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Distance Matrix and Markov Chain Based Sensor Localization in WSN 被引量:2
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作者 Omaima Bamasaq Daniyal Alghazzawi +4 位作者 Surbhi Bhatia Pankaj Dadheech Farrukh Arslan Sudhakar Sengan Syed Hamid Hassan 《Computers, Materials & Continua》 SCIE EI 2022年第5期4051-4068,共18页
Applications based on Wireless Sensor Networks(WSN)have shown to be quite useful in monitoring a particular geographic area of interest.Relevant geometries of the surrounding environment are essential to establish a s... Applications based on Wireless Sensor Networks(WSN)have shown to be quite useful in monitoring a particular geographic area of interest.Relevant geometries of the surrounding environment are essential to establish a successful WSN topology.But it is literally hard because constructing a localization algorithm that tracks the exact location of Sensor Nodes(SN)in a WSN is always a challenging task.In this research paper,Distance Matrix and Markov Chain(DM-MC)model is presented as node localization technique in which Distance Matrix and Estimation Matrix are used to identify the position of the node.The method further employs a Markov Chain Model(MCM)for energy optimization and interference reduction.Experiments are performed against two well-known models,and the results demonstrate that the proposed algorithm improves performance by using less network resources when compared to the existing models.Transition probability is used in the Markova chain to sustain higher energy nodes.Finally,the proposed Distance Matrix and Markov Chain model decrease energy use by 31%and 25%,respectively,compared to the existing DV-Hop and CSA methods.The experimental results were performed against two proven models,Distance VectorHop Algorithm(DV-HopA)and Crow Search Algorithm(CSA),showing that the proposed DM-MC model outperforms both the existing models regarding localization accuracy and Energy Consumption(EC).These results add to the credibility of the proposed DC-MC model as a better model for employing node localization while establishing a WSN framework. 展开更多
关键词 Wireless sensor network resource optimization ROUTING distance matrix Markov chain
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A Chain Routing Algorithm Based on Traffic Prediction in Wireless Sensor Networks 被引量:1
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作者 Yi Sun Lei Xu +1 位作者 Xin Wu Minxuan Shen 《Communications and Network》 2013年第3期504-507,共4页
As a representative of chain-based protocol in Wireless Sensor Networks (WSNs), EEPB is an elegant solution on energy efficiency. However, in the latter part of the operation of the network, there is still a big probl... As a representative of chain-based protocol in Wireless Sensor Networks (WSNs), EEPB is an elegant solution on energy efficiency. However, in the latter part of the operation of the network, there is still a big problem: reserving energy of the node frequently presents the incapacity of directly communicating with the base station, at the same time capacity of data acquisition and transmission as normal nodes. If these nodes were selected as LEADER nodes, that will accelerate the death process and unevenness of energy consumption distribution among nodes.This paper proposed a chain routing algorithm based ontraffic prediction model (CRTP).The novel algorithmdesigns a threshold judgment method through introducing the traffic prediction model in the process of election of LEADER node. The process can be dynamically adjusted according to the flow forecasting. Therefore, this algorithm lets the energy consumption tend-ing to keep at same level. Simulation results show that CRTP has superior performance over EEPB in terms of balanced network energy consumption and the prolonged network life. 展开更多
关键词 Wireless sensor Networks A chain ROUTING Algorithm LEADER NODE TRAFFIC Prediction Model
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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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A Chain-Based Routing Protocol to Maximize the Lifetime of Wireless Sensor Networks 被引量:1
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作者 Mourad Hadjila Herve Guyennet Mohammed Feham 《Wireless Sensor Network》 2013年第5期116-120,共5页
Energy conservation is a key issue in the design of systems based on wireless sensor networks. Clustering routing protocols have been developed in order to reduce the network traffic toward the sink and therefore prol... Energy conservation is a key issue in the design of systems based on wireless sensor networks. Clustering routing protocols have been developed in order to reduce the network traffic toward the sink and therefore prolong the network lifetime. An alternative of clustering is to build chains instead of clusters. In this context, we propose a routing protocol for Wireless Sensor Networks (WSN). It is based on constructing multiple chains in the direction of the sink. The first node of each chain sends data to the closest node in the same chain. This latter collects, aggregates and transmits data to the next closest node. This process repeats until reaching the last node, which aggregates and transmits data directly to the sink. An improvement of this approach is proposed. It works as follows: In addition to forming multiple chains as previously, it constructs a main chain, which includes leader node of each chain. Since, initially all main chain nodes have the same amount of power, the nearest node to the sink aggregates data from others then transmits it to the sink. In the next transmission, main chain node having the higher residual energy performs this task. Compared with the first approach, simulation results show that improvement approach consumes less energy and effectively extends the network lifetime. 展开更多
关键词 Wireless sensor Networks chain Energy Conservation LIFETIME
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Molecular Engineering of Benzobisoxazole-Based Conjugated Polymers for High-Performance Organic Photodetectors and Fingerprint Image Sensors
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作者 Cheol Shin WonJo Jeong +7 位作者 Ezgi Darici Lee Jong Baek Park Hyungju Ahn Seyeon Baek Myeong In Kim Dae Sung Chung Kang-Il Seo In Hwan Jung 《Energy & Environmental Materials》 2025年第1期151-163,共13页
Various novel conjugated polymers(CPs)have been developed for organic photodetectors(OPDs),but their application to practical image sensors such as X-ray,R/G/B,and fingerprint sensors is rare.In this article,we report... Various novel conjugated polymers(CPs)have been developed for organic photodetectors(OPDs),but their application to practical image sensors such as X-ray,R/G/B,and fingerprint sensors is rare.In this article,we report the entire process from the synthesis and molecular engineering of novel CPs to the development of OPDs and fingerprint image sensors.We synthesized six benzo[1,2-d:4,5-d’]bis(oxazole)(BBO)-based CPs by modifying the alkyl side chains of the CPs.Several relationships between the molecular structure and the OPD performance were revealed,and increasing the number of linear octyl side chains on the conjugated backbone was the best way to improve Jph and reduce Jd in the OPDs.The optimized CP demonstrated promising OPD performance with a responsivity(R)of 0.22 A/W,specific detectivity(D^(*))of 1.05×10^(13)Jones at a bias of-1 V,rising/falling response time of 2.9/6.9μs,and cut-off frequency(f_(-3dB))of 134 kHz under collimated 530 nm LED irradiation.Finally,a fingerprint image sensor was fabricated by stacking the POTB1-based OPD layer on the organic thin-film transistors(318 ppi).The image contrast caused by the valleys and ridges in the fingerprints was obtained as a digital signal. 展开更多
关键词 alkyl side chain engineering fingerprint image sensor on/off ratio organic photodetector specific detectivity
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一种基于沉潜油行为机理的拖曳式多传感器联合探测方法研究
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作者 吴培良 王智伟 +2 位作者 孔德明 崔永强 谢贝贝 《计量学报》 北大核心 2026年第3期422-430,共9页
沉潜油是指处于悬浮和沉底状态的2类海上溢油。目前,对于其尚未建立起系统性探测与治理体系。为此,提出了一种沉潜油联合探测方法,该方法通过集成链式多节点传感器探测阵列和侧扫声呐系统,构建了一个拖曳式多传感器联合探测平台,有效突... 沉潜油是指处于悬浮和沉底状态的2类海上溢油。目前,对于其尚未建立起系统性探测与治理体系。为此,提出了一种沉潜油联合探测方法,该方法通过集成链式多节点传感器探测阵列和侧扫声呐系统,构建了一个拖曳式多传感器联合探测平台,有效突破了传统单一传感器在空间覆盖范围有限和探测信息维度不足方面的限制。研究了链式多节点传感探测阵列中的主、辅节点传感器,并针对半潜油探测中的浓度参数建立了量化模型。实验结果表明:基于主、辅节点传感器获取的数据并结合线性回归方法建立的浓度量化模型表现出良好的效果,决定性系数分别达到0.98、0.99和0.95、0.96,说明所研制的主、辅节点传感器对半潜油浓度具有良好的测量性能。 展开更多
关键词 沉潜油 浓度测量 半潜油 侧扫声呐 链式多节点传感器 探测阵列
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Coverage of communication-based sensor nodes deployed location and energy efficient clustering algorithm in WSN 被引量:6
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作者 Xiang Gao Yintang Yang Duan Zhou 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第4期698-704,共7页
An effective algorithm based on signal coverage of effective communication and local energy-consumption saving strategy is proposed for the application in wireless sensor networks.This algorithm consists of two sub-al... An effective algorithm based on signal coverage of effective communication and local energy-consumption saving strategy is proposed for the application in wireless sensor networks.This algorithm consists of two sub-algorithms.One is the multi-hop partition subspaces clustering algorithm for ensuring local energybalanced consumption ascribed to the deployment from another algorithm of distributed locating deployment based on efficient communication coverage probability(DLD-ECCP).DLD-ECCP makes use of the characteristics of Markov chain and probabilistic optimization to obtain the optimum topology and number of sensor nodes.Through simulation,the relative data demonstrate the advantages of the proposed approaches on saving hardware resources and energy consumption of networks. 展开更多
关键词 wireless sensor network probability distribution function Markov chain received signal strength indicator Gaussian distribution.
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An Authenticated Dynamic Key Management Scheme for Clustered Sensor Networks 被引量:2
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作者 ZHOU Yajian PAN Anwei LI Jiguo 《China Communications》 SCIE CSCD 2010年第4期7-17,共11页
Secure sensor networks has received much attention in the last few years.A sensor network always works unattended possibly in a hostile environment such as a battlefield.In such environments,sensor networks are subjec... Secure sensor networks has received much attention in the last few years.A sensor network always works unattended possibly in a hostile environment such as a battlefield.In such environments,sensor networks are subject to node capture.Constrained energy,memory,and computational capabilities of sensor nodes mandate a clever design of security solutions to minimize overhead while maintaining secure communication over the lifespan of the network.In this paper,an authenticated dynamic key management scheme,ADKM has been proposed.It provides efficient,scalable,and survivable dynamic keying in a clustered sensor network with a large number of sensor nodes.ADKM employs a combinatorial exclusion basis system (EBS) for efficiency and one-way hash chains for authentication.Analysis of security and performance demonstrate that ADKM is efficient in security of sensor networks. 展开更多
关键词 Wireless sensor Networks Key Management Exclusion Basis Systems One-way Hash chain
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A Phenyl Sulfide Functionalized Luminescent Sensors for Efficient Fe3+ and Cr2O72- Ions Detection 被引量:1
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作者 XU Han PAN Zhao-Rui 《Chinese Journal of Structural Chemistry》 SCIE CAS CSCD 2019年第12期2121-2128,共8页
A new complex, {[Cd(BIDPT)(NBA)]}n(1), was synthesized from the selfassembly of BIDPT(BIDPT = 4,4?-bis(imidazol-l-yl)diphenyl thioether) and H2NBA(H2 NBA = 4,4?-azanediyldibenzoic acid) ligands with Cd(Ⅱ... A new complex, {[Cd(BIDPT)(NBA)]}n(1), was synthesized from the selfassembly of BIDPT(BIDPT = 4,4?-bis(imidazol-l-yl)diphenyl thioether) and H2NBA(H2 NBA = 4,4?-azanediyldibenzoic acid) ligands with Cd(Ⅱ). 1 was characterized by infrared spectroscopy, powder X-ray diffraction, elemental analysis, and thermogravimetry measurement. 1 crystallizes in monoclinic system, space group P21/c with a = 8.8204(1), b = 29.835(3), c = 10.3813(1) ?, β = 96.180(2)°, V = 2730.7(5) ?3, Z = 4, C32H22CdN5O4S, Mr = 685.01, Dc = 1.666 g/cm3, μ = 0.926 mm-1, R = 0.0548 and wR = 0.1528. 1 features a parallel structure with 3-connected hcb network and the adjacent 2 D networks are stacked together via C–H···π interaction to form a 3 D network. Its application in detecting metal cations and inorganic anions was explored. 1 exhibits excellent photoluminescence sensing for Fe3+ and Cr2O72- ions. And the mechanism of quenching is also studied. 展开更多
关键词 luminescent sensor helical chain quenching mechanism
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IoT-Enabled RFID in Supply Chain Management: A Comprehensive Survey and Future Directions
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作者 Jannatul Ferdousmou Mani Prabha +3 位作者 MD Omar Farouk MD Samiun Hasan Mahmud Sozib Al Modabbir Zaman 《Journal of Computer and Communications》 2024年第11期207-223,共17页
Radio frequency identification (RFID) has emerged as a pivotal technology in supply chain management (SCM), significantly enhancing its efficiency and effectiveness. When integrated with the internet of things (IoT) t... Radio frequency identification (RFID) has emerged as a pivotal technology in supply chain management (SCM), significantly enhancing its efficiency and effectiveness. When integrated with the internet of things (IoT) to form RFID-IoT, this technology brings transformative advancements to SCM, enabling automated sensing, pervasive computing, and ubiquitous data access across the entire supply chain, from manufacturers and distributors to retailers and consumers. This integration facilitates real-time identification and monitoring of products, enhances various processes, improves logistic tracking, and ensures better product quality management. Despite its promising benefits, the adoption of RFID-IoT in SCM faces several challenges, including technical complexities, data security concerns, and high implementation costs. However, the future potential of RFID-IoT technology remains substantial. It is anticipated that further integration with other emerging technologies, such as block chain and artificial intelligence, will lead to more comprehensive and robust SCM solutions, offering unprecedented levels of transparency, efficiency, and automation in supply chain operations. 展开更多
关键词 Radio Frequency Identification Supply chain Management Internet of Things Logistic Tracking Data security Wireless sensor Networks Block chain Artificial Intelligence RFID-IoT Integration Real-Time Supply chain Monitoring Inventory Management Automation Logistics Optimization
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海上半潜油链式多节点传感器探测阵列研究
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作者 吴培良 王智伟 +2 位作者 孔德明 谢贝贝 崔永强 《电子测量与仪器学报》 北大核心 2025年第11期33-41,共9页
半潜油是一种长期悬浮和游荡在海水中的溢油,现有探测方法难以获取相当范围内完整一段半潜油的浓度、油种、组分、分布与边界等基本必要信息,从而无法对海上半潜油溯源、追踪和预测等探测问题开展深入研究。为此,研究了一种由多个主、... 半潜油是一种长期悬浮和游荡在海水中的溢油,现有探测方法难以获取相当范围内完整一段半潜油的浓度、油种、组分、分布与边界等基本必要信息,从而无法对海上半潜油溯源、追踪和预测等探测问题开展深入研究。为此,研究了一种由多个主、辅节点相间组成的海上半潜油链式多节点传感器探测阵列。其中,主节点采用基于激光诱导时间分辨荧光光谱技术的水下探测装置以获取浓度、油种与组分等信息,辅节点则采用低成本的六电极电导率传感器以实现浓度、分布与边界测量。所述六电极传感器由6个按特定几何排列的环形电极构成,通过对多对电极间电压的测量获取局部电阻率数据,并据此构建电阻率——半潜油浓度的回归模型。最后,通过实验验证了该模型具有良好的泛化能力和较高的测量精度,其在校准和验证集中的决定系数分别0.95和0.96。该研究为大剖面、立体化探测海上半潜油提供了一种新的链式传感器阵列和浓度计算方法,很好地解决了探测半潜油所需的基本必要参数测量问题。 展开更多
关键词 溢油 半潜油 电阻率 六电极电导率传感器 链式多节点传感器探测阵列
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拱坝变形自动监测悬丝式高精度光电倾角传感器研究
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作者 刘弹 姚孟迪 +6 位作者 李向前 师义成 屈凯 李川 卫栋梁 杨青 李燚 《应用光学》 北大核心 2025年第4期895-902,共8页
针对大型拱坝链式三维变形测量系统的需求,确定了倾角传感器的技术指标,研究了基于悬丝的高精度光电倾角传感器方案。利用非相干准直光束形成测量光场,将悬丝的阴影光斑经过光学系统放大,形成清晰的影像,投影到线阵CCD(chargecoupleddev... 针对大型拱坝链式三维变形测量系统的需求,确定了倾角传感器的技术指标,研究了基于悬丝的高精度光电倾角传感器方案。利用非相干准直光束形成测量光场,将悬丝的阴影光斑经过光学系统放大,形成清晰的影像,投影到线阵CCD(chargecoupleddevice);根据光斑位置测量原理,得到阴影光斑的位移值,反求出测点的倾角值;同时,针对长周期的现场运行需求,设计了二维高精度光电倾角传感器结构。测试结果表明:传感器的分辨率和量程指标满足设计要求,可实现量程3093"、精度0.432"的高精度倾角测量。 展开更多
关键词 拱坝 三维变形 链式测量 线阵CCD 倾角传感
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基于改进布谷鸟搜索算法的无线传感器网络覆盖优化 被引量:2
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作者 周恺卿 杨森宇 +1 位作者 康棣文 欧云 《河南理工大学学报(自然科学版)》 北大核心 2025年第4期48-58,141,共12页
目的为了提高无线传感器网络(wireless sensor network,WSN)覆盖率,提出一种针对WSN覆盖优化的改进布谷鸟搜索(improved cuckoo search with multi-strategies,ICS-MS)算法。方法ICS-MS算法基于对标准布谷鸟搜索算法的寻优过程进行分析... 目的为了提高无线传感器网络(wireless sensor network,WSN)覆盖率,提出一种针对WSN覆盖优化的改进布谷鸟搜索(improved cuckoo search with multi-strategies,ICS-MS)算法。方法ICS-MS算法基于对标准布谷鸟搜索算法的寻优过程进行分析,通过建立马尔可夫模型,分析迭代过程,明确改进方向,降低自转移概率,减少平均理论迭代次数,进行一系列改进策略选择。首先,引入分阶段逐维更新策略,以减轻高维空间中的维度耦合效应,降低解空间的自转移概率;其次,在执行Lévy飞行操作后,依据个体适应度进行精英保留,并通过反向搜索操作扩展搜索域;最后,采用基于多策略的随机偏好游走算法,结合全局最优解的信息,引导种群向最优解方向进化。实验基于节点同构、节点感知范围与通信范围相同、节点实时感知假设,对WSN覆盖优化问题进行建模,并提出布谷鸟个体的构建方法。同时,以最大化WSN覆盖率为目标,实验采用点监测离散化方法,在节点数量20,30场景下,对ICS-MS算法与标准布谷鸟搜索(cuckoo search,CS)及其6种变体(MACS,DA-DOCS,WCSDE,ICS-ABC-OBL,CSDE,ICS)进行比较。结果结果表明,ICS-MS算法在节点数20时,相较于对比算法,覆盖率平均提升17.12%~17.35%;在节点数30时,覆盖率平均提升10.09%~18.05%。结论ICS-MS算法在WSN覆盖优化领域展现出更均匀的节点分布、更高的覆盖率和更快的收敛速率。 展开更多
关键词 无线传感器网络 马尔可夫链 布谷鸟搜索算法 逐维更新 反向搜索
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基于杂交链式反应的新型荧光适体传感器检测食品中的OTA
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作者 贾耀博 张蕴哲 +3 位作者 李子坤 卢鑫 徐慧 张伟 《中国食品学报》 北大核心 2025年第1期391-399,共8页
赭曲霉毒素A(OTA)是一种常见的霉菌毒素,常常污染食品,造成不同程度的危害。为开发一种基于杂交链式反应(HCR)的新型荧光适体传感器,用于快速灵敏地检测食品中的OTA,首先将OTA与适体结合,释放出触发链cDNA,进而触发发卡HP1与HP2发生HCR... 赭曲霉毒素A(OTA)是一种常见的霉菌毒素,常常污染食品,造成不同程度的危害。为开发一种基于杂交链式反应(HCR)的新型荧光适体传感器,用于快速灵敏地检测食品中的OTA,首先将OTA与适体结合,释放出触发链cDNA,进而触发发卡HP1与HP2发生HCR反应,使HP1中的G-四链体序列形成G-四链体结构,与此同时N-甲基中卟啉IX(NMM)染料插入到G-四链体结构中,从而显著增强荧光信号。通过荧光信号强度的变化,实现对OTA无酶、免荧光标记的定量检测。结果表明:本方法特异性强,在7组试验中,含有OTA的两组试验结果均是阳性,不含OTA的5组试验结果均为阴性。其线性回归方程为Y=0.71133lgC_(OTA)+3.21383,相关系数R^(2)=0.9942,线性范围为0.1 pg/mL~5 ng/mL,检出限为0.1 pg/mL。将该方法应用于小麦、红酒和咖啡人工加标样品的检测,其回收率均在92%~97.88%之间,高于ELISA试剂盒的回收率(90.5%~95.78%),表明该方法的检测结果优于国标方法。本研究开发的新型荧光适体传感器可实现对食品中OTA的快速、灵敏、特异和准确地检测,也为其它毒素以及影响食品安全的其它化学污染物的快速检测提供了新思路。 展开更多
关键词 赭曲霉毒素A 杂交链式反应 G-四链体 荧光适体传感器 检测
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基于深度强化学习的传感器-武器-目标分配方法 被引量:1
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作者 闫世祥 刘海军 《现代防御技术》 北大核心 2025年第4期10-17,共8页
合理选择作战资源组成“传感器-武器-目标”杀伤链在防空网络化作战中具有重要的意义,研究了多约束限制、多优化指标下的传感器-武器-目标分配(sensor-weapon-taget assignment,S-WTA)问题,建立其数学模型,并提出一种基于深度强化学习... 合理选择作战资源组成“传感器-武器-目标”杀伤链在防空网络化作战中具有重要的意义,研究了多约束限制、多优化指标下的传感器-武器-目标分配(sensor-weapon-taget assignment,S-WTA)问题,建立其数学模型,并提出一种基于深度强化学习的分配方法。分析S-W-TA问题对应的寻优指标,使用杀伤链有利度指标整合传统的效能指标;采用深度Q网络(deep Q network,DQN)方法训练智能体,使用深度强化学习类方法对S-W-TA问题进行求解。仿真结果表明:在杀伤链择优组网的过程中,深度强化学习算法所求得的解优于工程上广泛应用的基于规则的分配方法,强化学习类算法更适合解决多约束限制、多优化指标的S-W-TA问题,具有一定的工程应用价值。 展开更多
关键词 网络化作战 传感器-武器-目标分配 杀伤链 强化学习 深度Q网络
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农田监测无线传感器网络节点部署策略
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作者 程晓玲 郭小春 严锡君 《微型电脑应用》 2025年第10期11-15,共5页
无线传感器网络的节点优化部署可提高网络的覆盖率、延长网络生命周期。针对农田监测,结合链型网络和星型网络的特点,提出一种多链型无线传感器网络节点优化部署策略。综合考虑链间干扰、网络连通性和节点能耗,得到节点最优间距、每条... 无线传感器网络的节点优化部署可提高网络的覆盖率、延长网络生命周期。针对农田监测,结合链型网络和星型网络的特点,提出一种多链型无线传感器网络节点优化部署策略。综合考虑链间干扰、网络连通性和节点能耗,得到节点最优间距、每条链的最优跳数以及圆形区域最优链数。MATLAB仿真说明,所提出部署方法能够有效地降低、均衡节点能耗、最大限度地延长网络的生命周期。 展开更多
关键词 无线传感器网络 节点部署 最优间距 最优链数 农田监测
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基于邻域链的传感器网络数据异常检测方法 被引量:1
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作者 晁永兰 《自动化技术与应用》 2025年第5期61-65,共5页
传统对于传感器网络异常数据的检测主要采用核密度估计算法,易受到数据分布不均匀的影响,导致检测准确率较低等问题。为此,提出基于邻域链的传感器网络数据异常检测方法。根据数据采样值的波动范围,计算节点数据的置信度与置信区间,以... 传统对于传感器网络异常数据的检测主要采用核密度估计算法,易受到数据分布不均匀的影响,导致检测准确率较低等问题。为此,提出基于邻域链的传感器网络数据异常检测方法。根据数据采样值的波动范围,计算节点数据的置信度与置信区间,以此明确异常数据来源,利用邻域链算法计算两节点间数据的相似性,判断数据状态,通过对数据列表进行重构,分析数据在网格内部和边缘的分布规律,并将数据邻域距离与阈值比较,以输出数据异常值,由此实现数据异常检测。对比实验结果表明,所提方法能够较为准确地检测出传感器网络中的异常数据。 展开更多
关键词 邻域链算法 传感器网络 数据异常 检出率
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基于传感器网络的疫苗冷链物流监测系统设计 被引量:1
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作者 陈文蕾 张嘉乐 +2 位作者 江柯函 王福兵 闫悦 《无线互联科技》 2025年第23期53-57,共5页
文章结合实际业务需求研究了针对疫苗冷链物流运输和存储环节的智能监测系统来实现环境参数的实时监测。该系统采用基于STM32F103RCT6的终端节点采集温湿度数据并连续地发送到蜂窝网络中,再将这些信息发送给智能网关,由应用层的冷链数... 文章结合实际业务需求研究了针对疫苗冷链物流运输和存储环节的智能监测系统来实现环境参数的实时监测。该系统采用基于STM32F103RCT6的终端节点采集温湿度数据并连续地发送到蜂窝网络中,再将这些信息发送给智能网关,由应用层的冷链数据处理系统汇总并计算出预警阈值。该系统还采用了多级报警设计来实现对异常环境状态不同级别的预警响应。评估表明,该方案能够有效提高预警数据的时效性,可以较好地达到冷链物流的防灾减灾的效果,因此,可以在冷链运输车辆中应用该技术来保证疫苗冷链物流的安全性。 展开更多
关键词 疫苗冷链 实时监测 传感器网络 多级预警
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基于多传感器数据融合的铁路智能调度指挥系统设计 被引量:1
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作者 陈俊臣 魏琛 《自动化与仪器仪表》 2025年第11期78-82,共5页
当前智能调度指挥系统在保障列车运行安全、提高运输效率方面的重要性日益凸显。为提升铁路调度的智能化水平和应对复杂环境的能力,研究基于无迹卡尔曼滤波算法(Unscented Kalman Filter,UKF)设计了一个铁路智能调度指挥系统。实验结果... 当前智能调度指挥系统在保障列车运行安全、提高运输效率方面的重要性日益凸显。为提升铁路调度的智能化水平和应对复杂环境的能力,研究基于无迹卡尔曼滤波算法(Unscented Kalman Filter,UKF)设计了一个铁路智能调度指挥系统。实验结果中,该系统在不同运行场景下列车准点率高达98.5%、95.6%以及92.8%,数值显著高于对照系统;同时在严重干扰场景下,智能调度系统指令响应时间仅为5 min,列车运行冲突率低至0.2%。结果表明,该智能调度指挥系统能够有效应对复杂环境,显著提升铁路运行的效率和安全性。研究为铁路运输的智能化发展提供了新的技术思路和解决方案。 展开更多
关键词 多传感器融合 铁路智能调度 无迹卡尔曼滤波算法 指挥系统
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基于RFID和WSN技术的猪肉冷链物流系统设计
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作者 李文凤 李龙 李梅 《湖北农业科学》 2025年第11期171-174,共4页
在消费者对食品安全与品质要求日益提高的背景下,针对猪肉冷链物流存在的温度控制不佳、溯源困难等问题,基于无线传感器网络(WSN)和射频识别(RFID)技术设计了一套冷链物流系统。该系统不仅能够实时监测生猪养殖信息和运输途中猪肉的位置... 在消费者对食品安全与品质要求日益提高的背景下,针对猪肉冷链物流存在的温度控制不佳、溯源困难等问题,基于无线传感器网络(WSN)和射频识别(RFID)技术设计了一套冷链物流系统。该系统不仅能够实时监测生猪养殖信息和运输途中猪肉的位置,还能根据冷链标准对环境参数与运输路径进行精准调控,从而实现猪肉冷链运输全过程的自动化控制与高效管理。 展开更多
关键词 猪肉 冷链物流系统 无线传感器网络(WSN)和射频识别(RFID) 智能化管控 设计
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