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Digital watermarking for still image based on discrete fractional fourier transform 被引量:3
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作者 牛夏牧 孙圣和 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2001年第3期309-311,共3页
Presents a digital watermarking technique based on discrete fractional Fourier transform (DFRFT), discusses the transformation of the original image by DFRFT, and the modification of DFRFT coefficients of the original... Presents a digital watermarking technique based on discrete fractional Fourier transform (DFRFT), discusses the transformation of the original image by DFRFT, and the modification of DFRFT coefficients of the original image by the information of watermark, and concludes from experimental results that the proposed technique is robust to lossy compression attack. 展开更多
关键词 WATERMARKING discrete fractional fourier transform lossy compression attack
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大型水平极化电磁脉冲有界波模拟器的并行模拟分析 被引量:9
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作者 朱湘琴 吴伟 +1 位作者 张国伟 蔡利兵 《计算物理》 EI CSCD 北大核心 2019年第6期691-698,共8页
采用将大地设置为均匀有耗介质,并用单轴完全匹配层(UPML)吸收边界截断的方式,对离散电阻加载的地面上方大型水平极化电磁脉冲(EMP)有界波模拟器的时域辐射场进行并行时域有限差分模拟.给出大地电导率和相对介电常数及模拟器圆锥的锥半... 采用将大地设置为均匀有耗介质,并用单轴完全匹配层(UPML)吸收边界截断的方式,对离散电阻加载的地面上方大型水平极化电磁脉冲(EMP)有界波模拟器的时域辐射场进行并行时域有限差分模拟.给出大地电导率和相对介电常数及模拟器圆锥的锥半径不同时模拟器辐射场的时域波形,分析三者对辐射场的影响,并给出模拟器内有10 m长的效应物时耦合场的时域波形.并行模拟时,计算网格总数达18亿.研究表明:大地相对介电常数和电导率越大,近地面测点接收到的地面反射作用越大;测点场的峰值受锥半径的影响最大,且随着锥半径的增大,同一水平面内的场也越不均匀;对地面上方1 m处的几个测点,其脉冲峰值及半高宽受地面反射及地面损耗的影响较大,而地面上方5 m处的几个测点则受地面影响较小;当效应物开孔位置位于模拟器场泄露一侧时耦合进入圆筒内的电磁波能量较多. 展开更多
关键词 有耗 大地 电磁脉冲 水平极化有界波模拟器 时域有限差分
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基于频繁项统计的锂动力电池SOH估计
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作者 李俊丽 赵理 客汉宸 《重庆理工大学学报(自然科学)》 北大核心 2023年第9期31-39,共9页
快速而精确的估计电池健康状态(SOH)是保证动力电池系统安全的基础。纯电动汽车在运行过程中,传统的估计方法难以利用车载有限的计算资源,在线构建精确的SOH估计模型。针对该问题,提出一种利用短时监测数据在线构建电池健康指标(HI)的... 快速而精确的估计电池健康状态(SOH)是保证动力电池系统安全的基础。纯电动汽车在运行过程中,传统的估计方法难以利用车载有限的计算资源,在线构建精确的SOH估计模型。针对该问题,提出一种利用短时监测数据在线构建电池健康指标(HI)的特征提取方法。该方法将不同电压区间内积累的电量看作频繁项,利用Lossy Counting算法构建概要数据结构对频繁项分布进行统计,基于频繁项分布规律的变化对电池健康状态进行表征。仿真和实验结果表明,该方法能利用车载计算资源,以较小的时间和空间复杂度提取电池健康状态指标。 展开更多
关键词 锂离子电池 SOH估计 健康因子(HI) lossy Counting算法
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Asymmetric electric field distribution enhanced hierarchical metamaterials for radar-infrared compatible camouflage 被引量:2
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作者 Tuo Zhang Yuping Duan +4 位作者 Jiangyong Liu Hao Lei Jingxuan Sun Huifang Pang Lingxi Huang 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2023年第15期10-18,共9页
Metamaterials are widely used in electromagnetic radiation and camouflage for their flexible wavefront manipulation and polarization over a broad spectrum ranging from microwaves to optics.However,multispectral compat... Metamaterials are widely used in electromagnetic radiation and camouflage for their flexible wavefront manipulation and polarization over a broad spectrum ranging from microwaves to optics.However,multispectral compatible camouflage faces significant challenges due to tremendous scale differences of unit cells and desired radiative properties in various spectral regimes.This study assembles a micron-scale infrared emitter,a millimeter-scale microwave absorber,and a metal reflector to propose a hierarchical metamaterial that reduces microwave scattering and reflects low-infrared waves.As a proof of concept,laser etching micro-manufactures an upper infrared shielding layer with a periodic metal pattern.At the same time,bottom square frustum metastructure composites are fabricated and optimized based on genetic algorithms.Under the normal incidence transverse electromagnetic wave with a 90°azimuth angle,the hierarchical strategy and infrared unit create an asymmetric electric field distribution of local near-field coupling,which is conducive to generating additional resonance for broadening the absorption bandwidth.Experiments verify the multispectral camouflage,which shows a high absorption efficiency of more than 90%,ranging from 3.6 to 6.2 and from 8.4 to 18 GHz with a total thickness of 4.05 mm(0.049λmax).Due to the non-reflection of surrounding thermal signals in the infrared 2-22μm region,low-infrared emissivity(0.29)metamaterials can adapt to various thermal backgrounds.This methodology can provide a novel route for fabricating multispectral camouflage devices. 展开更多
关键词 Hierarchical metamaterials Radar-infrared compatible stealth Genetic algorithm Magnetic-dielectric lossy composites Asymmetry
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Restoration of the JPEG Maximum Lossy Compressed Face Images with Hourglass Block-GAN
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作者 Jongwook Si Sungyoung Kim 《Computers, Materials & Continua》 SCIE EI 2024年第3期2893-2908,共16页
In the context of high compression rates applied to Joint Photographic Experts Group(JPEG)images through lossy compression techniques,image-blocking artifacts may manifest.This necessitates the restoration of the imag... In the context of high compression rates applied to Joint Photographic Experts Group(JPEG)images through lossy compression techniques,image-blocking artifacts may manifest.This necessitates the restoration of the image to its original quality.The challenge lies in regenerating significantly compressed images into a state in which these become identifiable.Therefore,this study focuses on the restoration of JPEG images subjected to substantial degradation caused by maximum lossy compression using Generative Adversarial Networks(GAN).The generator in this network is based on theU-Net architecture.It features a newhourglass structure that preserves the characteristics of the deep layers.In addition,the network incorporates two loss functions to generate natural and high-quality images:Low Frequency(LF)loss and High Frequency(HF)loss.HF loss uses a pretrained VGG-16 network and is configured using a specific layer that best represents features.This can enhance the performance in the high-frequency region.In contrast,LF loss is used to handle the low-frequency region.The two loss functions facilitate the generation of images by the generator,which can mislead the discriminator while accurately generating high-and low-frequency regions.Consequently,by removing the blocking effects frommaximum lossy compressed images,images inwhich identities could be recognized are generated.This study represents a significant improvement over previous research in terms of the image resolution performance. 展开更多
关键词 JPEG lossy compression RESTORATION image generation GAN
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Generation of lossy mode resonances(LMR)using perovskite nanofilms
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作者 Dayron Armas Ignacio R.Matias +4 位作者 M.Carmen Lopez-Gonzalez Carlos Ruiz Zamarreño Pablo Zubiate Ignacio del Villar Beatriz Romero 《Opto-Electronic Advances》 SCIE EI CAS CSCD 2024年第2期33-40,共8页
The results presented here show for the first time the experimental demonstration of the fabrication of lossy mode resonance(LMR) devices based on perovskite coatings deposited on planar waveguides. Perovskite thin fi... The results presented here show for the first time the experimental demonstration of the fabrication of lossy mode resonance(LMR) devices based on perovskite coatings deposited on planar waveguides. Perovskite thin films have been obtained by means of the spin coating technique and their presence was confirmed by ellipsometry, scanning electron microscopy, and X-ray diffraction testing. The LMRs can be generated in a wide wavelength range and the experimental results agree with the theoretical simulations. Overall, this study highlights the potential of perovskite thin films for the development of novel LMR-based devices that can be used for environmental monitoring, industrial sensing, and gas detection, among other applications. 展开更多
关键词 PEROVSKITE thin films slab waveguide lossy mode resonance
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Timeliness optimization of unmanned aerial vehicle lossy communications for internet-of-things 被引量:2
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作者 Wensheng LIN Lixin LI +2 位作者 Yun LIU Yixuan HE Ying LIU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2023年第6期249-255,共7页
Information freshness is a key factor for Internet-of-Things(IoT)to make appropriate decisions and operations.This paper proposes an analytical framework for evaluating the timeliness performance of the IoT system bas... Information freshness is a key factor for Internet-of-Things(IoT)to make appropriate decisions and operations.This paper proposes an analytical framework for evaluating the timeliness performance of the IoT system based on Unmanned Aerial Vehicle(UAV)lossy communications.The performance analysis consists of the outage probability analysis and the Age-of-Information(AoI)analysis with outages.To begin with,we solve a lossy coding problem formulated from the UAV communication system,and derive a closed-form expression of the outage probability based on Shannon's lossy source-channel separation theorem.Then,we characterize the Peak AoI(PAoI)for the considered system,and further minimize the PAoI by deriving the optimal rate for generating information.Moreover,we analyze the system performance through theoretical calculations and simulations.The results indicate that the optimal server utilization ratio is always no larger than 0.5.In practical applications,we can utilize the proposed analytical framework to determine the system parameters which guarantee the timeliness performance of UAV lossy communications. 展开更多
关键词 Age-of-Information Information freshness lossy communications Unmanned aerial vehicle Outage probability
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High color saturation and angle-insensitive ultrathin color filter based on effective medium theory 被引量:2
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作者 李欣婷 李阳 +2 位作者 李超 高嵩 岳文静 《Chinese Optics Letters》 SCIE EI CAS CSCD 2023年第3期146-151,共6页
An ultrathin angle-insensitive color filter enabling high color saturation and a wide color gamut is proposed by relying on magnesium hydride-hydrogenated amorphous silicon[MgH2-a-Si:H]lossy dielectric layer.Based on ... An ultrathin angle-insensitive color filter enabling high color saturation and a wide color gamut is proposed by relying on magnesium hydride-hydrogenated amorphous silicon[MgH2-a-Si:H]lossy dielectric layer.Based on effective medium theory,the MgH2-a-Si:H layer with an ultrathin thickness can be equivalent to a quasi-homogeneous dielectric layer wit an effective complex refractive index,which can be tuned by altering the thickness of MgH2to obtain the targeted value o the imaginary part,corresponding to the realization of high color saturation.It is verified that the proposed color filte offers highly enhanced color saturation in conjunction with a wide color gamut by introducing a few-nanometer thic MgH2layer.As the MgH2-a-Si:H layer retains the advantages of high refractive index and tiny thickness,the proposed colo filter exhibits large angular tolerance up to±60°.In addition,MgH2with an unstable property can interconvert with Mg unde a dehydrogenation/hydrogenation reaction,which empowers the proposed color filter with dynamically tunable outpu color.The proposed scheme shows great promise in color printing and ultracompact display devices with high color sat uration,wide gamut,large angular tolerance,and dynamic tunability. 展开更多
关键词 color filter effective medium theory lossy dielectric layer color saturation angle insensitivity
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Improvement on the wave absorbing property of a lossy frequency selective surface absorber using a magnetic substrate 被引量:3
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作者 孙良奎 程海峰 +1 位作者 周永江 王军 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第5期378-382,共5页
An equivalent-circuit model is used to analyse the improvement of the wave absorbing performance of the lossy frequency selective surface(FSS) absorber by using a magnetic substrate,showing that it is possible to wi... An equivalent-circuit model is used to analyse the improvement of the wave absorbing performance of the lossy frequency selective surface(FSS) absorber by using a magnetic substrate,showing that it is possible to widen the wave absorbing bandwidth.Three pieces of magnetic substrates are prepared.According to the complex permittivity and permeability,the reflectivity of the corresponding absorber is calculated by the finite difference time-domain(FDTD) method,and the bandwidth of the reflectivity below 10 dB is optimized by genetic algorithm.The calculated results indicate that the wave absorbing performance is significantly improved by increasing the complex permeability of the substrate;the reflectivity bandwidth below 10 dB of the single layer FSS absorber can reach 3.6-18 GHz with a thickness of 5 mm,which is wider than that with a dielectric substrate.The density of the FSS absorber is only 0.92 g/cm 3.Additionally,the absorption band can be further widened by inserting a second lossy FSS.Finally,a double layer lossy FSS absorber with a magnetic substrate is fabricated based on the design result.The experimental result is consistent with the design one. 展开更多
关键词 wave absorbing performance lossy frequency selective surface(FSS) BANDWIDTH
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Study on the quality evaluation metrics for compressed spaceborne hyperspectral data 被引量:3
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作者 LI Xiaohui ZHANG Jing +4 位作者 LI Chuanrong LIU Yi LI Ziyang ZHU Jiajia ZENG Xiangzhao 《Instrumentation》 2015年第1期33-43,共11页
Based on the raw data of spaceborne dispersive and interferometry imaging spectrometer,a set of quality evaluation metrics for compressed hyperspectral data is initially established in this paper.These quality evaluat... Based on the raw data of spaceborne dispersive and interferometry imaging spectrometer,a set of quality evaluation metrics for compressed hyperspectral data is initially established in this paper.These quality evaluation metrics,which consist of four aspects including compression statistical distortion,sensor performance evaluation,data application performance and image quality,are suited to the comprehensive and systematical analysis of the impact of lossy compression in spaceborne hyperspectral remote sensing data quality.Furthermore,the evaluation results would be helpful to the selection and optimization of satellite data compression scheme. 展开更多
关键词 HYPERSPECTRAL DATA lossy compression IMAGE QUALITY evaluation
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Periodicity-suppressing effect of periodic lossy-dielectric-loaded cylindrical waveguide 被引量:2
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作者 杜朝海 刘濮鲲 薛谦忠 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第4期478-483,共6页
Periodic dielectric-loaded waveguide is one of the diaphragmatic waveguides. For the excellent mode-selective propagation ability, it is of value for applications in gyrotron-traveling-wave amplifiers (gyro-TWT), ac... Periodic dielectric-loaded waveguide is one of the diaphragmatic waveguides. For the excellent mode-selective propagation ability, it is of value for applications in gyrotron-traveling-wave amplifiers (gyro-TWT), accelerators, and other microwave propagation systems. This paper focuses on studying the application of the strong lossy-dielectric- loaded periodic waveguide in millimeter-wave gyro-TWT. It is revealed that due to the lossy property of the dielectric, the energy in the dielectric slots is absorbed effectively and the high order Bloch harmonics induced by the periodicity of the structure are suppressed, which changes the discrete spectrum under losstess condition into a continuous one. As a result, the periodicity of the system is severely suppressed and a mode in the hollow region could be approximated by a fast wave mode in an empty waveguide. These results bring specific guidance for the applications of the lossy dielectric-loaded waveguide in gyro-TWTs and other devices. 展开更多
关键词 millimeter wave lossy dielectric Bloch harmonic gyrotron-traveling-wave amplifier
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BE-RPL:Balanced-load and Energy-efficient RPL
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作者 S.Jagir Hussain M.Roopa 《Computer Systems Science & Engineering》 SCIE EI 2023年第4期785-801,共17页
Internet of Things(IoT)empowers imaginative applications and permits new services when mobile nodes are included.For IoT-enabled low-power and lossy networks(LLN),the Routing Protocol for Low-power and Lossy Networks(... Internet of Things(IoT)empowers imaginative applications and permits new services when mobile nodes are included.For IoT-enabled low-power and lossy networks(LLN),the Routing Protocol for Low-power and Lossy Networks(RPL)has become an established standard routing protocol.Mobility under standard RPL remains a difficult issue as it causes continuous path disturbance,energy loss,and increases the end-to-end delay in the network.In this unique circumstance,a Balanced-load and Energy-efficient RPL(BE-RPL)is proposed.It is a routing technique that is both energy-efficient and mobility-aware.It responds quicker to link breakage through received signal strength-based mobility monitoring and selecting a new preferred parent reactively.The proposed system also implements load balancing among stationary nodes for leaf node allocation.Static nodes with more leaf nodes are restricted from participating in the election for a new preferred parent.The performance of BE-RPL is assessed using the COOJA simulator.It improves the energy use,network control overhead,frame acknowledgment ratio,and packet delivery ratio of the network. 展开更多
关键词 COOJA simulator energy HANDOVER internet of things BE-RPL load balancing low-power and lossy network mobility routing protocols RPL
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时空数据的有损压缩算法 被引量:4
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作者 薛伟 郭峰林 +2 位作者 赵克威 张新祥 孙家宝 《武汉工业学院学报》 CAS 2013年第2期50-53,69,共5页
介绍了一种基于等间隔时间变化的空间数据有损压缩算法,该算法是在"道格拉斯算法"之上,进行了一系列的改进。这种算法在满足一定欧式距离的情况下,很好地保留了空间数据的特征点,大大F减少了在压缩过程中的计算量,具有较短时... 介绍了一种基于等间隔时间变化的空间数据有损压缩算法,该算法是在"道格拉斯算法"之上,进行了一系列的改进。这种算法在满足一定欧式距离的情况下,很好地保留了空间数据的特征点,大大F减少了在压缩过程中的计算量,具有较短时间和较高压缩比的特点,提高了算法的效率。 展开更多
关键词 时空 数据 有损 压缩 矢量曲线 实现
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Unweighted Voting Method to Detect Sinkhole Attack in RPL-Based Internet of Things Networks
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作者 Shadi Al-Sarawi Mohammed Anbar +2 位作者 Basim Ahmad Alabsi Mohammad Adnan Aladaileh Shaza Dawood Ahmed Rihan 《Computers, Materials & Continua》 SCIE EI 2023年第10期491-515,共25页
The Internet of Things(IoT)consists of interconnected smart devices communicating and collecting data.The Routing Protocol for Low-Power and Lossy Networks(RPL)is the standard protocol for Internet Protocol Version 6(... The Internet of Things(IoT)consists of interconnected smart devices communicating and collecting data.The Routing Protocol for Low-Power and Lossy Networks(RPL)is the standard protocol for Internet Protocol Version 6(IPv6)in the IoT.However,RPL is vulnerable to various attacks,including the sinkhole attack,which disrupts the network by manipulating routing information.This paper proposes the Unweighted Voting Method(UVM)for sinkhole node identification,utilizing three key behavioral indicators:DODAG Information Object(DIO)Transaction Frequency,Rank Harmony,and Power Consumption.These indicators have been carefully selected based on their contribution to sinkhole attack detection and other relevant features used in previous research.The UVM method employs an unweighted voting mechanism,where each voter or rule holds equal weight in detecting the presence of a sinkhole attack based on the proposed indicators.The effectiveness of the UVM method is evaluated using the COOJA simulator and compared with existing approaches.Notably,the proposed approach fulfills power consumption requirements for constrained nodes without increasing consumption due to the deployment design.In terms of detection accuracy,simulation results demonstrate a high detection rate ranging from 90%to 100%,with a low false-positive rate of 0%to 0.2%.Consequently,the proposed approach surpasses Ensemble Learning Intrusion Detection Systems by leveraging three indicators and three supporting rules. 展开更多
关键词 Internet of Things IPv6 over low power wireless personal area networks Routing Protocol for Low-Power and lossy Networks Internet Protocol Version 6 distributed denial of service wireless sensor networks
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Distortionless Lossy Transmission Lines Terminated by in Series Connected <i>RCL</i>-Loads 被引量:1
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作者 Vasil G. Angelov Marin Hristov 《Circuits and Systems》 2011年第4期297-310,共14页
The paper deals with a lossy transmission line terminated at both ends by non-linear RCL elements. The mixed problem for the hyperbolic system, describing the transmission line, to an initial value problem for a neutr... The paper deals with a lossy transmission line terminated at both ends by non-linear RCL elements. The mixed problem for the hyperbolic system, describing the transmission line, to an initial value problem for a neutral equation is reduced. Sufficient conditions for the existence and uniqueness of periodic regimes are formulated. The proof is based on the finding out of suitable operator whose fixed point is a periodic solution of the neutral equation. The method has a good rate of convergence of the successive approximations even for high frequencies. 展开更多
关键词 lossy Transmission Line RCL-Nonlinear Loads Fixed POINT PERIODIC Solution
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Generalized principle of least action in electromagnetism and its applications 被引量:1
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作者 Yongjun Xie Changhong Liang 《Chinese Science Bulletin》 SCIE EI CAS 1998年第9期732-734,共3页
The generalized principle of least action in electromagnetism is presented, which is effective even though in lossy and nonreciprocal media. It is pointed out that the Maxwell’s equations can be derived from this pri... The generalized principle of least action in electromagnetism is presented, which is effective even though in lossy and nonreciprocal media. It is pointed out that the Maxwell’s equations can be derived from this principle. At last for example of its applications, some useful variational expressions for electromagnetic fields are derived systematically from the principle. 展开更多
关键词 the GENERALIZED PRINCIPLE of least action lossy and nonreciprocal media Maxwell’s EQUATIONS VARIATIONAL expressions.
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FDTD Analysis of Nonuniform Lossy Cascade Multiconductor Transmission Lines 被引量:1
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作者 付继伟 侯朝桢 窦丽华 《Journal of Beijing Institute of Technology》 EI CAS 2004年第4期373-377,共5页
A hybrid algorithm is presented for nonuniform lossy multiconductor transmission lines (MTL) connected by arbitrary linear load networks. The networks are characterized by a state-variable equation which allows a gene... A hybrid algorithm is presented for nonuniform lossy multiconductor transmission lines (MTL) connected by arbitrary linear load networks. The networks are characterized by a state-variable equation which allows a general characterization of dynamic elements in the cascade networks. The method is achieved by the finite difference-time domain (FDTD) algorithm for the MTL, and the skin effect is taken into account, the more accurate method is used to compute the skin effect. And this method is combined with the computation of the nonuniform transmission lines. Finally, several numerical examples are given, these results indicate that: the current of the lossy MTL is smaller than the lossless of the MTL; and when the load networks contain the dynamic element, the transition time of the current is longer than the MTL connected by resistance only. 展开更多
关键词 NONUNIFORM cascade networks lossy multiconductor transmission lines(MTL) finite difference-time domain (FDTD)
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SAR Image Compression Using Integer to Integer Transformations, Dimensionality Reduction, and High Correlation Modeling
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作者 Sergey Voronin 《Journal of Computer and Communications》 2022年第2期19-32,共14页
In this document, we present new techniques for near-lossless and lossy compression of SAR imagery saved in PNG and binary formats of magnitude and phase data based on the application of transforms, dimensionality red... In this document, we present new techniques for near-lossless and lossy compression of SAR imagery saved in PNG and binary formats of magnitude and phase data based on the application of transforms, dimensionality reduction methods, and lossless compression. In particular, we discuss the use of blockwise integer to integer transforms, subsequent application of a dimensionality reduction method, and Burrows-Wheeler based lossless compression for the PNG data and the use of high correlation based modeling of sorted transform coefficients for the raw floating point magnitude and phase data. The gains exhibited are substantial over the application of different lossless methods directly on the data and competitive with existing lossy approaches. The methods presented are effective for large scale processing of similar data formats as they are heavily based on techniques which scale well on parallel architectures. 展开更多
关键词 SAR Imagery Integer-to-Integer Transforms Dimensionality Reduction High Correlation Modeling lossy and Lossless Compression
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THE EVIDENCE OF LOSSY WEDGE DIFFRACTION COEFFICIENT IN THEORY 被引量:1
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作者 赵雄文 谢益溪 《Journal of Electronics(China)》 1994年第4期339-347,共9页
Formulas of diffraction field of lossy wedges with less than 180?wedge angle are derived on the basis of the Fresnel-Kirchhoff wave theory and their numerical results are compared with those of the heuristic lossy wed... Formulas of diffraction field of lossy wedges with less than 180?wedge angle are derived on the basis of the Fresnel-Kirchhoff wave theory and their numerical results are compared with those of the heuristic lossy wedge diffraction coefficient given by Luebbers (1984), showing good agreement between the two types of numerical results which have different bases in theory. The agreement shows that the lossy wedge diffraction coefficient as an extension of UTD is quite reasonable. 展开更多
关键词 Fresnel-Kirchhoff THEORY lossy WEDGE coefficient DIFFRACTION
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An efficient lossy link localization approach for wireless sensor networks 被引量:1
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作者 Wen-yan CUI Xiang-ru MENG +2 位作者 Bin-feng YANG Huan-huan YANG Zhi-yuan ZHAO 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI CSCD 2017年第5期689-707,共19页
Network fault management is crucial for a wireless sensor network(WSN) to maintain a normal running state because faults(e.g., link failures) often occur. The existing lossy link localization(LLL) approach usually inf... Network fault management is crucial for a wireless sensor network(WSN) to maintain a normal running state because faults(e.g., link failures) often occur. The existing lossy link localization(LLL) approach usually infers the most probable failed link set first, and then gives the fault hypothesis set. However, the inferred failed link set contains many possible failures that do not actually occur. That quantity of redundant information in the inferred set can pose a high computational burden on fault hypothesis inference, and consequently decreases the evaluation accuracy and increases the failure localization time. To address the issue, we propose the conditional information entropy based redundancy elimination(CIERE), a redundant lossy link elimination approach, which can eliminate most redundant information while reserving the important information. Specifically, we develop a probabilistically correlated failure model that can accurately reflect the correlation between link failures and model the nondeterministic fault propagation. Through several rounds of mathematical derivations, the LLL problem is transformed to a set-covering problem. A heuristic algorithm is proposed to deduce the failure hypothesis set. We compare the performance of the proposed approach with those of existing LLL methods in simulation and on a real WSN, and validate the efficiency and effectiveness of the proposed approach. 展开更多
关键词 lossy link localization Redundancy eliminating algorithm Set-covering Wireless sensor networks(WSNs) Network diagnosis
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