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基于时空相关性的WSN数据收集算法研究
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作者 李翠然 王艳 +1 位作者 谢健骊 吕安琪 《传感技术学报》 北大核心 2025年第7期1291-1297,共7页
针对无线传感器网络中数据收集存在的时空冗余问题,设计了一种联合粒子群算法优化的凸组合LMS自适应双重预测算法与卷积自编码器的数据收集方案。首先,基于粒子群算法改进凸组合LMS自适应双重预测算法缩减感知节点与簇头节点之间的数据... 针对无线传感器网络中数据收集存在的时空冗余问题,设计了一种联合粒子群算法优化的凸组合LMS自适应双重预测算法与卷积自编码器的数据收集方案。首先,基于粒子群算法改进凸组合LMS自适应双重预测算法缩减感知节点与簇头节点之间的数据传输量,以减少时间冗余;而后构建一维时间观测数据的二维图像矩阵重置模式,再通过卷积自编码器压缩簇头节点收集的数据,减少空间冗余,并将压缩后的数据发送到Sink节点,利用卷积解码器得到重构数据,实现空间维度的压缩与重构。基于真实数据集的仿真实验表明,所提算法在保证预测精度和压缩率的前提下,时间维度数据传输量更少,空间维度重构误差更低。 展开更多
关键词 无线传感器网络 时空相关性 自适应预测 卷积自编码器
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数据丢包对WSNs级联失效机理研究
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作者 尹荣荣 朱华华 +1 位作者 刘思佳 崔晓寒 《控制理论与应用》 北大核心 2025年第2期412-418,共7页
传统无线传感器网络级联失效研究中未考虑丢包节点的全面影响,仿真模型也难以满足实验抗毁性测试要求.针对该问题,本文以节点的真实收包量为负载构建了网络级联失效模型,提出基于节点重要程度的抗毁性度量方法,并采用了Zigbee技术搭建... 传统无线传感器网络级联失效研究中未考虑丢包节点的全面影响,仿真模型也难以满足实验抗毁性测试要求.针对该问题,本文以节点的真实收包量为负载构建了网络级联失效模型,提出基于节点重要程度的抗毁性度量方法,并采用了Zigbee技术搭建实测网络,对丢包节点存在下的级联失效现象和不同负载分配方式对级联的影响进行了实验分析.同时,对丢包节点对不同抗级联策略的影响进行了实验对比.实验结果表明,一定条件下节点的丢包行为对网络的级联失效有很大的缓解作用,不同的负载分配方式呈现出不同的级联失效特点.另外,在多数低速率无线传感器网络中,级联时保留丢包节点可提升网络的级联失效抗毁性. 展开更多
关键词 无线传感器网络 级联失效 ZIGBEE 丢包节点
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基于多策略改进的蜉蝣算法在WSN定位中的应用 被引量:1
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作者 宋湘钰 任秀丽 《传感技术学报》 北大核心 2025年第2期348-355,共8页
针对无线传感器网络中使用到达时间差定位技术存在计算效率低和精度差的问题,提出一种将改进的蜉蝣算法(Improved Mayfly Algorithm,IMA)与Chan算法相结合的定位算法(Chan-IMA)。该算法主要利用Chan算法计算出待测节点的初始定位坐标,... 针对无线传感器网络中使用到达时间差定位技术存在计算效率低和精度差的问题,提出一种将改进的蜉蝣算法(Improved Mayfly Algorithm,IMA)与Chan算法相结合的定位算法(Chan-IMA)。该算法主要利用Chan算法计算出待测节点的初始定位坐标,以限制IMA算法的搜索区域,从而提高IMA算法的搜索效率。针对蜉蝣算法,首先,采用Tent映射和反向学习策略对种群进行初始化以增强初始种群的多样性;其次,设计了一种自适应惯性权重,用于均衡全局搜索能力与局部搜索能力;最后,提出了一种可变步长的莱维飞行策略,对全局最优位置进行扰动变异,使用贪婪算法择优保留全局最优解,从而提高算法跳出局部最优解的能力。通过仿真实验,Chan-IMA算法与Chan-ISSA、Chan-CPSO、Chan-IAGA算法相比,其定位精度分别提升了17.6%、30.7%和37.5%、收敛速度分别提升了22.5%、26.2%和31.1%。实验结果表明,所提出的算法具有更高的定位精度和更快地收敛速度。 展开更多
关键词 无线传感器网络 到达时间差 蜉蝣算法 自适应惯性权重 莱维飞行
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Chain-type wireless sensor network node scheduling strategy 被引量:9
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作者 Guangzhu Chen Qingchun Meng Lei Zhang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第2期203-210,共8页
In order to reduce power consumption of sensor nodes and extend network survival time in the wireless sensor network (WSN), sensor nodes are scheduled in an active or dormant mode. A chain-type WSN is fundamental y ... In order to reduce power consumption of sensor nodes and extend network survival time in the wireless sensor network (WSN), sensor nodes are scheduled in an active or dormant mode. A chain-type WSN is fundamental y different from other types of WSNs, in which the sensor nodes are deployed along elongated geographic areas and form a chain-type network topo-logy structure. This paper investigates the node scheduling prob-lem in the chain-type WSN. Firstly, a node dormant scheduling mode is analyzed theoretical y from geographic coverage, and then three neighboring nodes scheduling criteria are proposed. Sec-ondly, a hybrid coverage scheduling algorithm and dead areas are presented. Final y, node scheduling in mine tunnel WSN with uniform deployment (UD), non-uniform deployment (NUD) and op-timal distribution point spacing (ODS) is simulated. The results show that the node scheduling with UD and NUD, especial y NUD, can effectively extend the network survival time. Therefore, a strat-egy of adding a few mobile nodes which activate the network in dead areas is proposed, which can further extend the network survival time by balancing the energy consumption of nodes. 展开更多
关键词 wireless sensor network wsn chain-type nodescheduling network survival time mobile nodes.
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Efficient Cover Set Selection in Wireless Sensor Networks 被引量:10
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作者 JIA Jie CHEN Jian +1 位作者 CHANG Gui-Ran WEN Ying-You 《自动化学报》 EI CSCD 北大核心 2008年第9期1157-1162,共6页
到大程度,一个基于簇的分布式的传感器网络的有效性取决于传感器节点提供的范围。在任何特别时刻激活仅仅传感器节点的必要数字是节省全面精力的一个有效方法。然而,因为无线传感器网络的高密度的推广,这是一个 NP 完全的问题。在这... 到大程度,一个基于簇的分布式的传感器网络的有效性取决于传感器节点提供的范围。在任何特别时刻激活仅仅传感器节点的必要数字是节省全面精力的一个有效方法。然而,因为无线传感器网络的高密度的推广,这是一个 NP 完全的问题。在这份报纸,基于改进 NSGA-II (排序基因算法的优秀人材 nondominated ) 寻找算法的一篇小说被建议选择一个最佳的盖子集合。与在以前的工作使用的二进制察觉模型相对照,一个概率的察觉模特儿与察觉错误范围和范围阀值在联合被收养。与被保证的完整的网络范围,很多个节点被转变为休眠模式节省精力。传播联合并且删除操作员被建议提高搜索能力。广泛的模拟结果被介绍表明我们的途径的有效性。 展开更多
关键词 自动化系统 无线传感器 有效性 结点
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Clustering routing algorithm of wireless sensor networks based on Bayesian game 被引量:9
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作者 Gengzhong Zheng Sanyang Liu Xiaogang Qi 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第1期154-159,共6页
To avoid uneven energy consuming in wireless sen- sor networks, a clustering routing model is proposed based on a Bayesian game. In the model, Harsanyi transformation is introduced to convert a static game of incomple... To avoid uneven energy consuming in wireless sen- sor networks, a clustering routing model is proposed based on a Bayesian game. In the model, Harsanyi transformation is introduced to convert a static game of incomplete information to the static game of complete but imperfect information. In addition, the existence of Bayesian nash equilibrium is proved. A clustering routing algorithm is also designed according to the proposed model, both cluster head distribution and residual energy are considered in the design of the algorithm. Simulation results show that the algorithm can balance network load, save energy and prolong network lifetime effectively. 展开更多
关键词 wireless sensor networks wsns) clustering routing Bayesian game energy efficiency.
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A New Distributed Localization Scheme for Wireless Sensor Networks 被引量:7
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作者 KUANG Xing-Hong SHAO Hui-He FENG Rui 《自动化学报》 EI CSCD 北大核心 2008年第3期344-348,共5页
在无线传感器网络(WSN ) 的节点本地化是被对待一功能目标在纸从一个新奇观点追踪双。与在 WSN 的传统的追踪问题不同,使用静态的地点商品节点估计动人的目标,活动节点被用来帮助未知节点精确地发现他们的位置。一个新节点本地化计划... 在无线传感器网络(WSN ) 的节点本地化是被对待一功能目标在纸从一个新奇观点追踪双。与在 WSN 的传统的追踪问题不同,使用静态的地点商品节点估计动人的目标,活动节点被用来帮助未知节点精确地发现他们的位置。一个新节点本地化计划虚拟烽火精力比率本地化(VB-ERL ) 和它为 WSN 的精炼被介绍。在计划,活动节点基于 Gauss-Markov 活动性模型搬到监视者地并且周期性地广播信息包。每个静态的未知节点在它的察觉到的范围收到虚拟烽火和精力,并且由发现一套超球面的交叉估计它的地点。模拟结果证明建议计划是有效的。 展开更多
关键词 无线传感器网络 节点定位 虚拟信号 分布式定位配置
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Weak node protection to maximize the lifetime of wirelesssensor networks 被引量:2
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作者 MAO Yuxing ZHAO Huiyuan YAN Dongmei 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2018年第4期693-706,共14页
Wireless sensor networks (WSN) provide an approachto collecting distributed monitoring data and transmiting them tothe sink node. This paper proposes a WSN-based multi-hop networkinfrastructure, to increase network ... Wireless sensor networks (WSN) provide an approachto collecting distributed monitoring data and transmiting them tothe sink node. This paper proposes a WSN-based multi-hop networkinfrastructure, to increase network lifetime by optimizing therouting strategy. First, a network model is established, an operatingcontrol strategy is devised, and energy consumption characteristicsare analyzed. Second, a fast route-planning algorithm isproposed to obtain the original path that takes into account the remainingenergy of communicating nodes and the amount of energyconsumed in data transmission. Next, considering the amount ofenergy consumed by an individual node and the entire network,a criterion function is established to describe node performanceand to evaluate data transmission ability. Finally, a route optimizingalgorithm is proposed to increase network lifetime by adjusting thetransmission route in protection of the weak node (the node withlow transmission ability). Simulation and comparison experimentalresults demonstrate the good performance of the proposed algorithmsto increase network lifetime. 展开更多
关键词 wireless sensor network wsn multi-hop transmission ROUTING network lifetime energy efficient
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New mixed broadcast scheduling approach using neural networks and graph coloring in wireless sensor network 被引量:5
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作者 Zhang Xizheng Wang Yaonan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第1期185-191,共7页
Due to the mutual interference and sharing of wireless links in TDMA wireless sensor networks, conflicts will occur when data messages are transmitting between nodes. The broadcast scheduling problem (BSP) is aimed ... Due to the mutual interference and sharing of wireless links in TDMA wireless sensor networks, conflicts will occur when data messages are transmitting between nodes. The broadcast scheduling problem (BSP) is aimed to schedule each node in different slot of fixed length frame at least once, and the objective of BSP is to seek for the optimal feasible solution, which has the shortest length of frame slots, as well as the maximum node transmission. A two-stage mixed algorithm based on a fuzzy Hopfield neural network is proposed to solve this BSP in wireless sensor network. In the first stage, a modified sequential vertex coloring algorithm is adopted to obtain a minimal TDMA frame length. In the second stage, the fuzzy Hopfleld network is utilized to maximize the channel utilization ratio. Experimental results, obtained from the running on three benchmark graphs, show that the algorithm can achieve better performance with shorter frame length and higher channel utilizing ratio than other exiting BSP solutions. 展开更多
关键词 wireless sensor network broadcast scheduling fuzzy Hopfield network graph coloring.
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Node Coverage Algorithms in Wireless Sensor Networks Using Mobile Agents 被引量:9
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作者 RAINA Manik KUMAR Subhas PATRO Ranjeet 《自动化学报》 EI CSCD 北大核心 2006年第6期915-921,共7页
This paper proposes fault tolerant algorithms for routing mobile agents in a single channel wireless sensor network which cover every node in the network. These algorithms use local knowledge (assume no knowledge of g... This paper proposes fault tolerant algorithms for routing mobile agents in a single channel wireless sensor network which cover every node in the network. These algorithms use local knowledge (assume no knowledge of global deployment or topology, etc). We propose the algorithms and show mathematical analysis to support our claims. The paper ends with simulation studies and discussion of results. 展开更多
关键词 wireless sensor networks mobile agents
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Distributed power control algorithm based on game theory for wireless sensor networks 被引量:5
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作者 Na Chengliang Lu Dongxin +1 位作者 Zhou Tingxian Li Lihong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第3期622-627,共6页
Energy saving is the most important issue in research and development for wireless sensor networks. A power control mechanism can reduce the power consumption of the whole network. Because the character of wireless se... Energy saving is the most important issue in research and development for wireless sensor networks. A power control mechanism can reduce the power consumption of the whole network. Because the character of wireless sensor networks is restrictive energy, this paper proposes a distributed power control algorithm based on game theory for wireless sensor networks which objects of which are reducing power consumption and decreasing overhead and increasing network lifetime. The game theory and OPNET simulation shows that the power control algorithm converges to a Nash Equilibrium when decisions are updated according to a better response dynamic. 展开更多
关键词 wireless sensor networks power control game theory CONVERGENCE
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Node deployment strategy optimization for wireless sensor network with mobile base station 被引量:7
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作者 龙军 桂卫华 《Journal of Central South University》 SCIE EI CAS 2012年第2期453-458,共6页
The optimization of network performance in a movement-assisted data gathering scheme was studied by analyzing the energy consumption of wireless sensor network with node uniform distribution. A theoretically analytica... The optimization of network performance in a movement-assisted data gathering scheme was studied by analyzing the energy consumption of wireless sensor network with node uniform distribution. A theoretically analytical method for avoiding energy hole was proposed. It is proved that if the densities of sensor nodes working at the same time are alternate between dormancy and work with non-uniform node distribution. The efficiency of network can increase by several times and the residual energy of network is nearly zero when the network lifetime ends. 展开更多
关键词 wireless sensor network mobile base station network optimization energy consumption balancing density ratio of sensor node network lifetime
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Dynamic cluster member selection method for multi-target tracking in wireless sensor network 被引量:8
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作者 蔡自兴 文莎 刘丽珏 《Journal of Central South University》 SCIE EI CAS 2014年第2期636-645,共10页
Multi-target tracking(MTT) is a research hotspot of wireless sensor networks at present.A self-organized dynamic cluster task allocation scheme is used to implement collaborative task allocation for MTT in WSN and a s... Multi-target tracking(MTT) is a research hotspot of wireless sensor networks at present.A self-organized dynamic cluster task allocation scheme is used to implement collaborative task allocation for MTT in WSN and a special cluster member(CM) node selection method is put forward in the scheme.An energy efficiency model was proposed under consideration of both energy consumption and remaining energy balance in the network.A tracking accuracy model based on area-sum principle was also presented through analyzing the localization accuracy of triangulation.Then,the two models mentioned above were combined to establish dynamic cluster member selection model for MTT where a comprehensive performance index function was designed to guide the CM node selection.This selection was fulfilled using genetic algorithm.Simulation results show that this method keeps both energy efficiency and tracking quality in optimal state,and also indicate the validity of genetic algorithm in implementing CM node selection. 展开更多
关键词 wireless sensor networks multi-target tracking collaborative task allocation dynamic cluster comprehensive performance index function
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A Parking Management System Based on Wireless Sensor Network 被引量:3
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作者 BI Yan-Zhong SUN Li-Min +2 位作者 ZHU Hong-Song YAN Ting-Xin LUO Zheng-Jun 《自动化学报》 EI CSCD 北大核心 2006年第6期968-977,共10页
This paper introduces a parking management system based on a wireless sensor network developed by our group. The system consists of a large amount of parking space monitoring nodes, a few parking guiding nodes, a sink... This paper introduces a parking management system based on a wireless sensor network developed by our group. The system consists of a large amount of parking space monitoring nodes, a few parking guiding nodes, a sink node and a management station. All the nodes exchange information with each other through wireless communication. The prototype of the parking management system has been implemented and the preliminary test results show that the performance of the system can satisfy the requirements of the application. 展开更多
关键词 wireless sensor network APPLICATION parking management parking guidance
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Classification Fusion in Wireless Sensor Networks 被引量:3
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作者 LIU Chun-Ting HUO Hong +2 位作者 FANG Tao LI De-Ren SHEN Xiao 《自动化学报》 EI CSCD 北大核心 2006年第6期947-955,共9页
In wireless sensor networks, target classification differs from that in centralized sensing systems because of the distributed detection, wireless communication and limited resources. We study the classification probl... In wireless sensor networks, target classification differs from that in centralized sensing systems because of the distributed detection, wireless communication and limited resources. We study the classification problem of moving vehicles in wireless sensor networks using acoustic signals emitted from vehicles. Three algorithms including wavelet decomposition, weighted k-nearest-neighbor and Dempster-Shafer theory are combined in this paper. Finally, we use real world experimental data to validate the classification methods. The result shows that wavelet based feature extraction method can extract stable features from acoustic signals. By fusion with Dempster's rule, the classification performance is improved. 展开更多
关键词 wireless sensor networks classification fusion wavelet decomposition weighted k-nearest-neighbor Dempster-Shafer theory
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Prediction-based protocol for mobile target tracking in wireless sensor networks 被引量:3
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作者 Liang Xue Zhixin Liu Xinping Guan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第2期347-352,共6页
Remote tracking for mobile targets is one of the most important applications in wireless sensor networks (WSNs). A target tracking protoco–exponential distributed predictive tracking (EDPT) is proposed. To reduce... Remote tracking for mobile targets is one of the most important applications in wireless sensor networks (WSNs). A target tracking protoco–exponential distributed predictive tracking (EDPT) is proposed. To reduce energy waste and response time, an improved predictive algorithm–exponential smoothing predictive algorithm (ESPA) is presented. With the aid of an additive proportion and differential (PD) controller, ESPA decreases the system predictive delay effectively. As a recovery mechanism, an optimal searching radius (OSR) algorithm is applied to calculate the optimal radius of the recovery zone. The simulation results validate that the proposed EDPT protocol performes better in terms of track failed ratio, energy waste ratio and enlarged sensing nodes ratio, respectively. 展开更多
关键词 wireless sensor network target tracking protocol predictive algorithm recovery mechanism.
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A sink moving scheme based on local residual energy of nodes in wireless sensor networks 被引量:4
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作者 谭长庚 许可 +1 位作者 王建新 陈松乔 《Journal of Central South University》 SCIE EI CAS 2009年第2期265-268,共4页
In the application of periodic data-gathering in sensor networks,sensor nodes located near the sink have to forward the data received from all other nodes to the sink,which depletes their energy very quickly.A moving ... In the application of periodic data-gathering in sensor networks,sensor nodes located near the sink have to forward the data received from all other nodes to the sink,which depletes their energy very quickly.A moving scheme for the sink based on local residual energy was proposed.In the scheme,the sink periodically moves to a new location with the highest stay-value defined by the average residual energy and the number of neighbors.The scheme can balance energy consumption and prevent nodes around sink from draining their energy very quickly in the networks.The simulation results show that the scheme can prolong the network lifetime by 26%-65%compared with the earlier schemes where the sink is static or moves randomly. 展开更多
关键词 wireless sensor network network lifetime moving scheme residual energy
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Energy-aware System Design for Wireless Sensor Network 被引量:2
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作者 ZHAO Lei ZHANG Wei-Hong +2 位作者 XU Chao-Nong XU Yong-Jun LI Xiao-Wei 《自动化学报》 EI CSCD 北大核心 2006年第6期892-899,共8页
Wireless sensor networks have already enabled numerous embedded wireless applications such as military, environmental monitoring, intelligent building, etc. Because micro-sensor nodes are supposed to operate for month... Wireless sensor networks have already enabled numerous embedded wireless applications such as military, environmental monitoring, intelligent building, etc. Because micro-sensor nodes are supposed to operate for months or even years with very limited battery power source, it is a challenge for researchers to obtain long operating hour without scarifying original system performances. In this paper, the energy consumption sources of the wireless sensor networks are firstly analyzed, with the digital processing and radio transceiver units being emphasized. Then, we introduce the design scheme of our energy-aware wireless sensor network (GAINS). In GAINS, techniques to conserve the energy are exploited including the energy optimization node, software and energy-efficient communication protocol. The design architecture of our ultra low power wireless sensor network (WO-LPP) is specially presented. 展开更多
关键词 wireless sensor network GAINS DVS MAC
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Impact of small-world topologies on broadcasting for wireless sensor networks 被引量:2
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作者 Jiang Nan Yang Shuqun +1 位作者 Zhou Liang Ding Qiulin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第1期192-196,共5页
Broadcasting is an important operation and been widely used in wireless sensor networks (WSNs). These networks are power constrained as nodes operate with limited battery power. Wireless sensor networks are spatial ... Broadcasting is an important operation and been widely used in wireless sensor networks (WSNs). These networks are power constrained as nodes operate with limited battery power. Wireless sensor networks are spatial graphs that have much more clustered and much high path-length characteristics. After considering energy- efficient broadcasting in such networks, by combining the small-world characteristic of WSNs and the properties of ant algorithm to quickly identify an optimal path, small-world power-aware broadcast algorithm is introduced and evaluated. Given different densities of network, simulation results show that our algorithm significantly improves life of networks and also reduces communication distances and power consumption. 展开更多
关键词 small world ant colony algorithm BROADCASTING wireless sensor networks.
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Distributed event region fault-tolerance based on weighted distance for wireless sensor networks 被引量:2
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作者 Li Ping Li Hong Wu Min 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第6期1351-1360,共10页
Event region detection is the important application for wireless sensor networks(WSNs), where the existing faulty sensors would lead to drastic deterioration of network quality of service.Considering single-moment n... Event region detection is the important application for wireless sensor networks(WSNs), where the existing faulty sensors would lead to drastic deterioration of network quality of service.Considering single-moment nodes fault-tolerance, a novel distributed fault-tolerant detection algorithm named distributed fault-tolerance based on weighted distance(DFWD) is proposed, which exploits the spatial correlation among sensor nodes and their redundant information.In sensor networks, neighborhood sensor nodes will be endowed with different relative weights respectively according to the distances between them and the central node.Having syncretized the weighted information of dual-neighborhood nodes appropriately, it is reasonable to decide the ultimate status of the central sensor node.Simultaneously, readings of faulty sensors would be corrected during this process.Simulation results demonstrate that the DFWD has a higher fault detection accuracy compared with other algorithms, and when the sensor fault probability is 10%, the DFWD can still correct more than 91% faulty sensor nodes, which significantly improves the performance of the whole sensor network. 展开更多
关键词 event region detection weighted distance distributed fault-tolerance wireless sensor network.
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