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一种基于链路质量差值的无线传感器网络定位方法 被引量:3
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作者 沙超 王汝传 +1 位作者 黄海平 孙力娟 《南京邮电大学学报(自然科学版)》 2010年第3期58-64,69,共8页
针对基于测距的定位方法误差较大的缺陷,提出一种基于链路质量差值的节点定位方法。通过邻居信标节点的交互,获取相应的路径损耗因子,并根据信标节点和待定位节点间的不同链路质量值之差,利用极大似然估计实现低复杂度高精度定位。仿真... 针对基于测距的定位方法误差较大的缺陷,提出一种基于链路质量差值的节点定位方法。通过邻居信标节点的交互,获取相应的路径损耗因子,并根据信标节点和待定位节点间的不同链路质量值之差,利用极大似然估计实现低复杂度高精度定位。仿真结果表明,该方法同RSSI和DV-HOP等定位方法相比,具有较高的定位精度和定位成功率。 展开更多
关键词 无线传感器网络定位 路径损耗因子 链路质量指示
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一种求解无线传感器网络定位问题的改进状态转移算法 被引量:1
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作者 王小荣 彭炫 +1 位作者 李建军 张海 《科学技术创新》 2022年第13期65-70,共6页
基本状态转移算法求解一些高维复杂优化问题时,局部搜索能力较差,收敛速度慢。针对这一缺陷,本文提出了一种改进的状态转移算法。所提算法在最优算子参数选择的基础上,首先采用二次插值技术替换平移算子来提高局部开发能力,其次采用随... 基本状态转移算法求解一些高维复杂优化问题时,局部搜索能力较差,收敛速度慢。针对这一缺陷,本文提出了一种改进的状态转移算法。所提算法在最优算子参数选择的基础上,首先采用二次插值技术替换平移算子来提高局部开发能力,其次采用随机变异策略来增加算法跳出局部最优解的概率。最后采用基于梯度的技术对算法进行加强,进一步提高算法后期的搜索效率,并通过几个无线传感器网络定位问题,验证了所提方法的有效性和优势。 展开更多
关键词 状态转移算法 二次插值 随机变异策略 全局优化 无线传感器网络定位问题
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面向煤矿工作面的定位无线传感器网络传输性能优化 被引量:1
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作者 方祖浩 赵小虎 +1 位作者 王海波 王晶晶 《工矿自动化》 北大核心 2020年第3期43-48,共6页
针对煤矿工作面定位无线传感器网络(PWSN)端到端时间较长、丢包率较大等问题,提出采用保障贪婪调度(GGS)算法来优化网络传输性能。GGS算法结合了粒子群优化(PSO)算法和贪婪算法,使用PSO算法对信道中的报文种群进行有序化处理,实现对种... 针对煤矿工作面定位无线传感器网络(PWSN)端到端时间较长、丢包率较大等问题,提出采用保障贪婪调度(GGS)算法来优化网络传输性能。GGS算法结合了粒子群优化(PSO)算法和贪婪算法,使用PSO算法对信道中的报文种群进行有序化处理,实现对种群的保障;使用贪婪算法对网络传输过程中的具体服务请求形成一种多层次、反复迭代的处理机制,以优化报文种群质量;利用PSO变异算法对种群进行检查和更新,以确保得到的是最优解。仿真结果表明,与现有文化基因算法(MA)、差分进化人工蜂群(DE-ABC)算法相比,GGS算法可在控制丢包率的前提下缩短传输时间,提升网络整体性能。 展开更多
关键词 煤矿工作面 定位无线传感器网络 传输调度算法 保障贪婪调度算法 端到端时间 丢包率
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基于粒子群最小二乘支持向量机的无线传感网络定位算法的研究
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作者 李恒涛 《数字技术与应用》 2015年第11期136-138,共3页
针对传统野外无线传感网络节点定位存在环境复杂,节点分散,没有规律的分布等导致一些定位难题,本文提出了一种基于粒子群优化最小二乘支持向量回归机的三维无线传感器网络节点定位方法。实验表明,发现该方法在较少的样本条件下,亦能非... 针对传统野外无线传感网络节点定位存在环境复杂,节点分散,没有规律的分布等导致一些定位难题,本文提出了一种基于粒子群优化最小二乘支持向量回归机的三维无线传感器网络节点定位方法。实验表明,发现该方法在较少的样本条件下,亦能非常逼近目标值,具有精确的定位能力。 展开更多
关键词 粒子群最小二乘支持向量机 无线传感器网络定位 训练样本集
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基于无监督学习的定位数据质量评估及异常检测 被引量:2
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作者 邱颖 代玉琢 +1 位作者 王琛 朱亚萍 《移动通信》 2023年第10期44-50,共7页
WSN定位中的每个节点提供的数据会对其他节点的位置估计产生重要影响,然而在坐标真值未知的情况下难以对其进行有效度量。为此,基于无监督机器学习方法,在真实值未知的前提下设置评估基准,对节点的数据质量评估问题进行合理建模;同时,... WSN定位中的每个节点提供的数据会对其他节点的位置估计产生重要影响,然而在坐标真值未知的情况下难以对其进行有效度量。为此,基于无监督机器学习方法,在真实值未知的前提下设置评估基准,对节点的数据质量评估问题进行合理建模;同时,结合节点的历史行为,设计基于阈值判断的异常检测方案,剔除不合格的定位数据。仿真证明,所提方案能够有效评估节点的定位数据质量,结合异常节点检测方案,能够极大程度地提高网络的定位精度。 展开更多
关键词 无线传感器网络定位 无监督学习 数据质量评估 异常检测
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基于邻接信息和启发式路径决策的WSN定位算法
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作者 许必宵 徐晶晶 +2 位作者 张欣慧 宫婧 孙知信 《南京邮电大学学报(自然科学版)》 北大核心 2016年第6期50-58,共9页
传统的无线传感器网络(wireless sensor network,WSN)定位算法信标位置固定,对信标节点的数目与通信半径都较为依赖,因此网络能耗较大。为了降低节点定位过程中的网络能耗,许多基于移动信标的WSN定位算法被广泛运用。文中提出一种新型... 传统的无线传感器网络(wireless sensor network,WSN)定位算法信标位置固定,对信标节点的数目与通信半径都较为依赖,因此网络能耗较大。为了降低节点定位过程中的网络能耗,许多基于移动信标的WSN定位算法被广泛运用。文中提出一种新型的移动信标式定位算法,根据节点之间的邻接信息进行信标的全局路径规划,利用启发式路径选择算法HDWS进行局部路径决策,信标在移动过程中定时发送数据包使得所有未知节点能够被定位。通过仿真实验发现,文中提出的算法在只有一个信标节点的情况下仍可以高精度定位,实现了降低网络能耗的目标。 展开更多
关键词 启发式 邻接信息 移动信标 无线传感器网络定位
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基于三维封闭式测距球动态调整的WSN定位 被引量:1
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作者 阚瑞祥 王玫 《现代电子技术》 北大核心 2020年第8期68-71,共4页
为提高无线传感器网络(WSN)源节点定位算法的性能优势,提出一种考虑扩展三维测距球RSS算法的WSN节点定位方法。首先,通过对接收信号强度(RSS)的测量,提出非模糊闭合估计方法,对无线信道阴影噪声下的源位置进行几何定位;其次,针对测距中... 为提高无线传感器网络(WSN)源节点定位算法的性能优势,提出一种考虑扩展三维测距球RSS算法的WSN节点定位方法。首先,通过对接收信号强度(RSS)的测量,提出非模糊闭合估计方法,对无线信道阴影噪声下的源位置进行几何定位;其次,针对测距中的测量误差,将动态调整方案应用于定位算法中,通过对RSS的多次测量,得到源定位误差的下限;最后,数值模拟结果表明,该估计方法优于传统的最小二乘估计方法,特别是在参考传感器节点接近共面的不利情况下,与接近局部化下限的最大似然估计方法相比,该方法计算量小,且对局部化精度影响不大。 展开更多
关键词 无线传感器网络定位 误差下限获取 接收信号强度测量 几何定位 动态调整 数值模拟
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《高技术通讯》2008年年终总目录
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《高技术通讯》 CAS CSCD 北大核心 2008年第12期1326-1329,共4页
关键词 无线传感器网络定位 高技术通讯 光子网格 MIMO 目录 检索工具
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A Precise RFID Indoor Localization System with Sensor Network Assistance 被引量:12
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作者 ZHANG Dian LU Kezhong MAO Rui 《China Communications》 SCIE CSCD 2015年第4期13-22,共10页
Indoor localization is very critical for medical care applications, e.g., the patient localization or tracking inside the building of the hospital. Traditional Radio Frequency Identification(RFID) technologies are ver... Indoor localization is very critical for medical care applications, e.g., the patient localization or tracking inside the building of the hospital. Traditional Radio Frequency Identification(RFID) technologies are very popular in this area since their cost is very low. In such technologies, each tag acts as the transmitter and the Radio Signal Strength Indicator(RSSI) information is measured from the readers. However, RSSI information suffers severely from the multi- path phenomenon. As a result, if in a very large area, the localization accuracy will be affected seriously. In order to solve this problem, we introduce Wireless Sensor Networks(WSNs) with only a few nodes, each of which acts as both transmitter and receiver. In such networks, the change of signal strength(referred as dynamic of RSSI) is leveraged to select a cluster of reference tags as candidates. Then the fi nal target location is estimated by using the RSSI relationships between the target tag and candidate reference tags. Thus, the localization accuracy and scalability are able to be improved. We proposed two algorithms, SA-LANDMARC, and COCKTAIL. Experiments show that the localization accuracy of the two algorithms can reach 0.7m and 0.45 m, respectively. Compared to most traditional Radio Frequency(RF)-based approaches, the localization accuracy is improved at least 50%. 展开更多
关键词 radio frequency RFID wirelesssensor networks HYBRID support vectorregression
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A New Localization Scheme with Statistical Estimation against Wormhole Attack in Wireless Sensor Networks 被引量:2
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作者 Niu Yanchao Gao Deyun +2 位作者 Chen Ping Zhang Sidong Zhang Hongke 《China Communications》 SCIE CSCD 2010年第5期57-69,共13页
Wormhole attack is one of the most devastating threats for range-free localization in wireless sensor networks. In this paper, we evaluate three statistical estimation methods with the same network model and geographi... Wormhole attack is one of the most devastating threats for range-free localization in wireless sensor networks. In this paper, we evaluate three statistical estimation methods with the same network model and geographic information obtailaed by the DV-Hop algorithm. We analyze the limits of Minimum Mean Square Estimate (MMSE), Least Median of Squares (LMS) and Enhanced greedy At- tack-Resistant MMSE (EARMMSE) and propose an improved EARMMSE with the hop-distance relationship, named EARMMSE+. Simulation results illustrate the performance of MMSE, LMS and EARMMSE+ with different anchor fraction, the length of wormhole link and the average local neighborhood and show that EARMMSE+ outperforms MMSE and LMS. 展开更多
关键词 wireless sensor network range-free localization wormhole attack DV-HOP statistical estimation
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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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TDOA Localization Algorithm with Compensation of Clock Offset for Wireless Sensor Networks 被引量:9
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作者 XIONG Hui CHEN Zhiyuan +1 位作者 YANG Beiya NI Rongpei 《China Communications》 SCIE CSCD 2015年第10期193-201,共9页
This paper presents a source localization algorithm based on the source signal's time-difference-of-arrival(TDOA) for asynchronous wireless sensor network.To obtain synchronization among anchors,all anchors broadc... This paper presents a source localization algorithm based on the source signal's time-difference-of-arrival(TDOA) for asynchronous wireless sensor network.To obtain synchronization among anchors,all anchors broadcast signals periodically,the clock offsets and skews of anchor pairs can be estimated using broadcasting signal's time-of-arrivals(TOA) at anchors.A kalman filter is adopted to improve the accuracy of clock offsets and track the clock drifts due to random fluctuations.Once the source transmits signal,the TOAs at anchors are stamped respectively and source's TDOA error due to clock offset and skew of anchor pair can be mitigated by a compensation operation.Based on a Gaussian noise model,maximum likelihood estimation(MLE) for the source position is obtained.Performance issues are addressed by evaluating the Cramer-Rao lower bound and the selection of broadcasting period.The proposed algorithm is simple and effective,which has close performance with synchronous TDOA algorithm. 展开更多
关键词 wireless sensor network asynchronous sensors Kalman filter localiza-tion time-difference-of-arrival(TDOA) time-of-arrival(TOA) clock offset and skew estimation
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A routing and positioning algorithm based on a K-barrier for use in an underground wireless sensor network 被引量:5
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作者 Wang Ke Wang Qianping Jiang Dong Xu Qin 《Mining Science and Technology》 EI CAS 2011年第6期773-779,共7页
Deployment of nodes based on K-barrier coverage in an underground wireless sensor network is described. The network has automatic routing recovery by using a basic information table (BIT) for each node. An RSSI positi... Deployment of nodes based on K-barrier coverage in an underground wireless sensor network is described. The network has automatic routing recovery by using a basic information table (BIT) for each node. An RSSI positioning algorithm based on a path loss model in the coal mine is used to calculate the path loss in real time within the actual lane way environment. Simulation results show that the packet loss can be controlled to less than 15% by the routing recovery algorithm under special recovery circum- stances. The location precision is within 5 m, which greatly enhances performance compared to tradi- tional frequency location systems. This approach can meet the needs for accurate location underground. 展开更多
关键词 Underground WSN K-barrier Basic information table Path loss model RSSI positioning
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