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基于参考位置指纹离散程度的WKNN定位方法 被引量:4
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作者 赵芳 《沈阳工业大学学报》 EI CAS 北大核心 2021年第2期203-207,共5页
针对目前在室内复杂环境内Wi-Fi无线接入点位置指纹定位精度低且不同位置时定位精度波动较大等问题,提出了基于参考位置指纹离散程度的WKNN定位方法.构建初始位置指纹数据库,基于K-means算法完成数据聚类.采用DD-WKNN指纹定位算法选取与... 针对目前在室内复杂环境内Wi-Fi无线接入点位置指纹定位精度低且不同位置时定位精度波动较大等问题,提出了基于参考位置指纹离散程度的WKNN定位方法.构建初始位置指纹数据库,基于K-means算法完成数据聚类.采用DD-WKNN指纹定位算法选取与RSSI值欧氏距离最相近的指纹数据,根据离散程度估算参考权重的权值,完成归一化加权求和,估测得到待测位置的坐标.结果表明,该算法有效提高了定位精度,同时误差波动较小,实用性较强. 展开更多
关键词 无线网络节点定位 指纹定位 位置服务 无线定位技术 离散程度 K-MEANS算法 数据聚类 WKNN定位
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Design and performance analysis of wireless sensor network location node system for underground mine 被引量:10
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作者 CHEN Guang-zhu SHEN Chun-feng ZHOU Li-juan 《Mining Science and Technology》 EI CAS 2009年第6期813-818,共6页
Aiming at the application of a wireless sensor network to locating miners in underground mine,we design a wireless sensor network location node system,considering the communication performance and the intrinsic safety... Aiming at the application of a wireless sensor network to locating miners in underground mine,we design a wireless sensor network location node system,considering the communication performance and the intrinsic safety. The location node system consists of a mobile node,several fixed nodes,and a sink node,all of whose circuits were designed based on CC2430. A varistor and a RC circuit were used in the reset circuit of a sensor node to guarantee the intrinsic safety by reducing discharge energy,the theoretical analysis of the discharge energy shows that the reset circuit is an intrinsic safety one. The analysis and simulation about the performance of the location node system are discussed,such as network communication delay and packet loss rate,the results show that the highest network communication delay of the system is about 0.11 seconds,and the highest packet loss rate is about 0.13,which assures the location node system has a high reliability,and can locate miners in the underground mine. 展开更多
关键词 wireless sensor network location node network communication delay packet loss rate
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An Iterative Clustering-Based Localization Algorithm for Wireless Sensor Networks 被引量:1
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作者 罗海勇 李慧 +1 位作者 赵方 彭金华 《China Communications》 SCIE CSCD 2011年第1期58-64,共7页
In wireless sensor networks,node localization is a fundamental middleware service.In this paper,a robust and accurate localization algorithm is proposed,which uses a novel iterative clustering model to obtain the most... In wireless sensor networks,node localization is a fundamental middleware service.In this paper,a robust and accurate localization algorithm is proposed,which uses a novel iterative clustering model to obtain the most representative intersection points between every two circles and use them to estimate the position of unknown nodes.Simulation results demonstrate that the proposed algorithm outperforms other localization schemes (such as Min-Max,etc.) in accuracy,scalability and gross error tolerance. 展开更多
关键词 wireless sensor network node localization iterative clustering model
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Improved Algorithm for Distributed Localization in Wireless Sensor Networks 被引量:3
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作者 钟幼平 匡兴红 黄佩伟 《Journal of Shanghai Jiaotong university(Science)》 EI 2010年第1期64-69,共6页
Many sensor network applications require location awareness,but it is often too expensive to equip a global positioning system(GPS) receiver for each network node.Hence,localization schemes for sensor networks typical... Many sensor network applications require location awareness,but it is often too expensive to equip a global positioning system(GPS) receiver for each network node.Hence,localization schemes for sensor networks typically use a small number of seed nodes that know their locations and protocols whereby other nodes estimate their locations from the messages they receive.For the inherent shortcomings of general particle filter(the sequential Monte Carlo method) this paper introduces particle swarm optimization and weighted centroid algorithm to optimize it.Based on improvement a distributed localization algorithm named WC-IPF(weighted centroid algorithm improved particle filter) has been proposed for localization.In this localization scheme the initial estimate position can be acquired by weighted centroid algorithm.Then the accurate position can be gotten via improved particle filter recursively.The extend simulation results show that the proposed algorithm is efficient for most condition. 展开更多
关键词 wireless sensor network node localization particle filter particle swarm optimization weighted centroid algorithm
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An efficient range-free localization algorithm for wireless sensor networks 被引量:13
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作者 HE QinBin CHEN FangYue +2 位作者 CAI ShuiMing HAO JunJun LIU ZengRong 《Science China(Technological Sciences)》 SCIE EI CAS 2011年第5期1053-1060,共8页
Node positioning is a fundamental problem in applications of wireless sensor networks (WSNs). In this paper, a new range-free algorithm, called spring swarm localization algorithm (SSLA), is proposed for positioning W... Node positioning is a fundamental problem in applications of wireless sensor networks (WSNs). In this paper, a new range-free algorithm, called spring swarm localization algorithm (SSLA), is proposed for positioning WSNs. To determine the locations of sensor nodes, the proposed algorithm uses network topology information and a small fraction of sensor nodes which know their locations. Numerical simulations show that high positioning accuracy can be obtained by using the algorithm. Some examples are given to illustrate the effectiveness of the algorithm. 展开更多
关键词 wireless sensor networks LOCALIZATION spring swarm localization algorithm range-based RANGE-FREE node-link structure
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