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基于子空间技术的分布式故障检测算法 被引量:2
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作者 程超 王强 +1 位作者 乔新宇 王宏志 《长春工业大学学报》 CAS 2022年第4期454-460,共7页
针对集中式故障检测中传感器节点之间存在复杂信息交换问题,在子空间投影映射框架下,设计了一种基于数据驱动的分布式故障检测算法。首先在分布式离线学习阶段建立局部残差产生器,并通过子空间技术辨识相关参数。然后在分布式在线检测... 针对集中式故障检测中传感器节点之间存在复杂信息交换问题,在子空间投影映射框架下,设计了一种基于数据驱动的分布式故障检测算法。首先在分布式离线学习阶段建立局部残差产生器,并通过子空间技术辨识相关参数。然后在分布式在线检测阶段利用平均一致性算法,使得每个传感器节点能够执行相同的测试统计量。值得一提的是,分布式策略与集中式方法具有相同的故障检测性能,并且减少了节点间不必要的数据传输,有效降低了通信负载。最后,通过数值仿真验证了提出的分布式策略能够成功地完成故障检测任务。 展开更多
关键词 分布式故障检测 数据驱动设计 子空间技术 平均共识 传感器网络
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基于子空间技术中奇异向量分析的穿墙雷达杂波抑制方法 被引量:6
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作者 郑晨 席晓莉 +1 位作者 宋忠国 王梦蕾 《电子学报》 EI CAS CSCD 北大核心 2019年第4期848-854,共7页
穿墙雷达成像中,墙体反射杂波干扰严重,严重影响目标成像效果.子空间技术对回波信号矩阵进行奇异值分解后去除墙体子空间,可以有效的抑制墙体杂波干扰,在穿墙雷达成像中具有广泛的应用.该文针对子空间技术中墙体与目标子空间的划分这一... 穿墙雷达成像中,墙体反射杂波干扰严重,严重影响目标成像效果.子空间技术对回波信号矩阵进行奇异值分解后去除墙体子空间,可以有效的抑制墙体杂波干扰,在穿墙雷达成像中具有广泛的应用.该文针对子空间技术中墙体与目标子空间的划分这一难题,提出一种基于奇异向量平稳度分类的墙体子空间提取技术.该方法利用墙体回波信号的相关特征,根据奇异值分解后各个左奇异向量的平稳程度来精确划分墙体与目标子空间.实验结果表明,与现有技术相比,该方法对墙体子空间的确定更加精准有效,提高了穿墙雷达墙体杂波干扰抑制能力,改善了墙后目标的成像质量. 展开更多
关键词 穿墙雷达 目标探测 奇异值分解 子空间技术 杂波抑制
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求解无约束优化的新子空间共轭梯度法
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作者 周国玲 曹名圆 杨月婷 《北华大学学报(自然科学版)》 CAS 2021年第6期701-705,共5页
通过引入惩罚参数平衡下降性和共轭性,在二维子空间上建立一种新的优化模型,然后极小化该模型导出具有充分下降性的搜索方向,结合重启技术,提出新的子空间共轭梯度算法,在适当假设条件下证明了算法的全局收敛性,数值实验表明新算法是有... 通过引入惩罚参数平衡下降性和共轭性,在二维子空间上建立一种新的优化模型,然后极小化该模型导出具有充分下降性的搜索方向,结合重启技术,提出新的子空间共轭梯度算法,在适当假设条件下证明了算法的全局收敛性,数值实验表明新算法是有效的. 展开更多
关键词 共轭梯度法 无约束优化 子空间技术 全局收敛性
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多变量系统状态空间模型的递阶辨识 被引量:23
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作者 丁锋 萧德云 《控制与决策》 EI CSCD 北大核心 2005年第8期848-853,859,共7页
研究多变量系统状态空间模型的递阶辨识问题,推广了作者提出的标量系统状态和参数联合辨识算法.当状态可量测时,利用最小二乘原理直接辨识状态空间模型的参数矩阵;当状态不可测时,利用递阶辨识原理提出了状态空间模型递阶辨识方法,使用... 研究多变量系统状态空间模型的递阶辨识问题,推广了作者提出的标量系统状态和参数联合辨识算法.当状态可量测时,利用最小二乘原理直接辨识状态空间模型的参数矩阵;当状态不可测时,利用递阶辨识原理提出了状态空间模型递阶辨识方法,使用系统输入输出数据来估计系统的未知状态和参数.状态空间模型递阶辨识方法分为两步:首先假设系统状态是已知的(即参数估计算法中的未知系统状态用其估计代替),基于状态估计和系统输入输出数据递归计算系统参数估计;然后基于系统输入输出数据和获得的参数估计,递归计算系统的状态估计. 展开更多
关键词 参数估计 递阶辨识 状态空间模型 SVD分解 子空间技术
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奇异值分解在语音增强中的应用研究 被引量:1
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作者 李盛 周斌 +3 位作者 胡金艳 周鹏程 李涛 袁玉迪 《徐州工程学院学报(自然科学版)》 CAS 2017年第3期53-56,共4页
针对传统语音增强方法在语音增强效果上的局限性,提出一种基于子空间技术的奇异值分解语音增强算法.该方法将语音信号空间分解为正交的信号子空间和噪声子空间,对噪声子空间中的噪声进行抑制,以及对输入的语音信号矩阵进行奇异值分解.... 针对传统语音增强方法在语音增强效果上的局限性,提出一种基于子空间技术的奇异值分解语音增强算法.该方法将语音信号空间分解为正交的信号子空间和噪声子空间,对噪声子空间中的噪声进行抑制,以及对输入的语音信号矩阵进行奇异值分解.研究结果表明:与经典的谱减法、维纳滤波语音增强算法相比,语音增强效果得以显著提高,语音质量及其可懂度均得到加强.该算法的运算速度快、精度高,有较好的应用前景. 展开更多
关键词 子空间技术 奇异值分解 语音增强
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基于积分求导法的高速集成电路互连系统的规模缩减
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作者 李鸿儒 李征帆 《上海交通大学学报》 EI CAS CSCD 北大核心 2001年第6期835-837,共3页
基于积分求导法 (DQM)模型 ,研究了含传输线的线性电路的规模缩减 ,提出了快速高效的近似分析方法 ;消除了以往的基于 Krylov子空间技术的缩减方法使用范围的限制 。
关键词 高速集成电路 电路缩减 积分求导算法 规模缩减 互连效应分析 Krylov子空间技术
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高速率低功耗FIR数字滤波器实现 被引量:1
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作者 徐红 叶丰 黄朝耿 《电视技术》 北大核心 2014年第23期56-59,67,共5页
利用硬件描述语言在ASIC上对FIR数字滤波器进行了设计和综合。利用子项空间技术有效地减少了多常系数乘法中加法器的个数,并通过限制加法器深度来进一步降低高速率约束条件下的实现难度。综合结果表明,该方法可以有效降低硬件的实现面积... 利用硬件描述语言在ASIC上对FIR数字滤波器进行了设计和综合。利用子项空间技术有效地减少了多常系数乘法中加法器的个数,并通过限制加法器深度来进一步降低高速率约束条件下的实现难度。综合结果表明,该方法可以有效降低硬件的实现面积,适用于高吞吐率低功耗的数字系统设计。 展开更多
关键词 FIR数字滤波器 多常数乘法 空间技术 加法器深度 ASIC
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Application of SAGE algorithm in PET image reconstruction using modified ordered subsets 被引量:1
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作者 朱宏擎 舒华忠 +1 位作者 周健 罗立民 《Journal of Southeast University(English Edition)》 EI CAS 2005年第3期319-323,共5页
A new method that uses a modified ordered subsets (MOS) algorithm to improve the convergence rate of space-alternating generalized expectation-maximization (SAGE) algorithm for positron emission tomography (PET)... A new method that uses a modified ordered subsets (MOS) algorithm to improve the convergence rate of space-alternating generalized expectation-maximization (SAGE) algorithm for positron emission tomography (PET) image reconstruction is proposed.In the MOS-SAGE algorithm,the number of projections and the access order of the subsets are modified in order to improve the quality of the reconstructed images and accelerate the convergence speed.The number of projections in a subset increases as follows:2,4,8,16,32 and 64.This sequence means that the high frequency component is recovered first and the low frequency component is recovered in the succeeding iteration steps.In addition,the neighboring subsets are separated as much as possible so that the correlation of projections can be decreased and the convergences can be speeded up.The application of the proposed method to simulated and real images shows that the MOS-SAGE algorithm has better performance than the SAGE algorithm and the OSEM algorithm in convergence and image quality. 展开更多
关键词 positron emission tomography space-alternating generalized expectation-maximization: imagereconstruction modified ordered subsets
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Channel estimation for MIMO-OFDM systems in mobile wireless channels
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作者 吴赟 罗汉文 宋文涛 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2008年第6期841-845,共5页
A channel estimation method is proposed for nmltiple-input multiple-output orthogonal frequency division muhiplexing (MIMO-OFDM) systems in time-varying fading channels. In this method, a decision-directed space-alt... A channel estimation method is proposed for nmltiple-input multiple-output orthogonal frequency division muhiplexing (MIMO-OFDM) systems in time-varying fading channels. In this method, a decision-directed space-alternating generalized expectation-maximization (SAGE) algorithm is introduced to the tracking of time-varying fading. In order to improve the estimation performance of the SAGE algorithm, a low rank approximation method is presented by using the signal subspace of the channel frequency autocorrelation matrix. The study reveals that this method can be incorporated into the SAGE algorithm. Furthermore, a modified fast sub- space tracking algorithm is given to adaptively estimate the signal subspace by utilizing training OFDM blocks sent at regular interval. Simulation results demonstrate the considerable benefits of the proposed channel estimation method. 展开更多
关键词 MIMO-OFDM channel estimation SAGE subspace tracking
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三通道欠采样频率估计
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作者 黄山 张海剑 +1 位作者 孙洪 余磊 《华中科技大学学报(自然科学版)》 EI CAS CSCD 北大核心 2017年第9期6-10,共5页
提出一种基于子空间技术,使用三个通道的欠采样数据估计多个正弦波频率的方法.通过分析欠采样对频率估计的影响,阐明至少需要三个亚奈奎斯特通道才能保证对混叠频率解模糊,前提是三个欠采样比率是互素的.在此基础上,提出代替复杂的频率... 提出一种基于子空间技术,使用三个通道的欠采样数据估计多个正弦波频率的方法.通过分析欠采样对频率估计的影响,阐明至少需要三个亚奈奎斯特通道才能保证对混叠频率解模糊,前提是三个欠采样比率是互素的.在此基础上,提出代替复杂的频率匹配过程的解模糊算法,从一个通道获得可能的候选频率,再联合使用三个通道的样本来筛选出正确的估计值.数值实验验证了理论分析的正确性,仿真结果表明所提出的方法有效且具有较高精度. 展开更多
关键词 频率估计 欠采样 多通道 亚奈奎斯特 子空间技术
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Rural land use spatial allocation in the semiarid loess hilly area in China:Using a Particle Swarm Optimization model equipped with multi-objective optimization techniques 被引量:24
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作者 LIU YaoLin LIU DianFeng +4 位作者 LIU YanFang HE JianHua JIAO LiMin CHEN YiYun HONG XiaoFeng 《Science China Earth Sciences》 SCIE EI CAS 2012年第7期1166-1177,共12页
Semiarid loess hilly areas in China are enduring a series of environmental conflicts between urban expansion,cultivated land conservation,soil erosion and water shortage,and require land use allocation to reconcile th... Semiarid loess hilly areas in China are enduring a series of environmental conflicts between urban expansion,cultivated land conservation,soil erosion and water shortage,and require land use allocation to reconcile these environmental conflicts.We argue that the optimized spatial allocation of rural land use can be achieved by a Particle Swarm Optimization (PSO) model in conjunction with multi-objective optimization techniques.Our study focuses on Yuzhong County of Gangsu Province in China,a typical catchment on the Loess Plateau,and proposes a land use spatial optimization model.The model maximizes land use suitability and spatial compactness based on a variety of constraints,e.g.optimal land use structure and restrictive areas,and employs an improved PSO algorithm equipped with a determinant initialization method and a dynamic weighted aggregation (DWA) method to obtain the optimized land use spatial pattern.The results suggest that (1) approximately 4% of land use should be reallocated and these changes would alleviate the environmental conflicts in the study area;(2) the major reshuffling is slope farmland and newly added construction and cultivated land,whereas the unchanged areas are largely forests and basic farmland;and (3) the PSO is capable of optimizing rural land use allocation,and the determinant initialization method and DWA can improve the performance of the PSO. 展开更多
关键词 spatial allocation rural land use particle swarm optimization multi-objective optimization Loess Plateau
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Single particles in a reflection-asymmetric potential 被引量:1
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作者 YuanYuan Wang ZhengXue Ren 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2018年第8期61-68,共8页
Single particles moving in a reflection-asymmetric potential are investigated by solving the Schr6dinger equation of the reflectionasymmetric Nilsson Hamiltonian with the imaginary time method in 3D lattice space and ... Single particles moving in a reflection-asymmetric potential are investigated by solving the Schr6dinger equation of the reflectionasymmetric Nilsson Hamiltonian with the imaginary time method in 3D lattice space and the harmonic oscillator basis expansion method. In the 3D lattice calculation, the l2 divergence problem is avoided by introducing a damping function, and the(l2)N term in the non-spherical case is calculated by introducing an equivalent N-independent operator. The efficiency of these numerical techniques is demonstrated by solving the spherical Nilsson Hamiltonian in 3D lattice space. The evolution of the single-particle levels in a reflection-asvmmetric ootential is obtained and discussed bv the above two numerical methods, and their consistencv is shown in the obtained single-particle energies with the differences smaller than 10-4[hω0] 展开更多
关键词 single particles reflection-asymmetric potential imaginary time method harmonic oscillator basis expansion method
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Two-photon reduction: a cost-effective method for fabrication of functional metallic nanostructures
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作者 Sahar Tabrizi YaoYu Cao +1 位作者 Han Lin BaoHua Jia 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2017年第3期25-41,共17页
Metallic nanostructures have underpinned plasmonic-based advanced photonic devices in a broad range of research fields over the last decade including physics, engineering, material science and bioscience, The key to r... Metallic nanostructures have underpinned plasmonic-based advanced photonic devices in a broad range of research fields over the last decade including physics, engineering, material science and bioscience, The key to realizing functional plasmonie resonances that can manipulate light at the optical frequencies relies on the creation of conductive metallic structures at the nanoscale with low structural defects. Currently, most plasmonic nanostructures are fabricated either by electron beam lithography (EBL) or by focused ion beam (FIB) milling, which are expensive, complicated and time-consuming. In comparison, the direct laser writing (DLW) technique has demonstrated its high spatial resolution and cost-effectiveness in three-dimensional fabrication of micro/nanostrucmres. Furthermore, the recent breakthroughs in superresolution nanofabrication and parallel writing have significantly advanced the fabrication resolution and throughput of the DLW method and made it one of the promising future nanofabrication technologies with low-cost and scalability. In this review, we provide a comprehensive summary of the state-of-the-art DLW fabrication technology for nanometer scale metallic structures. The fabrication mechanisms, different material choices, fabrication capability, including resolution, conductivity and structure surface smoothness, as well as the characterization methods and achievable devices for different applications are presented. In particular, the development trends of the field and the perspectives for future opportunities and challenges are provided at the end of the review. It has been demonstrated that the quality of the metallic structures fabricated using the DLW method is excellent compared with other methods providing a new and enabling platform for functional nanophotonic device fabrication. 展开更多
关键词 two photon photoreduction metallic nanostructures nanofabrication PLASMONICS
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Strong Analog Classical Simulation of Coherent Quantum Dynamics
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作者 Dong-Sheng Wang 《Communications in Theoretical Physics》 SCIE CAS CSCD 2017年第2期171-181,共11页
A strong analog classical simulation of general quantum evolution is proposed, which serves as a novel scheme in quantum computation and simulation. The scheme employs the approach of geometric quantum mechanics and q... A strong analog classical simulation of general quantum evolution is proposed, which serves as a novel scheme in quantum computation and simulation. The scheme employs the approach of geometric quantum mechanics and quantum informational technique of quantum tomography, which applies broadly to cases of mixed states, nonunitary evolution, and infinite dimensional systems. The simulation provides an intriguing classical picture to probe quantum phenomena, namely, a coherent quantum dynamics can be viewed as a globally constrained classical Hamiltonian dynamics of a collection of coupled particles or strings. Efficiency analysis reveals a fundamental difference between the locality in real space and locality in Hilbert space, the latter enables efficient strong analog classical simulations. Examples are also studied to highlight the differences and gaps among various simulation methods. 展开更多
关键词 quantum simulation geometric quantum mechanics phase space
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