期刊文献+

一种基于MDS的无线传感器网络快速定位算法 被引量:16

MDS-Based Fast Localization Algorithm for Wireless Sensor Networks
下载PDF
导出
摘要 定位是无线传感器网络的重要问题.为了减少资源有限的传感器节点的响应时间和能量消耗,提出了Fast MDS-MAP算法.基于多维尺度分析(Multi-di mensional Scaling,MDS)的MDS-MAP定位算法虽有较好的精度,但计算量过高成为其运算速度瓶颈.针对此问题通过结合LMDS(Landmark MDS)算法,并加入对测距信息的利用策略后,该算法经Matlab仿真分析证明在达到所需定位精度的同时,充分利用了测距信息提高定位精度,显著提高了MDS-MAP的运算速度. Localization is the intrinsic issue in wireless sensor networks. The Fast MDS-MAP algorithm is proposed in order to mitigate the response latency and energy consumption of resource-constrained sensor nodes. Although the MDS (Multi-dimensional Scaling) based localization algorithm MDS-MAP has ideal accuracy, its high computational complexity becomes the bottleneck of the running speed. Inspired by LMDS (Landmark MDS) algorithm and the mechanism of using the calibration information, through the simulation analysis in Matlab, the proposed algorithm can achieve the required localization accuracy, utilize the calibrated pair-wise distance, and improve the running speed.
出处 《传感技术学报》 CAS CSCD 北大核心 2007年第10期2303-2307,共5页 Chinese Journal of Sensors and Actuators
基金 国家自然科学基金国际合作与交流项目资助(50620130441) 教育部新世纪优秀人才支持计划资助(NCET-05-0657)
关键词 无线传感器网络 定位 多维尺度分析 FAST MDS-MAP wireless sensor networks localization multi-dimensional scaling Fast MDS-MAP
  • 相关文献

参考文献8

  • 1于宁,万江文,吴银锋.无线传感器网络定位算法研究[J].传感技术学报,2007,20(1):187-192. 被引量:51
  • 2[3]Yi Shang,Ruml W.,Ying Zhang,et al.Localization from Mere Connectivity[C]// MobiHoc'03,Annapolis,Maryland,USA,2003:201-210.
  • 3[4]Yi Shang,Ruml W.Improved MDS-Based Localization[C]// INFOCOM'04,Hong Kong,China,2004:2640-2651.
  • 4[5]Cheung K W,So H C.A Multidimensional Scaling Framework for Mobile Location Using Time-of-Arrival Measurements[J].IEEE Transactions on signal processing,2005,53(2):460-570.
  • 5[6]Vin de Silva,Joshua B.Tenenbaum.Global Versus Local Methods in Nonlinear Dimensionality Reduction.Neural Information Processing Systems 15 (NIPS'02)[C]// Vancouver,Canada,2003:705-712.
  • 6[7]Vin de Silva,Joshua B.Tenenbaum.Sparse Multidimensional Scaling using Landmark Points[R].Technical Report CA 94305-2125,California:Stanford University,2004.
  • 7[8]Platt J C.FastMap,MetricMap,and Landmark MDS are all Nystrm Algorithms[C]// 10th International Workshop on Artificial Intelligence and Statistics,Barbados,2005:261-268.
  • 8[9]Bin Luo,Hancock E.R.Feature Matching with Procrustes Alignment and Graph Editing[C]// 7th International Conference on Image Processing and Its Applications,Manchester,UK,1999:72-76.

二级参考文献13

  • 1王福豹,史龙,任丰原.无线传感器网络中的自身定位系统和算法[J].软件学报,2005,16(5):857-868. 被引量:671
  • 2He Tian,Huang Chengdu,Blum B M.Range-Free Localization Schemes in Large Scale Sensor Networks[C].Proceedings of the 9th Annual International Conference on Mobile Computing and Networking,New York (NY,USA),2003:81-95.
  • 3Harter A,Hopper A,Steggles P.The Anatomy of a ContextAware Application[C].Proceedings of the Annual International Conference on Mobile Computing and Networking,1999:59-68.
  • 4Girod L,Estrin D.Robust Range Estimation Using Acoustic and Multimodal Sensing[C].IEEE International Conference on Intelligent Robots and Systems.2001,Vol.3:1312-1320.
  • 5Savvides A,Hah C-C,Srivastava MB.Dynamic Fine-Grained Localization in Ad-Hoc Networks of Sensors[C].Proceedings of the 7th Annual International Conference on Mobile Computing and Networking.Rome,2001:166-179.
  • 6Niculescu D,Nath B.Ad Hoc Positioning System(APS) Using AoA[C].Proceedings of the IEEE INFOCOM 2003.Vol.3:1734-1743.
  • 7Girod L,Bychovskiy V,Elson J.Locating Tiny Sensors in Time and Space:A case study[C].Proceedings of the 2002IEEE International Conference on Computer Design.Freiburg,2002:214-219.
  • 8Bahl P,Padmanabhan VN.RADAR:An in-building RF-based user location and tracking system[C].Proceedings of the IEEE INFOCOM 2000.Vol.2:775-784.
  • 9Hightower J,Boriello G,Want R.SpotON:An Indoor 3D Location Sensing Technology Based on RF Signal Strength[R].Technical Report UW CSE 2000-02-02,Seattle:Department of Computer Science and Engineering,University of Washington,2000.
  • 10N.Bulusu,J.Heidemann and D.Estrin.GPS-less Low Cost Outdoor Localization for Very Small Devices[J].IEEE Personal Communications Magazine,October 2000,7 (5):28-34.

共引文献50

同被引文献146

引证文献16

二级引证文献67

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部