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Adaptive Learning-Based Delay-Sensitive and Secure Edge-End Collaboration for Multi-Mode Low-Carbon Power IoT 被引量:3
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作者 Haijun Liao Zehan Jia +6 位作者 Ruiqiuyu Wang Zhenyu Zhou Fei Wang Dongsheng Han Guangyuan Xu Zhenti Wang Yan Qin 《China Communications》 SCIE CSCD 2022年第7期324-336,共13页
Multi-mode power internet of things(PIoT)combines various communication media to provide spatio-temporal coverage for low-carbon operation in smart park.Edge-end collaboration is feasible to achieve the full utilizati... Multi-mode power internet of things(PIoT)combines various communication media to provide spatio-temporal coverage for low-carbon operation in smart park.Edge-end collaboration is feasible to achieve the full utilization of heterogeneous resources and anti-eavesdropping.However,edge-end collaboration-based multi-mode PIoT faces challenges of mutual contradiction in communication and security quality of service(QoS)guarantee,inadaptability of resource management,and multi-mode access conflict.We propose an Adaptive learning based delAysensitive and seCure Edge-End Collaboration algorithm(ACE_(2))to optimize multi-mode channel selection and split device power into artificial noise(AN)transmission and data transmission for secure data delivery.ACE_(2) can achieve multi-attribute QoS guarantee,adaptive resource management and security enhancement,and access conflict elimination with the combined power of deep actor-critic(DAC),“win or learn fast(WoLF)”mechanism,and edge-end collaboration.Simulations demonstrate its superior performance in queuing delay,energy consumption,secrecy capacity,and adaptability to differentiated low-carbon services. 展开更多
关键词 multi-mode low-carbon PIoT edge-end collaboration multi-attribute QoS guarantee security enhancement adaptive deep actor-critic
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Design of Multi-mode Mobile Terminal Chips 被引量:4
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作者 Wang Jinshan Zhao Jianping Li Shuhong (ZTE Corporation, Shenzhen 518004, China) 《ZTE Communications》 2006年第1期43-47,共5页
Based on the analysis of B3G evolution, the base-band processing chips for mobile terminals are introduced. Key technologies for multi-mode mobile terminal base-band chips are discussed. Terminal technologies are thou... Based on the analysis of B3G evolution, the base-band processing chips for mobile terminals are introduced. Key technologies for multi-mode mobile terminal base-band chips are discussed. Terminal technologies are thought to be the key of B3G, and terminal base-band chips are regarded as the core of terminal technologies. Therefore, a unified wireless development platform is required for the R&D of multi-mode mobile terminal base-band processing chips. 展开更多
关键词 WCDMA Design of multi-mode Mobile Terminal Chips MODE
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Vortex-Induced Vibration of a Tension Leg Platform Tendon:Multi-Mode Limit Cycle Oscillations 被引量:1
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作者 Nabanita Datta 《Journal of Marine Science and Application》 CSCD 2017年第4期458-464,共7页
This paper studies the application of mathematical models to analyze the vortex-induced vibrations of the tendons of a given TLP along the Indian coastline, by using an analytical approach, using MATLAB. The tendon is... This paper studies the application of mathematical models to analyze the vortex-induced vibrations of the tendons of a given TLP along the Indian coastline, by using an analytical approach, using MATLAB. The tendon is subjected to a steady current load, which causes vortex-shedding downstream, leading to cross-flow vibrations. The magnitude of the excitation(lift and drag coefficients) depends on the vortex-shedding frequency. The resulting vibration is studied for possible resonant behavior. The excitation force is quantified empirically, the added mass by potential flow hydrodynamics, and the vibration by normal mode summation method. Non-linear viscous damping of the water is considered. The non-linear oscillations are studied by the phase-plane method, investigating the limit-cycle oscillations. The stable/unstable regions of the dynamic behavior are demarcated. The modal contribution to the total deflection is studied to establish the possibility of resonance of one of the wet modes with the vortex-shedding frequency. 展开更多
关键词 tension LEG platform vortex-induced vibration NON-LINEAR damping LIMIT cycle OSCILLATIONS multi-mode dynamics
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Energy-Efficient Multi-Mode Clusters Maintenance(M^2CM) for Hierarchical Wireless Sensor Networks
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作者 Xiangdong Hu Zhulin Liu 《China Communications》 SCIE CSCD 2017年第6期1-12,共12页
How to energy-efficiently maintain the topology of wireless sensor networks(WSNs) is still a difficult problem because of their numerous nodes,highly dynamic nature,varied application scenarios and limited resources.A... How to energy-efficiently maintain the topology of wireless sensor networks(WSNs) is still a difficult problem because of their numerous nodes,highly dynamic nature,varied application scenarios and limited resources.An energy-efficient multi-mode clusters maintenance(M2CM) method is proposed based on localized and event-driven mechanism in this work,which is different from the conventional clusters maintenance model with always periodically re-clustered among the whole network style based on time-trigger for hierarchical WSNs.M2 CM can meet such demands of clusters maintenance as adaptive local maintenance for the damaged clusters according to its changes in time and space field.,the triggers of M2 CM include such events as nodes' residual energy being under the threshold,the load imbalance of cluster head,joining in or exiting from any cluster for new node or disable one,etc.Based on neighboring relationship of the damaged clusters,one can start a single cluster(inner-cluster) maintenance or clusters(inter-cluster) maintenance program to meet diverse demands in the topology management of hierarchical WSNs.The experiment results based on NS2 simulation show that the proposed method can significantly save energy used in maintaining a damaged network,effectively narrow down the influenced area of clusters maintenance,and increase transmitted data and prolong lifetime of network compared to the traditional schemes. 展开更多
关键词 HIERARCHICAL iterative clustering multi-mode EVENT-DRIVEN adaptive ENERGY-EFFICIENT
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Unconventional geometric logic gate in a strong-driving-assisted multi-mode cavity
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作者 潘长宁 杨迪武 +1 位作者 赵学辉 方卯发 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第8期103-109,共7页
We propose a scheme to implement an unconventional geometric logic gate separately in a two-mode cavity and a multi-mode cavity assisted by a strong classical driving field. The effect of the cavity decay is included ... We propose a scheme to implement an unconventional geometric logic gate separately in a two-mode cavity and a multi-mode cavity assisted by a strong classical driving field. The effect of the cavity decay is included in the investigation. The numerical calculation is carried out, and the result shows that our scheme is more tolerant to cavity decay than the previous one because the time consumed for finishing the logic gate is doubly reduced. 展开更多
关键词 unconventional geometric gate multi-mode cavity cavity decay
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Multi-mode coupling analysis of a sub-terahertz band planar corrugated Bragg reflector
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作者 刘国 罗勇 +1 位作者 王建勋 舒国响 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第11期592-599,共8页
Planar Bragg reflector operating in the sub-terahertz wavelength installed at the upstream end of a sheet beam back- ward wave oscillator (BWO) is very promising to minimize the whole circuit structure and make it m... Planar Bragg reflector operating in the sub-terahertz wavelength installed at the upstream end of a sheet beam back- ward wave oscillator (BWO) is very promising to minimize the whole circuit structure and make it more compact. In this paper, a sub-terahertz wavelength (0.18-0.22 THz) tunable planar Bragg reflector is numerically analyzed by using multi-mode coupling theory (MCT). The operating mode TE10 and dominant coupling mode TE01 are mainly considered in this theory. Reflection and transmission performance of the reflector are demonstrated in detail and the results, in excellent agreement with the theoretical analysis and simulation, are also presented in this paper. Self- and cross-coupling coefficients between these two modes are presented as well. The reflector behaviors with different Bragg dimensions are discussed and analyzed in the 0.16-0.22 THz range. The analysis in this paper can be of benefit to the design and fabrication of the whole BWO circuit. 展开更多
关键词 planar Bragg reflector multi-mode coupling theory sub-terahertz BWO
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Methods for Derivation of Density Matrix of Arbitrary Multi-Mode Gaussian States from Its Phase Space Representation
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作者 Sheng-Li Zhang Song Yang 《Chinese Physics Letters》 SCIE CAS CSCD 2019年第9期5-9,共5页
We present a method for derivation of the density matrix of an arbitrary multi-mode continuous variable Gaussian entangled state from its phase space representation.An explicit computer algorithm is given to reconstru... We present a method for derivation of the density matrix of an arbitrary multi-mode continuous variable Gaussian entangled state from its phase space representation.An explicit computer algorithm is given to reconstruct the density matrix from Gaussian covariance matrix and quadrature average values.As an example,we apply our method to the derivation of three-mode symmetric continuous variable entangled state.Our method can be used to analyze the entanglement and correlation in continuous variable quantum network with multi-mode quantum entanglement states. 展开更多
关键词 GAUSSIAN MATRIX METHODS for DERIVATION of Density MATRIX of ARBITRARY multi-mode GAUSSIAN States from Its Phase Space Representation
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Angular control of multi-mode resonance frequencies in obliquely deposited CoZr thin films with rotatable stripe domains
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作者 Chao-Zhong Li Chang-Jun Jiang Guo-Zhi Chai 《Chinese Physics B》 SCIE EI CAS CSCD 2021年第3期461-465,共5页
We investigate the angular-dependent multi-mode resonance frequencies in CoZr magnetic thin films with a rotatable stripe domain structure.A variable range of multi-mode resonance frequencies from 1.86 GHz to 4.80 GHz... We investigate the angular-dependent multi-mode resonance frequencies in CoZr magnetic thin films with a rotatable stripe domain structure.A variable range of multi-mode resonance frequencies from 1.86 GHz to 4.80 GHz is achieved by pre-magnetizing the CoZr films along different azimuth directions,which can be ascribed to the competition between the uniaxial anisotropy caused by the oblique deposition and the rotatable anisotropy induced by the rotatable stripe domain.Furthermore,the regulating range of resonance frequency for the CoZr film can be adjusted by changing the oblique deposition angle.Our results might be beneficial for the applications of magnetic thin films in microwave devices. 展开更多
关键词 angular control multi-mode resonance rotatable stripe domain non-uniform precession
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Waveguide Mode Splitter Based on Multi-mode Dielectric-Loaded Surface Plasmon Polariton Waveguide
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作者 蔡永旌 李明 +4 位作者 熊霄 余乐 任希锋 郭国平 郭光灿 《Chinese Physics Letters》 SCIE CAS CSCD 2015年第10期113-116,共4页
In photonie integrated circuits, information is usually encoded in the optical path. In this work, based on the multi-mode dielectric-loaded surface plasmon polariton waveguide, we numerically design a directional cou... In photonie integrated circuits, information is usually encoded in the optical path. In this work, based on the multi-mode dielectric-loaded surface plasmon polariton waveguide, we numerically design a directional coupler, which can divide the different waveguide eigenmodes into different optical paths. The results show a possibility to encode information onto different waveguide modes. We also experimentally demonstrate that the splitting ratio of this directional coupler structure can be tuned without changing its size. 展开更多
关键词 TM Waveguide Mode Splitter Based on multi-mode Dielectric-Loaded Surface Plasmon Polariton Waveguide
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Research on Multi-modal In-Vehicle Intelligent Personal Assistant Design
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作者 WANG Jia-rou TANG Cheng-xin SHUAI Liang-ying 《印刷与数字媒体技术研究》 CAS 北大核心 2024年第4期136-146,共11页
Intelligent personal assistants play a pivotal role in in-vehicle systems,significantly enhancing life efficiency,driving safety,and decision-making support.In this study,the multi-modal design elements of intelligent... Intelligent personal assistants play a pivotal role in in-vehicle systems,significantly enhancing life efficiency,driving safety,and decision-making support.In this study,the multi-modal design elements of intelligent personal assistants within the context of visual,auditory,and somatosensory interactions with drivers were discussed.Their impact on the driver’s psychological state through various modes such as visual imagery,voice interaction,and gesture interaction were explored.The study also introduced innovative designs for in-vehicle intelligent personal assistants,incorporating design principles such as driver-centricity,prioritizing passenger safety,and utilizing timely feedback as a criterion.Additionally,the study employed design methods like driver behavior research and driving situation analysis to enhance the emotional connection between drivers and their vehicles,ultimately improving driver satisfaction and trust. 展开更多
关键词 Intelligent personal assistants multi-modal design User psychology In-vehicle interaction Voice interaction Emotional design
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Kullback-Leibler Divergence Based ISAC Constellation and Beamforming Design in the Presence of Clutter
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作者 TANG Shuntian WANG Xinyi +1 位作者 XIA Fanghao FEI Zesong 《ZTE Communications》 2024年第3期4-12,共9页
Integrated sensing and communication(ISAC)is regarded as a pivotal technology for 6G communication.In this paper,we employ Kullback-Leibler divergence(KLD)as the unified performance metric for ISAC systems and investi... Integrated sensing and communication(ISAC)is regarded as a pivotal technology for 6G communication.In this paper,we employ Kullback-Leibler divergence(KLD)as the unified performance metric for ISAC systems and investigate constellation and beamforming design in the presence of clutters.In particular,the constellation design problem is solved via the successive convex approximation(SCA)technique,and the optimal beamforming in terms of sensing KLD is proven to be equivalent to maximizing the signal-to-interference-plus-noise ratio(SINR)of echo signals.Numerical results demonstrate the tradeoff between sensing and communication performance under different parameter setups.Additionally,the beampattern generated by the proposed algorithm achieves significant clutter suppression and higher SINR of echo signals compared with the conventional scheme. 展开更多
关键词 constellation design clutter suppression integrated sensing and communications Kullback-Leibler divergence
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基于CycleGAN网络的高频地波雷达海洋回波去噪研究
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作者 周浩 李炳阳 《现代电子技术》 北大核心 2025年第3期56-60,共5页
高频地波雷达在对海面进行监控和目标跟踪时,必定会受到海杂波及各种噪声的干扰,这些噪声的存在是对船只目标检测的一个重大挑战。为了克服此难题,文中采用循环一致性产生式对抗网络(CycleGAN)对高频地波雷达图像进行降噪处理。在该方法... 高频地波雷达在对海面进行监控和目标跟踪时,必定会受到海杂波及各种噪声的干扰,这些噪声的存在是对船只目标检测的一个重大挑战。为了克服此难题,文中采用循环一致性产生式对抗网络(CycleGAN)对高频地波雷达图像进行降噪处理。在该方法中,将传统的杂波抑制问题转化为杂波抑制前后距离多普勒频谱图像的转换问题。在此基础上,利用海上实验获得的高频雷达回波资料进行实验验证,并与其他组网进行量化比较。实验表明,CycleGAN网络可以有效地对高频雷达回波信号进行去噪处理,在保持目标的前提下,有效地消除了相关干扰。 展开更多
关键词 高频地波雷达 图像去噪 深度学习 杂波抑制 生成对抗网络 距离多普勒
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基于微多普勒信号的无人机回波检测技术研究
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作者 闫军 顾村锋 +1 位作者 孔德永 龚江昆 《空天防御》 2025年第1期10-16,23,共8页
近年来,随着无人机的广泛应用,反无人机雷达技术得到了迅猛发展。然而,由于常见无人机具有体积小、雷达散射面积(RCS)有限、运动速度较慢等特点,其雷达回波往往被强烈的背景杂波淹没。传统的基于回波信噪比(SNR)的检测方法存在漏警率高... 近年来,随着无人机的广泛应用,反无人机雷达技术得到了迅猛发展。然而,由于常见无人机具有体积小、雷达散射面积(RCS)有限、运动速度较慢等特点,其雷达回波往往被强烈的背景杂波淹没。传统的基于回波信噪比(SNR)的检测方法存在漏警率高和探测距离短的问题。为此,本文提出了一种创新的检测方法:通过分析无人机旋翼产生的微多普勒信号,即旋翼调制(JEM)效应对应的微多普勒信号,设计了基于回波信杂比(SCR)的检测技术,以实现对目标回波的相对检测。通过微波暗室和雷达外场实验,发现四旋翼无人机和垂直起降无人机在多个雷达测试波段均显著产生微多普勒信号。对比实验结果表明,在海杂波环境下,SCR检测相较于SNR检测具有更好的稳定性、更高的检测效率以及更低的漏警率。 展开更多
关键词 反无人机雷达 无人机探测 漏警率 微多普勒 旋翼调制 信杂比
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面向动态复杂场景的红外小目标自适应跟踪方法(特邀)
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作者 马天磊 刘新浩 +2 位作者 彭金柱 开志强 王浩 《红外与激光工程》 北大核心 2025年第3期310-324,共15页
红外小目标跟踪是红外探测系统研究的热点之一,其在民用和军事上均有广泛的应用。然而,由于红外小目标的目标弱、背景强和动态变化的特点,使得红外小目标跟踪仍然充满挑战。为了解决这些问题,并提高跟踪器的鲁棒性和准确度,文中面向动... 红外小目标跟踪是红外探测系统研究的热点之一,其在民用和军事上均有广泛的应用。然而,由于红外小目标的目标弱、背景强和动态变化的特点,使得红外小目标跟踪仍然充满挑战。为了解决这些问题,并提高跟踪器的鲁棒性和准确度,文中面向动态复杂场景提出了一种红外小目标自适应跟踪方法。首先,在红外小目标的特征提取阶段,基于孪生网络的概念,提出了一种双通道多尺度特征提取与融合子网络。该子网络旨在最小化特征损失,解决红外小目标图像中的低信杂比(Signal-to-Clutter Ratio,SCR)问题。其次,为了减轻目标变化对跟踪结果的影响,该研究设计了两个模块。一方面,利用网络模型的空间不变性,在模板分支中提出了动态模板特征增强模块(Dynamic TemplateFeature Enhancement,DTFE)来增强模板特征。另一方面,提出自适应模板更新模块(AdaptiveTemplate Update,ATU),其利用来自历史帧目标的信息来自适应地更新模板特征。两个模块有效缓解了因目标变化引起的跟踪失败。最后,在跟踪支路中提出了多层自注意力模块(Multi-layer Self-attention,MSA),其利用注意力机制来减少背景杂波的干扰。消融实验证明了文中提出的各部分对跟踪结果的贡献。该研究的方法在公开红外小目标序列上的实验结果优于几种先进的方法,其平均成功率和平均精确度分别达到了85.5%和91.5%。与几种先进方法相比,该方法具有更好的成功率和精确度,同时在速度方面满足实时性要求。 展开更多
关键词 红外小目标 目标跟踪 杂波抑制 注意力机制 特征增强
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基于多通道图卷积神经网络的地海杂波分类方法
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作者 李灿 王增福 +1 位作者 张效宣 潘泉 《雷达学报(中英文)》 北大核心 2025年第2期322-337,共16页
地海杂波分类是提升天波超视距雷达目标定位精度的关键技术,其核心是判别距离多普勒(RD)图中每个方位-距离单元背景源自陆地或海洋的过程。基于传统深度学习的地海杂波分类方法需海量高质量且类别均衡的有标签样本,训练时间长,费效比高... 地海杂波分类是提升天波超视距雷达目标定位精度的关键技术,其核心是判别距离多普勒(RD)图中每个方位-距离单元背景源自陆地或海洋的过程。基于传统深度学习的地海杂波分类方法需海量高质量且类别均衡的有标签样本,训练时间长,费效比高;此外,其输入为单个方位-距离单元杂波,未考虑样本的类内和类间信息,导致模型性能不佳。针对上述问题,该文通过分析相邻方位-距离单元之间的相关性,将地海杂波数据由欧氏空间转换为非欧氏空间中的图数据,引入样本之间的关系,并提出一种基于多通道图卷积神经网络(MC-GCN)的地海杂波分类方法。MC-GCN将图数据由单通道分解为多通道,每个通道只包含一种类型的边和一个权重矩阵,通过约束节点信息聚合的过程,能够有效缓解由异质性造成的节点属性误判。该文选取不同季节、不同时刻、不同探测区域RD图,依据雷达参数、数据特性和样本比例,构建包含12种不同场景的地海杂波原始数据集和36种不同配置的地海杂波稀缺数据集,并对MC-GCN的有效性进行验证。通过与最先进的地海杂波分类方法进行比较,该文所提出的MC-GCN在上述数据集中均表现最优,其分类准确率不低于92%。 展开更多
关键词 天波超视距雷达 地海杂波分类 图数据 图卷积神经网络 异质性
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被动雷达低慢小探测数据集(LSS-PR-1.0)及多域特征提取和分析方法
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作者 陈小龙 饶桂林 +6 位作者 关键 王金豪 王洪永 张财生 易建新 万显荣 饶云华 《雷达学报(中英文)》 北大核心 2025年第2期249-268,共20页
被动雷达在预警探测和低慢小目标(LSS)检测中具有重要作用。由于被动雷达信号辐射源不可控,目标特性更为复杂,导致检测和识别极其困难。该文构建了被动雷达低慢小探测数据集(LSS-PR-1.0),该数据集包含了直升机、无人机、快艇、客轮4种... 被动雷达在预警探测和低慢小目标(LSS)检测中具有重要作用。由于被动雷达信号辐射源不可控,目标特性更为复杂,导致检测和识别极其困难。该文构建了被动雷达低慢小探测数据集(LSS-PR-1.0),该数据集包含了直升机、无人机、快艇、客轮4种典型海空目标的雷达回波信号,以及低高海况的海杂波数据,为该领域研究提供了数据支撑。在目标特征提取和分析方面,首先采用奇异值分解海杂波抑制方法,去除海杂波强Bragg峰对目标回波的影响。在此基础上,提出4类10种多域特征提取和分析方法,包括时域特征(相对平均幅度)、频域特征(频谱特征、多普勒瀑布图、距离多普勒特征)、时频域特征、运动特征(航向差、航迹参数、速度变化区间、速度变异系数、加速度)等。基于实测数据对4种海空目标特性进行了对比分析,总结各类目标特性规律,为后续目标识别奠定了基础。 展开更多
关键词 低慢小目标 被动雷达 海杂波抑制 多域特征提取 特性分析 公开数据集
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机载双基雷达SR-STAP杂波抑制方法
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作者 郭明明 潘时龙 +1 位作者 曹兰英 王祥传 《西安电子科技大学学报》 北大核心 2025年第1期117-129,共13页
目前基于稀疏恢复的空时自适应处理方法,是通过将角度-多普勒平面细分为多个离散格点的方式来构建导向矢量字典的。然而,当这种方法应用于机载双基雷达杂波抑制时,会面临格点失配问题,从而导致杂波抑制算法性能下降。针对这个问题,提出... 目前基于稀疏恢复的空时自适应处理方法,是通过将角度-多普勒平面细分为多个离散格点的方式来构建导向矢量字典的。然而,当这种方法应用于机载双基雷达杂波抑制时,会面临格点失配问题,从而导致杂波抑制算法性能下降。针对这个问题,提出了基于原子范数最小化技术进行机载双基雷达杂波抑制的方法,基于原子范数最小化的杂波抑制方法不用生成离散格点矩阵,而是直接在连续域上进行建模。利用杂波协方差矩阵的半正定性、块-托普利兹属性和低秩特性,结合交替方向乘子法去迭代求解原子范数最小化问题,可以准确估计出杂波子空间。然后,通过特征分解直接计算杂波的协方差矩阵,进而提高杂波抑制性能。仿真结果证明,在可用样本数量较少的情况下,所提算法由于规避了格点失配问题,与传统稀疏恢复方法相比,所提算法能够更精确地估计杂波协方差矩阵,具备更好的杂波抑制效果。 展开更多
关键词 机载双基雷达 杂波抑制 稀疏恢复 原子范数最小化
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基于特征时序性的海杂波环境小目标检测方法
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作者 董云龙 罗霄 +2 位作者 丁昊 王国庆 刘宁波 《电子与信息学报》 北大核心 2025年第3期707-719,共13页
特征检测作为海杂波环境下小目标检测的有效手段,受到了广泛关注与深入研究。过去对特征的研究大多关注于当前帧,近年来使用帧间时序信息融合当前帧特征的方法也被提出并在检测方面取得一定效果。但该方法不能很好地适应具有时变性的海... 特征检测作为海杂波环境下小目标检测的有效手段,受到了广泛关注与深入研究。过去对特征的研究大多关注于当前帧,近年来使用帧间时序信息融合当前帧特征的方法也被提出并在检测方面取得一定效果。但该方法不能很好地适应具有时变性的海杂波数据,且仅采用静态加权算法融合特征,对历史帧信息的利用不够充分。针对上述问题,该文提出基于模型稳定的修正Burg方法进行特征自回归(AR)建模与一步预测,使模型能够自适应调整极点分布,提高了海杂波特征预测的准确性,并基于求解多变量极值问题提出了一种动态加权算法得到了最小方差的融合特征。该文结合IPIX数据集和海军航空大学共享数据集进行实验,利用相对平均幅度(RAA)、相对多普勒峰高(RDPH)、频域峰均值比(FPAR)3特征构建凸包检测器验证了所提方法的有效性。 展开更多
关键词 小目标检测 海杂波 特征时序信息 修正Burg方法 动态加权
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基于图神经网络的多尺度特征融合雷达目标检测方法
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作者 汪翔 王彦斌 +1 位作者 汪育苗 崔国龙 《雷达科学与技术》 北大核心 2025年第1期39-47,共9页
本文针对复杂杂波环境下的雷达目标检测问题,提出了一种基于图神经网络的多尺度特征融合雷达目标检测方法,该方法利用多个脉冲回波之间的特征关联性检测目标。具体而言,其首先利用多个级联的特征提取模块从回波中提取多尺度特征。然后,... 本文针对复杂杂波环境下的雷达目标检测问题,提出了一种基于图神经网络的多尺度特征融合雷达目标检测方法,该方法利用多个脉冲回波之间的特征关联性检测目标。具体而言,其首先利用多个级联的特征提取模块从回波中提取多尺度特征。然后,该方法利用多尺度特征构造多个有向完全图,图中每个节点对应一个脉冲。之后,每个节点利用图神经网络的消息传播机制聚合其邻居节点的信息,以此学习脉间回波高阶相关性。进一步地,该方法融合多尺度特征以丰富对目标和杂波的特征表示。最后,对融合后特征进行非线性映射,以二分类的形式得到检测结果。基于公开雷达数据集的试验验证了所提方法的有效性。 展开更多
关键词 雷达目标检测 杂波环境 图神经网络 多尺度特征融合
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基于内点算法的海杂波幅度分布参数估计方法
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作者 张庆珍 曾昭赫 +2 位作者 徐涛 曾鹏 张金鹏 《电波科学学报》 北大核心 2025年第1期191-198,共8页
航空器在海域飞行时,强度大、范围广的海杂波会严重干扰气象回波的正确识别,海杂波的幅度统计特性对于气象目标检测至关重要。为精准评估海杂波幅度统计特性进而有效抑制海杂波,本文提出了一种基于内点算法的分布模型参数估计方法。该... 航空器在海域飞行时,强度大、范围广的海杂波会严重干扰气象回波的正确识别,海杂波的幅度统计特性对于气象目标检测至关重要。为精准评估海杂波幅度统计特性进而有效抑制海杂波,本文提出了一种基于内点算法的分布模型参数估计方法。该方法将高阶海杂波统计曲线参数估计问题转为最优解求解子问题,可以实现海杂波幅度分布参数快速搜索和估计;进一步地,引入一种新的自适应调整目标函数,用于增强分布模型与实测杂波在拖尾部分的拟合效果。结合岸基多波段不同海情、不同雷达参数的实测海杂波数据统计特性,并与典型的参数估计方法和优化方法对比分析可知,本文方法可以实现实测海杂波幅度分布参数的更优估计,幅度分布曲线在拖尾处的拟合效果更优。通过对不同条件下实测杂波数据统计对比分析,验证了本文参数估计方法的普适性,实验数据表明在K分布情况下拟合精度提升率达70%。 展开更多
关键词 参数估计 内点算法 岸基雷达 海杂波特性 幅度分布
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