期刊文献+

三维水声传感器网络中数据流的突发检测算法

Burst detection algorithm for data streams in three dimensional under water acoustic sensor networks
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摘要 针对三维水声传感器网络中数据流突发检测的多源性和异质性,对描述突发异常的特征和属性进行形式化定义和建模;然后,提出一种基于进化博弈论的突发检测算法,通过滑动窗口大小的优化选择与配置提高突发检测模型的处理速度与检测性能。仿真实验结果表明,基于进化博弈论的突发检测算法在数据分布、突发概率或者最大滑动窗口大小相同的情况下,处理时间少于传统的突发检测算法。 Considering the multi-sourcing and heterogeneous data streams in three Dimensional UnderWater Acoustic Sensor Networks(3D UWASN),this paper gave out a formalized definition and modeling for describing the characters and attributes of burst and presented an evolutionary game theory based burst detection algorithm for reducing processing time and improving detection performance through the optimization selection in the size of slide window.The simulations demonstrate that the burst detection algorithm consumes less processing time than traditional algorithms under the same conditions of data distribution,burst probability or maximum slide window size.
作者 徐明 刘广钟
出处 《计算机应用》 CSCD 北大核心 2012年第12期3544-3547,共4页 journal of Computer Applications
基金 上海市科学技术委员会浦江人才计划项目(11PJ1404300) 上海市教委科研创新重点项目(12ZZ151) 上海市智能信息处理重点实验室开放课题(IIPL-2011-008) 上海海事大学科研基金资助项目(20110049)
关键词 水声传感器网络 三维 进化博弈论 突发检测 UnderWater Acoustic Sensor Network(UWASN) three dimensional evolutionary game theory burst detection
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参考文献15

  • 1HE D, PARKER D. Topic dynamics: an alternative model of bursts in streams of topics[ C]// Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining.Washington, DC: IEEE Computer Society, 2010:443-452.
  • 2SUN A, ZENG D D, CHEN H, et al. Burst detection from multiple data streams: a network-based approach [ J]. IEEE Transactions on Systems, Man, and Cybernetics, 2010, 40(3): 258-267.
  • 3秦首科,钱卫宁,周傲英.基于分形技术的数据流突变检测算法[J].软件学报,2006,17(9):1969-1979. 被引量:12
  • 4ZHU Y , SHASHA D . Efficient elastic burst detection in data streams[ C]//SIGKDD 2003: Proceedings of the 9th ACM Interna- tional Conference on Knowledge Discovery and Data Mining. Wash- ington, DC: IEEE Computer Society, 2003:336-345.
  • 5LERNER A, SHASHA D, WANG Z, et al. Fast algorithms for time series with applications to finance, physics, music, biology, and other suspects[ C]//SIGMOD 2004: Proceedings of the 2004 ACM International Conference on Management of Data. New York: ACM, 2004:965-968.
  • 6ZHANG X, SHASHA D. Better burst detection[ C]// ICDE 2006: Proceedings of the 22nd International Conference on Data Engineer- ing. Washington, DC: IEEE Computer Society, 2006:146-150.
  • 7黄渊凌,路友荣,袁强.基于平均似然比的鲁棒性突发检测[J].电子与信息学报,2010,32(2):345-349. 被引量:6
  • 8SINGH L, SAYAL M. Privately detecting bursts in streaming, dis- tributed time series data [ J]. Data and Knowledge Engineering, 2009, 68(6): 509-530.
  • 9朱维军.基于迁移小波树的突发检测分析[J].中国科技信息,2010(6):36-38. 被引量:2
  • 10TEYMORIAN A, CHENG W, MA L. 3D underwater sensor network localization[ J]. IEEE Transactions on Mobile Computing, 2009, 8 (12) : 1610-1621.

二级参考文献18

  • 1金澈清,钱卫宁,周傲英.流数据分析与管理综述[J].软件学报,2004,15(8):1172-1181. 被引量:161
  • 2李建中,郭龙江,张冬冬,王伟平.数据流上的预测聚集查询处理算法[J].软件学报,2005,16(7):1252-1261. 被引量:24
  • 3张雅琴,李鸥.面向安全设备的网络安全管理平台[J].微计算机信息,2006,22(09X):119-121. 被引量:3
  • 4Massey J L. Optimum frame synchronization [J]. IEEE Transactions on Communications, 1972, 20(1): 115-119.
  • 5Marco C and Maria G M. On sequential frame synchronization in AWGN channels [J]. IEEE Transactions on Communicatious, 2006, 54(2): 339-348.
  • 6Marco C and Maria G M. Analysis of optimum frame synchronization based on periodically embedded sync words [J]. IEEE Transactions on Communications, 2007, 55(11): 2056-2060.
  • 7Watcharapan S, Marco C, and Moe Z W. Frame synchronization for variable-length packets [J]. IEEE Journal on Selected Areas in Communications, 2008, 26(1): 52-69.
  • 8Venkat C, Aslan T, and Gregory W. Optimal sequential frame synchronization [J]. IEEE Transactions on Information Theory, 2008, 54(8): 3725-3728.
  • 9Jerome A G, Michael P F, and James V K. Optimum and suboptimum frame synchronization for pilot-symbol-assisted modulation [J]. IEEE Transactions on Communications, 1997, 45(10): 1327-1337.
  • 10Choi Z Y and Lee Y H. Frame synchronization in the presence of frequency offset [J]. IEEE Transactions on Communications, 2002, 50(7): 1062-1065.

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