] Zervas E,Mpimpoudis A,Anagnostopoulos C,et al.Multisensor data fusion for fire detection[J].Information Fusion,2011,12(3):150-159
[10] Gupta V,Pandey R.Data fusion and topology control in wireless sensor networks[C]∥5th International Conference on Applied Electromagnetics,Wireless and Optical Communications.Puerto de la Cruz,SPAIN,2007:135-140
[11] Tan Rui,Xing Guo-liang,Liu Ben-yuan,et al.Exploiting DataFusion to Improve the Coverage of Wireless Sensor Networks[J].IEEE-ACM Transactions on Networking,2012,20(2):157-168
[12] Elson J,Rmer K.Wireless sensor networks:A new regime for time synchronization[C]∥Proceedings of the 1st Workshop on Hot Topics in Networks(HotNets-1).Princeton Univ,Princeton,2003,33(1):149-154
[13] Fang Jun,Li Hong-bin.Power Constrained Distributed Estimation with Cluster-Based Sensor Collaboration[J].IEEE Transactions on Wireless Communications,2009,8(7):3822-3832
[14] 康健,左宪章,唐力伟,等.无线传感器网络数据融合技术[J].计算机科学,2010,37(4):31-35 Kang Jian,Zuo Xian-zhang,Tang Li-wei,et al.Survey on Data Aggregation of Wireless Sensor Networks[J].Computer Science,2010,37(4):31-35
[15] Luo Hong,Tao Hui-xiang,Ma Hua-dong,et al.Data fusion with desired reliability in wireless sensor networks[J].IEEE Transactions on Parallel and Distributed Systems,2011,22(3):501-513
[16] Nassar M O,Kanaan G,Awad H A H.Framework for Analysis and Improvement of Data-fusion Algorithms[C]∥2010 The 2nd IEEE International Conference on Information Management and Engineering (ICIME).2010:379-382
[17] 焦竹青,熊伟丽,张林,等.基于接近度的多传感器数据融合方法研究[J].压电与声光,2009,31(5):771-774 Jiao Zhu-qing,Xiong Wei-li,Zhang Lin,et al.Study on Multi-sensor Data Fusion Based on Approach Degree[J].Piezoelectrics & Acoustooptics,2009,31(5):771-774
[18] 宿陆,李全龙,徐晓飞,等.基于D-S证据理论的传感器网络数据融合算法[J].小型微型计算机系统,2006,27(7):1321-1325 Su Lu,Li Quan-long,Xu Xiao-fei,et al.Data Fusion Algorithm for Sensor Network Based on D-S Evidence Theory[J].Mini-Micro Systems,2006,27(7):1321-1325
[19] Nakamura E F,Loureiro A A F,Frery A C.Information fusion for wireless sensor networks:Methods,models,and classifications[J].ACM Computing Surveys,2007,9(3):9
[20] 朱大奇,于盛林.基于D-S证据理论的数据融合算法及其在电路故障诊断中的应用[J].电子学报,2002,30(2):153-155 Zhu Da-qi,Yu Sheng-lin.Data Fusion Algorithm Based on D-S Evidential Theory and Its Application for Circuit Fault Diagnosis[J].Acta Electronica Sinica,2002,30(2):153-155
[21] Wang H,Zhang Y,Meng L,et al.The research of fire detector based on information fusion technology[C]∥2011 International Conference on Electronic and Mechanical Engineering and Information Technology (EMEIT).IEEE,2011:3678-3681
[22] Ghiasi S,Srivastava A,Yang Xiao-jian,et al.Optimal EnergyAware Clustering in Sensor Networks[J].Sensors,2002,2(7):258-269
[23] Beynon M,Curry B,Morgan P.The Dempster -Shafer theory of evidence:an alternative approach to multicriteria decision modelling[J].Omega,2000,28(1):37-50

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