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Bidirectional secondary transmissions with energy harvesting in cognitive wireless sensor networks 被引量:1
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作者 TANG Kun SHI Rong-hua +2 位作者 ZHANG Ming-ying SHI He-yuan LEI Wen-tai 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第11期2626-2640,共15页
To the existing spectrum sharing schemes in wireless-powered cognitive wireless sensor networks,the protocols are limited to either separate the primary and the secondary transmission or allow the secondary user to tr... To the existing spectrum sharing schemes in wireless-powered cognitive wireless sensor networks,the protocols are limited to either separate the primary and the secondary transmission or allow the secondary user to transmit signals in a time slot when it forwards the primary signal.In order to address this limitation,a novel cooperative spectrum sharing scheme is proposed,where the secondary transmission is multiplexed with both the primary transmission and the relay transmission.Specifically,the process of transmission is on a three-phase time-switching relaying basis.In the first phase,a cognitive sensor node SU1 scavenges energy from the primary transmission.In the second phase,another sensor node SU2 and primary transmitter simultaneously transmit signals to the SU1.In the third phase,the node SU1 can assist the primary transmission to acquire the opportunity of spectrum sharing.Joint decoding and interference cancellation technique is adopted at the receivers to retrieve the desired signals.We further derive the closed-form expressions for the outage probabilities of both the primary and secondary systems.Moreover,we address optimization of energy harvesting duration and power allocation coefficient strategy under performance criteria.An effective algorithm is then presented to solve the optimization problem.Simulation results demonstrate that with the optimized solutions,the sensor nodes with the proposed cooperative spectrum sharing scheme can utilize the spectrum in a more efficient manner without deteriorating the performance of the primary transmission,as compared with the existing one-directional scheme in the literature. 展开更多
关键词 cooperative transmission cognitive wireless sensor network time-switching relaying wireless energy harvesting joint optimization
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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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Prediction-based energy-efficient target tracking protocol in wireless sensor networks 被引量:3
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作者 BHUIYAN M.Z.A. 王国军 +1 位作者 张力 彭勇 《Journal of Central South University》 SCIE EI CAS 2010年第2期340-348,共9页
A prediction based energy-efficient target tracking protocol in wireless sensor networks(PET) was proposed for tracking a mobile target in terms of sensing and communication energy consumption.In order to maximize the... A prediction based energy-efficient target tracking protocol in wireless sensor networks(PET) was proposed for tracking a mobile target in terms of sensing and communication energy consumption.In order to maximize the lifetime of a wireless sensor network(WSN),the volume of messages and the time for neighbor discovery operations were minimized.The target was followed in a special region known as a face obtained by planarization technique in face-aware routing.An election process was conducted to choose a minimal number of appropriate sensors that are the nearest to the target and a wakeup strategy was proposed to wakeup the appropriate sensors in advance to track the target.In addition,a tracking algorithm to track a target step by step was introduced.Performance analysis and simulation results show that the proposed protocol efficiently tracks a target in WSNs and outperforms some existing protocols of target tracking with energy saving under certain ideal situations. 展开更多
关键词 wireless sensor networks target tracking wakeup mechanism face-aware routing energy efficiency
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Energy efficient mechanism using flexible medium access control protocol for hybrid wireless sensor networks 被引量:2
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作者 SUN Ning JEONG Yoon-su LEE Sang-ho 《Journal of Central South University》 SCIE EI CAS 2013年第8期2165-2174,共10页
Energy efficiency is a primary consideration in a wireless sensor network (WSN). This is also a major parameter when designing a medium access control (MAC) protocol for WSNs. Hierarchical clustering structure is rega... Energy efficiency is a primary consideration in a wireless sensor network (WSN). This is also a major parameter when designing a medium access control (MAC) protocol for WSNs. Hierarchical clustering structure is regarded suitable for WSNs due to its good performance in energy conservation. In this work, an adequately flexible mechanism for clustering WSNs is designed, in which some creative or promotional metrics are utilized, such as cluster head selection algorithm, cluster optional reconstruction, interested data transmission, multiple path routing protocol. All these strategies were cooperated to maximize energy saving of whole system. An appropriate MAC protocol for this mechanism is proposed, by flexibly switching the status of diverse sensor nodes in different strategies. The simulation results show that the proposed MAC protocol is suitable for clustering WSNs and performs well in aspects of energy efficiency, flexibility and scalability. 展开更多
关键词 MAC protocol energy conservation FLEXIBILITY re-clustering wireless sensor network
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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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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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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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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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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 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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A Power Graded Data Gathering Mechanism for Wireless Sensor Networks
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作者 BI Yan-Zhong YAN Ting-Xin +1 位作者 SUN Li-Min WU Zhi-Mei 《自动化学报》 EI CSCD 北大核心 2006年第6期881-891,共11页
The data gathering manner of wireless sensor networks, in which data is forwarded towards the sink node, would cause the nodes near the sink node to transmit more data than those far from it. Most data gathering mecha... The data gathering manner of wireless sensor networks, in which data is forwarded towards the sink node, would cause the nodes near the sink node to transmit more data than those far from it. Most data gathering mechanisms nowdo not do well in balancing the energy consumption among nodes with different distances to the sink, thus they can hardly avoid the problem that nodes near the sink consume energy more quickly, which may cause the network rupture from the sink node. This paper presents a data gathering mechanism called PODA, which grades the output power of nodes according to their distances from the sink node. PODA balances energy consumption by setting the nodes near the sink with lower output power and the nodes far from the sink with higher output power. Simulation results show that the PODA mechanism can achieve even energy consumption in the entire network, improve energy efficiency and prolong the network lifetime. 展开更多
关键词 wireless sensor network energy balance power grade data gathering
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Energy efficient target tracking algorithm using cooperative sensors 被引量:1
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作者 Chun Zhang Shumin Fei 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第5期640-648,共9页
Target tracking is one of the applications of wireless sensor networks(WSNs).It is assumed that each sensor has a limited range for detecting the presence of the object,and the network is sufficiently dense so that th... Target tracking is one of the applications of wireless sensor networks(WSNs).It is assumed that each sensor has a limited range for detecting the presence of the object,and the network is sufficiently dense so that the sensors can cover the area of interest.Due to the limited battery resources of sensors,there is a tradeoff between the energy consumption and tracking accuracy.To solve this problem,this paper proposes an energy efficient tracking algorithm.Based on the cooperation of dispatchers,sensors in the area are scheduled to switch their working mode to track the target.Since energy consumed in active mode is higher than that in monitoring or sleeping mode,for each sampling interval,a minimum set of sensors is woken up based on the select mechanism.Meanwhile,other sensors keep in sleeping mode.Performance analysis and simulation results show that the proposed algorithm provides a better performance than other existing approaches. 展开更多
关键词 target tracking wireless sensor network energy consumption tracking accuracy
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异步移动边缘计算网络中的联合任务调度与计算资源分配优化策略 被引量:1
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作者 王汝言 杨安琪 +2 位作者 吴大鹏 唐桐 祝志远 《电子与信息学报》 北大核心 2025年第2期470-479,共10页
移动边缘计算(MEC)通过将密集型任务从传感器卸载到附近边缘服务器,来增强本地的计算能力,延长其电池寿命。然而,在面向无线传感器网等时变环境中,任务之间的异构性可能会导致通信低效率、高时延等问题。为此,该文提出一种异步移动边缘... 移动边缘计算(MEC)通过将密集型任务从传感器卸载到附近边缘服务器,来增强本地的计算能力,延长其电池寿命。然而,在面向无线传感器网等时变环境中,任务之间的异构性可能会导致通信低效率、高时延等问题。为此,该文提出一种异步移动边缘计算网络中的联合任务调度与计算资源分配优化策略,该策略实时感知任务信息年龄和能耗,将异步边缘卸载问题数学建模为NP难(NP-hard problem)的混合整数规划问题,并提出基于混合动作优势演员-评论家(HA2C)强化学习算法的任务调度和计算资源分配方案解决该问题。仿真结果表明,该文方法能显著降低异步卸载网络的平均信息年龄和能耗,满足无线传感器网络对任务时效性的要求。 展开更多
关键词 异步移动边缘计算 无线传感器网络 平均信息年龄 平均能耗 混合动作强化学习
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考虑节点负载的复杂无线传感网络拓扑结构优化方法
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作者 肖英 杨兴果 覃志华 《传感技术学报》 北大核心 2025年第10期1872-1877,共6页
复杂无线传感器网络中的节点数量大量增加,导致数据传输量和处理量的激增,网络的结构变得更加复杂,增加了数据传输和处理的难度和能耗。为此,提出一种考虑节点负载的复杂无线传感网络拓扑结构优化方法。计算无线传感网络度分布、聚类系... 复杂无线传感器网络中的节点数量大量增加,导致数据传输量和处理量的激增,网络的结构变得更加复杂,增加了数据传输和处理的难度和能耗。为此,提出一种考虑节点负载的复杂无线传感网络拓扑结构优化方法。计算无线传感网络度分布、聚类系数、平均路径长度,对无线传感网络的体系结构展开分析。在考虑节点负载的情况下,引入子簇概念,通过无线传感网络缓冲能量组件分级分簇结构,基于节点剩余能量实时动态优化无线传感网络拓扑结构,实现复杂无线传感网络拓扑结构优化。仿真结果表明,所提方法的能耗为1.61W,端到端平均时延最小值为0.11s,分组平均投递率最大值为99.5%,证明该方法可有效实现复杂无线传感网络拓扑结构优化。 展开更多
关键词 无线传感网络 拓扑结构优化 节点负载 分级分簇 节点剩余能量
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基于改进NGO算法的LEACH多跳路由优化方法
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作者 韩冰青 熊培淞 《计算机工程与设计》 北大核心 2025年第11期3167-3173,共7页
针对Leach(low energy adaptive clustering hierarchy)协议在大规模网络中存在着数据传输效率不高和网络生命周期短的问题,提出了一种LEACH-CM-NGO优化算法。该方法通过在簇头选取阶段优化簇头数在所有节点中占比,引进能量密度因子和... 针对Leach(low energy adaptive clustering hierarchy)协议在大规模网络中存在着数据传输效率不高和网络生命周期短的问题,提出了一种LEACH-CM-NGO优化算法。该方法通过在簇头选取阶段优化簇头数在所有节点中占比,引进能量密度因子和能耗因子改进阈值公式优化簇头分布,并在数据传输阶段,由原本的单跳传输改为多跳方式传输数据,引入基于立方映射方法,自适应权重策略和柯西变异的北方苍鹰优化算法改进簇头间数据传输路径,以提高网络的能效和数据传输效率。仿真结果表明,所提出的方法在减少能耗的同时,显著延长了网络的生命周期并提高了数据传输的成功率。 展开更多
关键词 无线传感网 低功耗自适应聚类协议 阈值公式 柯西变异 北方苍鹰优化算法 能量密度因子 多跳传输
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无线传感器网络优质虚拟骨干的构建算法
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作者 黄金河 梁家荣 黎昌珍 《计算机工程与科学》 北大核心 2025年第7期1181-1192,共12页
无线传感器网络的虚拟骨干由承担网络的计算和路由任务的节点组成,其能耗效率是整个网络寿命的关键。无线传感器网络的长寿命容错虚拟骨干构建问题,可以抽象成加权无向图中的加权连通坡面划分问题,这是一个NP-Hard问题。提出一种考虑寿... 无线传感器网络的虚拟骨干由承担网络的计算和路由任务的节点组成,其能耗效率是整个网络寿命的关键。无线传感器网络的长寿命容错虚拟骨干构建问题,可以抽象成加权无向图中的加权连通坡面划分问题,这是一个NP-Hard问题。提出一种考虑寿命的容错虚拟骨干构建算法,它包括2个子算法:子算法1采用贪婪策略选取能量较大的节点来构建多个不相交的连通控制集,基于睡眠唤醒机制将虚拟骨干节点电池的使用效率最大化;子算法2采用伪不相交连通控制集技术选取寿命较长的节点更新子算法1获得的虚拟骨干,构建新的长寿命容错虚拟骨干。仿真结果表明,在虚拟骨干的寿命和连通控制集的数量方面,所提算法的性能优于其他对比算法。 展开更多
关键词 无线传感器网络 虚拟骨干 加权连通坡面划分 节点能量
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基于多智能体深度强化学习的海上风电传感器节点能效优化
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作者 贾林朋 王霄 +2 位作者 何志琴 吴钦木 尹曜华 《计算机应用研究》 北大核心 2025年第8期2490-2496,共7页
海上风电场的高效运行依赖于无线传感器网络提供的监测数据。通过对现有研究中传感器节点部署与通信进行调查,指出了当前海上风电场景下无线传感器节点部署通信时能效优化研究不充分的问题。针对海上风电机组无线传感器网络的能效优化问... 海上风电场的高效运行依赖于无线传感器网络提供的监测数据。通过对现有研究中传感器节点部署与通信进行调查,指出了当前海上风电场景下无线传感器节点部署通信时能效优化研究不充分的问题。针对海上风电机组无线传感器网络的能效优化问题,设计了一种基于多智能体深度确定性策略梯度算法的优化方案。考虑了节点能量有限和特定的海上通信环境特点,通过多智能体协同优化节点的感知与通信策略,有效减少能耗并提升网络覆盖率和数据传输效率。结合自适应噪声策略、优先经验回放机制以及合理的奖励函数设计,进一步提高了算法的学习效率与能效表现。实验结果表明,所提算法相比DDPG基准算法提升了约26%的节点能效,训练速度较DDQN、SAC算法加快了33%和48%。 展开更多
关键词 海上风电 无线传感网络 能效优化 多智能体深度强化学习 自适应噪声策略
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压电/磁致伸缩复合悬臂梁式磁场取能器的研究
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作者 温欣然 王晓波 +3 位作者 朱于良 史汝川 罗骋韬 韩韬 《压电与声光》 北大核心 2025年第5期857-864,共8页
磁致伸缩材料在提升压电/磁致伸缩复合悬臂梁式磁场取能器的输出性能中极具潜力,但其性能增强的充分条件尚未有详尽讨论。该文基于欧拉-伯努利梁假设,建立了时谐磁场激励下单晶构型压电/磁致伸缩复合悬臂梁式磁场取能器的分布参数模型,... 磁致伸缩材料在提升压电/磁致伸缩复合悬臂梁式磁场取能器的输出性能中极具潜力,但其性能增强的充分条件尚未有详尽讨论。该文基于欧拉-伯努利梁假设,建立了时谐磁场激励下单晶构型压电/磁致伸缩复合悬臂梁式磁场取能器的分布参数模型,给出了电阻负载时取能器输出电压的解析解,提出了磁致伸缩效应增强输出性能的激励增强条件并验证了该条件的有效性。在此基础上,基于PZT-5H和铁镓合金制备了工频磁场取能器,在1 Oe磁场中最大直流输出电流为142μA,功率密度达到35.4μW/cm^(3)/Oe^(2)。实验表明,取能器在4 Oe微弱磁场中能为无线传感器稳定供电以持续监测环境参数。这为电力设施状态监测领域提供了一种高效的磁场取能解决方案。 展开更多
关键词 磁场能量采集 自供电无线传感器 磁致伸缩材料 压电材料
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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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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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