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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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Energy-balanced clustering protocol for data gathering in wireless sensor networks with unbalanced traffic load 被引量:1
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作者 奎晓燕 王建新 张士庚 《Journal of Central South University》 SCIE EI CAS 2012年第11期3180-3187,共8页
Energy-efficient data gathering in multi-hop wireless sensor networks was studied,considering that different node produces different amounts of data in realistic environments.A novel dominating set based clustering pr... Energy-efficient data gathering in multi-hop wireless sensor networks was studied,considering that different node produces different amounts of data in realistic environments.A novel dominating set based clustering protocol (DSCP) was proposed to solve the data gathering problem in this scenario.In DSCP,a node evaluates the potential lifetime of the network (from its local point of view) assuming that it acts as the cluster head,and claims to be a tentative cluster head if it maximizes the potential lifetime.When evaluating the potential lifetime of the network,a node considers not only its remaining energy,but also other factors including its traffic load,the number of its neighbors,and the traffic loads of its neighbors.A tentative cluster head becomes a final cluster head with a probability inversely proportional to the number of tentative cluster heads that cover its neighbors.The protocol can terminate in O(n/lg n) steps,and its total message complexity is O(n2/lg n).Simulation results show that DSCP can effectively prolong the lifetime of the network in multi-hop networks with unbalanced traffic load.Compared with EECT,the network lifetime is prolonged by 56.6% in average. 展开更多
关键词 ENERGY-BALANCE clustering data gathering wireless sensor networks unbalanced traffic load
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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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An immune-swarm intelligence based algorithm for deterministic coverage problems of wireless sensor networks 被引量:1
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作者 刘继忠 王保磊 +1 位作者 敖俊宇 Q.M.Jonathan WU 《Journal of Central South University》 SCIE EI CAS 2012年第11期3154-3161,共8页
A novel immune-swarm intelligence (ISI) based algorithm for solving the deterministic coverage problems of wireless sensor networks was presented.It makes full use of information sharing and retains diversity from the... A novel immune-swarm intelligence (ISI) based algorithm for solving the deterministic coverage problems of wireless sensor networks was presented.It makes full use of information sharing and retains diversity from the principle of particle swarm optimization (PSO) and artificial immune system (AIS).The algorithm was analyzed in detail and proper swarm size,evolving generations,gene-exchange individual order,and gene-exchange proportion in molecule were obtained for better algorithm performances.According to the test results,the appropriate parameters are about 50 swarm individuals,over 3 000 evolving generations,20%-25% gene-exchange proportion in molecule with gene-exchange taking place between better fitness affinity individuals.The algorithm is practical and effective in maximizing the coverage probability with given number of sensors and minimizing sensor numbers with required coverage probability in sensor placement.It can reach a better result quickly,especially with the proper calculation parameters. 展开更多
关键词 wireless sensor network deterministic area coverage immune-swarm algorithm particle swarm optimization artificialimmune system
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A utility-optimal backoff algorithm for wireless sensor networks
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作者 廖盛斌 杨宗凯 +1 位作者 程文青 刘威 《Journal of Central South University》 SCIE EI CAS 2009年第4期635-639,共5页
A novel backoff algorithm in CSMA/CA-based medium access control (MAC) protocols for clustered sensor networks was proposed. The algorithm requires that all sensor nodes have the same value of contention window (CW) i... A novel backoff algorithm in CSMA/CA-based medium access control (MAC) protocols for clustered sensor networks was proposed. The algorithm requires that all sensor nodes have the same value of contention window (CW) in a cluster, which is revealed by formulating resource allocation as a network utility maximization problem. Then, by maximizing the total network utility with constrains of minimizing collision probability, the optimal value of CW (Wopt) can be computed according to the number of sensor nodes. The new backoff algorithm uses the common optimal value Wopt and leads to fewer collisions than binary exponential backoff algorithm. The simulation results show that the proposed algorithm outperforms standard 802.11 DCF and S-MAC in average collision times, packet delay, total energy consumption, and system throughput. 展开更多
关键词 wireless sensor networks network utility maximization backoff algorithm collision probability
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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:2
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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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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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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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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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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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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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基于RF-EHWSN的能量自适应多跳路由协议
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作者 赵怡帆 任力生 王芳 《现代电子技术》 北大核心 2025年第16期13-18,共6页
针对射频能量收集型无线传感器网络(RF-EHWSN)中传统的LEACH协议在簇头选择阶段未考虑节点的剩余能量和通信距离,导致节点能耗过高,从而缩短网络寿命的问题,以及在稳态阶段传输数据使用单跳传输,导致能量消耗不均衡的问题,提出一种能量... 针对射频能量收集型无线传感器网络(RF-EHWSN)中传统的LEACH协议在簇头选择阶段未考虑节点的剩余能量和通信距离,导致节点能耗过高,从而缩短网络寿命的问题,以及在稳态阶段传输数据使用单跳传输,导致能量消耗不均衡的问题,提出一种能量自适应分簇多跳路由协议。该协议在簇建立阶段引入距离因子和能量因子,优化簇首选择过程;在稳态阶段,采用簇间多跳路由,簇首节点通过代价函数寻找中继路由节点,有效降低了数据传输的能量消耗。与LEACH协议和LEACH-C协议对比得到,所提出的协议网络首次出现节点死亡的时间分别延长了344.44%和105.13%,网络节点全部死亡的时间分别延长了86.44%和23.53%,网络能耗分别降低了约23.53%、22.00%,吞吐量分别提高了212.90%、18.52%。实验结果表明,所提出的协议显著延长了网络寿命,均衡了网络能耗,提高了网络吞吐量。 展开更多
关键词 射频能量收集 无线传感器网络 LEACH协议 分簇协议 簇间多跳路由 网络寿命 能量消耗
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A new energy efficient management approach for wireless sensor networks in target tracking 被引量:1
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作者 Ce Pang Gong-guo Xu +1 位作者 Gan-lin Shan Yun-pu Zhang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2021年第3期932-947,共16页
This paper mainly studied the problem of energy conserving in wireless sensor networks for target tracking in defensing combats. Firstly, the structures of wireless sensor nodes and networks were illustrated;Secondly,... This paper mainly studied the problem of energy conserving in wireless sensor networks for target tracking in defensing combats. Firstly, the structures of wireless sensor nodes and networks were illustrated;Secondly, the analysis of existing energy consuming in the sensing layer and its calculation method were provided to build the energy conserving objective function;What’s more, the other two indicators in target tracking, including target detection probability and tracking accuracy, were combined to be regarded as the constraints of the energy conserving objective function. Fourthly, the three energy conserving approaches, containing optimizing the management scheme, prolonging the time interval between two adjacent observations, and transmitting the observations selectively, were introduced;In addition, the improved lion algorithm combined with the Logistic chaos sequence was proposed to obtain sensor management schemes. Finally, simulations had been made to prove the effectiveness of the proposed methods and algorithm. 展开更多
关键词 wireless sensor networks Target searching Target tracking Energy efficiency Lion algorithm
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基于改进蜻蜓算法的WSNs分簇路由算法
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作者 杨佳 汤嘉乐 +1 位作者 田朋 冉国政 《计算机工程与设计》 北大核心 2025年第6期1625-1631,共7页
为解决无线传感器网络分簇路由算法中节点能量效率低,数据传输不稳定等问题,提出一种基于改进蜻蜓算法优化K均值聚类的分簇路由算法MIDA-K。引入变异算子和边界控制机制,增强蜻蜓算法的全局寻优能力,使用改进后的蜻蜓算法,实现网络节点... 为解决无线传感器网络分簇路由算法中节点能量效率低,数据传输不稳定等问题,提出一种基于改进蜻蜓算法优化K均值聚类的分簇路由算法MIDA-K。引入变异算子和边界控制机制,增强蜻蜓算法的全局寻优能力,使用改进后的蜻蜓算法,实现网络节点的聚类分簇;簇内节点根据能量、距离和位置因子动态选举簇头,改善簇头的质量;在数据传输阶段利用改进的蜻蜓算法建立簇间路由,综合考虑能量、距离和丢包率选择下一跳数据转发节点,优化传输路径。仿真结果表明,所提算法能够有效提升数据传输可靠性,延长网络寿命。 展开更多
关键词 无线传感器网络 蜻蜓算法 变异算子 边界控制 K均值聚类 网络寿命 数据传输可靠性
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WSN中基于聚类树的负载平衡算法
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作者 许瀚 童英华 《计算机工程与设计》 北大核心 2025年第6期1640-1647,共8页
针对无线传感网络在实际应用中网络能耗不均匀、传感器节点容易失效以及网络生命周期短的问题,提出一种基于聚类树的负载平衡算法(load balancing algorithm based on cluster tree, LBACT)。基于聚类树将网络中的节点划分为多层结构,... 针对无线传感网络在实际应用中网络能耗不均匀、传感器节点容易失效以及网络生命周期短的问题,提出一种基于聚类树的负载平衡算法(load balancing algorithm based on cluster tree, LBACT)。基于聚类树将网络中的节点划分为多层结构,通过立即转发机制降低聚类树的高度;使用平衡算法对构造的聚类树进行多轮次负载平衡,在汇聚节点的控制下,通过每个节点多次运行负载平衡算法,使网络中的节点负载平衡。仿真结果表明,相比LEACH(low-energy adaptive clustering hierarchy)和CBSHA(component based self-healing approach),提出的算法能够有效均衡节点能耗,延长网络的稳定期、生命周期,提高网络的吞吐量。 展开更多
关键词 无线传感网络 容错 聚类树 能耗均衡 负载平衡 网络结构 生命周期
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A consensus time synchronization protocol in wireless sensor network
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作者 CHEN Kesong ZHANG Yu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2023年第6期1465-1472,共8页
Time synchronization is one of the base techniques in wireless sensor networks(WSNs).This paper proposes a novel time synchronization protocol which is a robust consensusbased algorithm in the existence of transmissio... Time synchronization is one of the base techniques in wireless sensor networks(WSNs).This paper proposes a novel time synchronization protocol which is a robust consensusbased algorithm in the existence of transmission delay and packet loss.It compensates for transmission delay and packet loss firstly,and then,estimates clock skew and clock offset in two steps.Simulation and experiment results show that the proposed protocol can keep synchronization error below 2μs in the grid network of 10 nodes or the random network of 90 nodes.Moreover,the synchronization accuracy in the proposed protocol can keep constant when the WSN works up to a month. 展开更多
关键词 time synchronization consensus algorithm transmission delay packet loss wireless sensor network(wsn).
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基于改进蜣螂优化模糊C均值的WSN分簇路由算法
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作者 刘晓悦 郑新颖 《仪表技术与传感器》 北大核心 2025年第1期105-111,126,共8页
针对无线传感器网络能耗不均、生存周期短的问题,提出一种基于改进蜣螂优化模糊C均值的WSN分簇路由算法(IDFCA)。分簇阶段,采用改进蜣螂算法优化模糊C均值、初始聚类中心的选取,根据距离以及网络最优簇头个数划分网络拓扑结构,以均衡各... 针对无线传感器网络能耗不均、生存周期短的问题,提出一种基于改进蜣螂优化模糊C均值的WSN分簇路由算法(IDFCA)。分簇阶段,采用改进蜣螂算法优化模糊C均值、初始聚类中心的选取,根据距离以及网络最优簇头个数划分网络拓扑结构,以均衡各簇内节点能耗;簇头选举阶段,综合考虑节点能量和距离,并设置簇头更换阈值,降低簇头更换频率,减少网络能耗;数据传输阶段,利用改进的蜣螂算法,基于能量、负载和转发方向搜索簇头到基站的最优传输路径。仿真结果表明:IDFCA算法的网络相比于LEACH、CS-K、POFCA分别提高了56.1%、26.1%、14.6%。IDFCA算法能够均衡网络能耗,延长网络生命周期。 展开更多
关键词 无线传感器网络 改进蜣螂优化算法 模糊C均值 分簇路由算法 能量均衡
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增强多策略樽海鞘群算法的WSN覆盖优化
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作者 郑爱云 刘晓震 +2 位作者 刘伟民 陈澍军 郑直 《仪表技术与传感器》 北大核心 2025年第5期71-80,共10页
针对无线传感器网络(WSN)覆盖率低、能耗大、网络寿命短,初始樽海鞘群算法(SSA)收敛效率和精度低、易陷入局部最优解等问题,提出一种增强多策略樽海鞘群优化算法。首先,将社会螺旋搜索策略引入初始算法中,提高了算法的收敛效率,增强了... 针对无线传感器网络(WSN)覆盖率低、能耗大、网络寿命短,初始樽海鞘群算法(SSA)收敛效率和精度低、易陷入局部最优解等问题,提出一种增强多策略樽海鞘群优化算法。首先,将社会螺旋搜索策略引入初始算法中,提高了算法的收敛效率,增强了对搜索空间的覆盖性和对搜索盲点的清理;其次,为了避免算法陷入局部最优解,整体提高算法收敛精度以及速度,在初始算法中引入自适应种群策略;然后,采用混合反向学习策略,增强种群多样性,进一步增强算法跳出局部最优的能力;最后,使用最优解混合变异和贪婪策略,提高精确开发阶段的搜索精度,将改进算法应用到无线传感器网络覆盖优化中。实验结果表明,在相同环境设置下,相比初始SSA、灰狼优化算法(GWO)和改进鲸鱼优化算法(IWOA),覆盖率分别提高了10.29%、7.12%和12.86%,可达到98.11%。 展开更多
关键词 无线传感器网络 樽海鞘群算法 节点覆盖率 增强多策略 混合反向学习
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一种改进鲸鱼优化算法的WSN覆盖策略优化研究
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作者 卢秀丽 安娟华 +1 位作者 刘永立 刘佳术 《传感技术学报》 北大核心 2025年第10期1862-1871,共10页
为提高无线传感器网络覆盖率,降低无线传感器网络能耗,提出了一种基于改进鲸鱼优化算法的无线传感器网络覆盖优化方法。首先,根据LEACH协议,构建了具有三层结构的无线传感器网络模型,并提出多目标覆盖优化策略;其次,对传统鲸鱼优化算法... 为提高无线传感器网络覆盖率,降低无线传感器网络能耗,提出了一种基于改进鲸鱼优化算法的无线传感器网络覆盖优化方法。首先,根据LEACH协议,构建了具有三层结构的无线传感器网络模型,并提出多目标覆盖优化策略;其次,对传统鲸鱼优化算法进行了改进,通过引入非线性递减收敛因子和最优局部抖动避免算法出现“早熟”和陷入局部最优。最后,将所提算法与其他六种算法进行对比实验,验证所提方法的有效性。实验结果表明,在传感器节点数N=30和N=64时所提算法的覆盖率分别达到98.318%和99.101%;在相同节点数量情况下所提算法每轮所存活的节点数量和剩余能量要多于其他几种算法。 展开更多
关键词 无线传感器网络 鲸鱼优化算法 网络覆盖率 传感器节点 剩余能量
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