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基于物联网的智慧教室环境多传感器节点数据自适应融合方法 被引量:2
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作者 王金锟 《桂林航天工业学院学报》 2023年第2期226-231,共6页
传感器节点数据的自适应融合误差较大,为提高融合精度,基于物联网设计智慧教室环境多传感器节点数据自适应融合方法。依据系统状态的估计值推断变步长因子的调节机制,获得自适应更新环境传感器变步长因子表达式。基于物联网计算多传感... 传感器节点数据的自适应融合误差较大,为提高融合精度,基于物联网设计智慧教室环境多传感器节点数据自适应融合方法。依据系统状态的估计值推断变步长因子的调节机制,获得自适应更新环境传感器变步长因子表达式。基于物联网计算多传感器节点的线性控制参数,得到欧式距离的权重参数。判断数据融合修正值与节点能量密度的关系,在节点集合的基础上,计算多传感器节点密度。设计多传感器数据自适应融合算法,得到多传感器节点数据自适应融合方法。测试温度、湿度、粉尘浓度、振动幅度、CO_(2)浓度等多种传感器节点数据的融合精度。实验结果显示,同等网络迭代次数下,该方法所得到的拟合优度明显高于其他三种方法,可见该方法的融合效果优于其他方法。 展开更多
关键词 物联网 智慧教室 环境传感器 多传感器节点 数据融合 自适应融合算法
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基于修正时延粒子滤波的水声传感器网络目标跟踪 被引量:4
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作者 曹利 李宇 黄勇 《声学技术》 CSCD 2012年第1期67-71,共5页
在水声传感器网络中,利用多个传感器节点探测到的方位信息进行目标跟踪是水下目标跟踪领域的一种新思路。由于水中声速的限制,信号到达各个节点的时间不是同步的,提出了一种修正时间延迟的方法,并将其与粒子滤波(PF)、扩展卡尔曼粒子滤... 在水声传感器网络中,利用多个传感器节点探测到的方位信息进行目标跟踪是水下目标跟踪领域的一种新思路。由于水中声速的限制,信号到达各个节点的时间不是同步的,提出了一种修正时间延迟的方法,并将其与粒子滤波(PF)、扩展卡尔曼粒子滤波(EKPF)结合来解决该非线性跟踪问题。仿真分析表明修正时延后,算法的跟踪性能有较大提高;并且在相同条件下,EKPF的跟踪性能比PF好。 展开更多
关键词 纯方位 多传感器节点 修正时延 粒子滤波
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Multi-objective optimization sensor node scheduling for target tracking in wireless sensor network 被引量:1
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作者 文莎 Cai Zixing Hu Xiaoqing 《High Technology Letters》 EI CAS 2014年第3期267-273,共7页
Target tracking in wireless sensor network usually schedules a subset of sensor nodes to constitute a tasking cluster to collaboratively track a target.For the goals of saving energy consumption,prolonging network lif... Target tracking in wireless sensor network usually schedules a subset of sensor nodes to constitute a tasking cluster to collaboratively track a target.For the goals of saving energy consumption,prolonging network lifetime and improving tracking accuracy,sensor node scheduling for target tracking is indeed a multi-objective optimization problem.In this paper,a multi-objective optimization sensor node scheduling algorithm is proposed.It employs the unscented Kalman filtering algorithm for target state estimation and establishes tracking accuracy index,predicts the energy consumption of candidate sensor nodes,analyzes the relationship between network lifetime and remaining energy balance so as to construct energy efficiency index.Simulation results show that,compared with the existing sensor node scheduling,our proposed algorithm can achieve superior tracking accuracy and energy efficiency. 展开更多
关键词 wireless sensor network (WSN) target tracking sensor scheduling multi-objective optimization
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A Cloud-Assisted Malware Detection and Suppression Framework for Wireless Multimedia System in IoT Based on Dynamic Differential Game
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作者 Weiwei Zhou Bin Yu 《China Communications》 SCIE CSCD 2018年第2期209-223,共15页
As a novel dynamic network service infrastructure, Internet of Things (IoT) has gained remarkable popularity with obvious su- periorities in the interoperability and real-time communication. Despite of the convenien... As a novel dynamic network service infrastructure, Internet of Things (IoT) has gained remarkable popularity with obvious su- periorities in the interoperability and real-time communication. Despite of the convenience in collecting information to provide the decision basis for the users, the vulnerability of embed- ded sensor nodes in multimedia devices makes the malware propagation a growing serious problem, which would harm the security of devices and their users financially and physi- cally in wireless multimedia system (WMS). Therefore, many researches related to the mal- ware propagation and suppression have been proposed to protect the topology and system security of wireless multimedia network. In these studies, the epidemic model is of great significance to the analysis of malware prop- agation. Considering the cloud and state tran- sition of sensor nodes, a cloud-assisted model for malware detection and the dynamic differ- ential game against malware propagation are proposed in this paper. Firstly, a SVM based malware detection model is constructed with the data sharing at the security platform in the cloud. Then the number of malware-infected nodes with physical infectivity to susceptible nodes is calculated precisely based on the at- tributes of WMS transmission. Then the statetransition among WMS the modified epidemic devices is defined by model. Furthermore, a dynamic differential game and target cost function are successively derived for the Nash equilibrium between malware and WMS sys- tem. On this basis, a saddle-point malware de- tection and suppression algorithm is presented depending on the modified epidemic model and the computation of optimal strategies. Nu- merical results and comparisons show that the proposed algorithm can increase the utility of WMS efficiently and effectively. 展开更多
关键词 Internet of Things wireless multi-media system state transition malware propa-gation differential game
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Design of Wireless Multi-media Sensor Network for Precision Agriculture
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作者 尹首一 刘雷波 +2 位作者 周韧研 孙忠富 魏少军 《China Communications》 SCIE CSCD 2013年第2期71-88,共18页
To satisfy the needs of modem pre-cision agriculture, a Precision Agriculture Sensing System (PASS) is designed, which is based on wireless multimedia sensor network. Both hardware and software of PASS are tai-lored... To satisfy the needs of modem pre-cision agriculture, a Precision Agriculture Sensing System (PASS) is designed, which is based on wireless multimedia sensor network. Both hardware and software of PASS are tai-lored for sensing in wide farmland without human supervision. A dedicated single-chip sensor node platform is designed specially for wireless multi-media sensor network. To guarantee the bulky data transmission, a bit-map index reliable data transmission mecha-nism is proposed. And a battery-array switch-ing system is design to power the sensor node to elongate the lifetime. The effectiveness and performance of PASS have been evaluated through comprehensive experiments and large-scale real-life deployment. 展开更多
关键词 wireless sensor network low-power design reliable transmission pre-cision agriculture
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