A Data Fusion Algorithm Based on Clustering Technology

doi:10.3969/j.issn.1006-2475.2015.01.007

Abstract

Abstract: In view of the constraint of energy cost in wireless sensor network node and privacy of communication data, a data fusion algorithm based on clustering technology was proposed. The algorithm solves the delay of data communication by the clustering technology. To reduce the traffic of data and protect data privacy, we use a proper algorithm to select the head cluster and construct data fusion tree structure to fusion data within a cluster. Among clusters, mobile agent model is used to select the best route to improve communication efficiency. Experimental results show the DFACT algorithm can effectively reduce the energy cost of largescale wireless sensor network, enhance data security and prolong the network lifetime.

Key words: wireless sensor network, clustering, mobile agent, data fusion tree, network lifetime

CLC Number:

TP393

MAO Zhi-min, ZHENG Hong-yuan, DING Qiu-lin. A Data Fusion Algorithm Based on Clustering Technology[J]. Computer and Modernization, doi: 10.3969/j.issn.1006-2475.2015.01.007.

References

［1］杨庚,王安琪,陈正宇,等. 一种低耗能的数据融合隐私保护算法［J］. 计算机学报, 2011,34(5):792-800.
［2］Intanagonwiwat C, Govindan R, Estrin D. Directed diffusion: A scalable and robust communication paradigm for sensor networks［C］// Proceedings of the 6th Annual International Conference on Mobile Computing and Networking. 2000:56-67.
［3］杨庚,李森,陈正宇,等. 传感器网络中面向隐私保护的高精确度数据融合算法［J］. 计算机学报, 2013,36(1):189-200.
［4］周四望,林亚平,聂雅琳,等. 无线传感器网络中基于数据融合的移动代理曲线动态路由算法研究［J］. 计算机学报, 2007,30(6):894-904.
［5］Handy M J, Haase M, Timmermann D. Low energy adaptive clustering hierarchy with deterministic clusterhead selection［C］// Proceedings of the 4th IEEE International Conference on Mobile and Wireless Communications Networks. 2002:368-372.
［6］卢先领,王莹莹,王洪斌，等. 无线传感器网络能量均衡的非均匀分簇算法［J］. 计算机科学, 2013,40(5):78-81.
［7］Eschenauer L, Gligor V D. A keymanagement scheme for distributed sensor networks［C］// Proceedings of the 9th ACM Conference on Computer and Communications Security. 2002:41-47.
［8］Madden S, Franklin M J, Hellerstein J M. TAG: A tiny aggregation service for Adhoc sensor networks［C］// Proceedings of the 5th Symposium on Operating Systems Design and Implementation. 2002:131-146.
［9］Levis P, Lee N, Welsh M, et al. TOSSIM: Accurate and scalable simulation of entire TinyOS applications［C］// Proceedings of the 1st International Conference on Embedded Networked Sensor Systems. 2003:126-137.
［10］Shih E, Cho S H, Ickes N, et al. Physical layer driven protocol and algorithm design for energyefficient wireless sensor networks［C］// Proceedings of the 7th Annual ACM SIGMOBILE Conference on Mobile Computing and Networking. 2001:272-286.
［11］Soro S, Heinzelman W B. Prolonging the lifetime of wireless sensor networks via unequal clustering［C］// Proceedings of the 19th IEEE International Symposium on Parallel and Distributed Processing. 2005:236-244.
［12］Ye Mao, Li Chengfa, Chen Guihai, et al. EECS: An energy efficient clustering scheme in wireless sensor networks［C］// Proceedings of the 24th IEEE International Conference on Performance Computing and Communications. 2005:535-540.
［13］Voigt T, Ritter H, Schiller J, et al. Solaraware clustering in wireless sensor networks［C］// Proceedings of the 9th IEEE International Symposium on Computers and Communications. 2004:238-243.
［14］蒋畅江,石为人,唐贤伦,等. 能量均衡的无线传感器网络非均匀分簇路由协议［J］. 软件学报, 2012,23(5):1222-1232.

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