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Representation Then Augmentation:Wide Graph Clustering Network With Multi-Order Filter Fusion and Double-Level Contrastive Learning
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作者 Youqing Wang Tianxiang Zhao +3 位作者 Mingliang Cui Junbin Gao Li Liang Jipeng Guo 《IEEE/CAA Journal of Automatica Sinica》 2026年第2期421-435,共15页
Deep graph contrastive clustering has attracted widespread attentions due to its self-supervised representation learning paradigm and superior clustering performance.Although,two challenges emerge and result in high c... Deep graph contrastive clustering has attracted widespread attentions due to its self-supervised representation learning paradigm and superior clustering performance.Although,two challenges emerge and result in high computational costs.Most existing contrastive methods adopt the data augmentation and then representation learning strategy,where representation learning with trainable graph convolution is coupled with complex and fixed data augmentation,inevitably limiting the efficiency and flexibility.The similarity metric between positive-negative sample pairs is complex and contrastive objective is partial,limiting the discriminability of representation learning.To solve these challenges,a novel wide graph clustering network(WGCN)adhering to representation and then augmentation framework is proposed,which mainly consists of multiorder filter fusion(MFF)and double-level contrastive learning(DCL)modules.Specifically,the MFF module integrates multiorder low-pass filters to extract smooth and multi-scale topological features,utilizing self-attention fusion to reduce redundancy and obtain comprehensive embedding representation.Further,the DCL module constructs two augmented views by the parallel parameter-unshared Siamese encoders rather than complex augmentations on graph.To achieve simple yet effective self-supervised learning,representation self-supervision and structural consistency oriented double-level contrastive loss is designed,where representation self-supervision maximizes the agreement between pairwise augmented embedding representations and structural consistency promotes the mutual information correlation between appending neighborhoods with similar semantics.Extensive experiments on six benchmark datasets demonstrate the superiority of the proposed WGCN,especially highlighting its time-saving characteristic.The code could be available in the https://github.com/Tianxiang Zhao0474/WGCN. 展开更多
关键词 Deep graph clustering(DGC) double-level contrastive learning(DCL) multi-order low-pass filter self-supervised representation learning structural consistency
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A Passive Low-Pass Filter on Low-Loss Substrate
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作者 方杰 刘泽文 +4 位作者 赵嘉昊 陈忠民 韦嘉 刘理天 李志坚 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2006年第9期1572-1577,共6页
The loss mechanisms of different passive devices (on-chip inductors and capacitors) on different substrates are analyzed and compared. OPS (oxidized porous silicon) and HR (high-resistivity) substrates are used ... The loss mechanisms of different passive devices (on-chip inductors and capacitors) on different substrates are analyzed and compared. OPS (oxidized porous silicon) and HR (high-resistivity) substrates are used as low-loss substrates for on-chip planar LPF (low pass filter) fabrication. For the study of substrate loss, a planar coil inductor is also designed. Simulation results show that Q (the quality factor) of the inductor on both substrates is over 20. Measurements of the LPF on OPS substrate give a - 3dB bandwidth of 2.9GHz and a midband insertion loss of 0.87dB at 500MHz. The LPF on HR substrate gives a - 3dB bandwidth of 2.3GHz and a midband insertion loss of 0.42dB at 500MHz. 展开更多
关键词 LC low-pass filter low-loss substrate on-chip inductor RF
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Estimating the subsolar magnetopause position from soft X-ray images using a low-pass image filter 被引量:1
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作者 Hyangpyo Kim Hyunju K.Connor +9 位作者 Jaewoong Jung Brian M.Walsh David Sibeck Kip D.Kuntz Frederick S.Porter Catriana K.Paw U Rousseau A.Nutter Ramiz Qudsi Rumi Nakamura Michael Collier 《Earth and Planetary Physics》 EI CSCD 2024年第1期173-183,共11页
The Lunar Environment heliospheric X-ray Imager(LEXI)and Solar wind Magnetosphere Ionosphere Link Explorer(SMILE)missions will image the Earth’s dayside magneto pause and cusps in soft X-rays after their respective l... The Lunar Environment heliospheric X-ray Imager(LEXI)and Solar wind Magnetosphere Ionosphere Link Explorer(SMILE)missions will image the Earth’s dayside magneto pause and cusps in soft X-rays after their respective launches in the near future,to specify glo bal magnetic reconnection modes for varying solar wind conditions.To suppo rt the success of these scientific missions,it is critical to develop techniques that extract the magnetopause locations from the observed soft X-ray images.In this research,we introduce a new geometric equation that calculates the subsolar magnetopause position(RS)from a satellite position,the look direction of the instrument,and the angle at which the X-ray emission is maximized.Two assumptions are used in this method:(1)The look direction where soft X-ray emissions are maximized lies tangent to the magnetopause,and(2)the magnetopause surface near the subsolar point is almost spherical and thus RSis nea rly equal to the radius of the magneto pause curvature.We create synthetic soft X-ray images by using the Open Geospace General Circulation Model(OpenGGCM)global magnetohydrodynamic model,the galactic background,the instrument point spread function,and Poisson noise.We then apply the fast Fourier transform and Gaussian low-pass filte rs to the synthetic images to re move noise and obtain accurate look angles for the soft X-ray pea ks.From the filte red images,we calculate RS and its accuracy for different LEXI locations,look directions,and solar wind densities by using the OpenGGCM subsolar magnetopause location as ground truth.Our method estimates RS with an accuracy of<0.3 RE when the solar wind density exceeds>10 cm-3.The accuracy improves for greater solar wind densities and during southward interplanetary magnetic fields.The method ca ptures the magnetopause motion during southwa rd interplaneta ry magnetic field turnings.Consequently,the technique will enable quantitative analysis of the magnetopause motion and help reveal the dayside reconnection modes for dynamic solar wind conditions.This technique will suppo rt the LEXI and SMILE missions in achieving their scientific o bjectives. 展开更多
关键词 soft X-ray MAGNETOPAUSE RECONNECTION low-pass filter LEXI SMILE
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Design of a compact low-pass filter with wide stopband 被引量:1
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作者 杨雪霞 薛玉杰 《Journal of Shanghai University(English Edition)》 CAS 2008年第6期495-497,共3页
This paper presents a novel low-pass filter (LPF) with sharp rejection, wide stopband and compact size, which are realized by the defected ground structure (DGS) and the defected microstrip structure (DMS). The ... This paper presents a novel low-pass filter (LPF) with sharp rejection, wide stopband and compact size, which are realized by the defected ground structure (DGS) and the defected microstrip structure (DMS). The equivalent circuit model is proposed and the circuit parameters are extracted by the circuit simulation software. The parameters measured are 3 dB cutoff frequency fc of 5.2 GHz, the insertion loss less than 0.5 dB from DC to 4.0 GHz and S21 less than -20 dB within the wide stopband from 6 GHz to 16 GHz. The results of the circuit optimization agree well with those of the full wave simulation and the measured ones, which validate the effectiveness of the equivalent circuit model. The size of the proposed LPF is decreased compared with normal LPF. This LPF can be applied in rectennas to eliminate high order harmonics. 展开更多
关键词 low-pass filter (LPF) defected ground structure (DGS) defected microstrip structure (DMS) equivalent circuit
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Comparative Study of Low-Pass Filter and Phase-Locked Loop Type Speed Filters for Sensorless Control of AC Drives 被引量:1
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作者 Dong Wang Kaiyuan Lu +1 位作者 Peter Omand Rasmussen Zhenyu Yang 《CES Transactions on Electrical Machines and Systems》 2017年第2期207-215,共9页
High quality speed information is one of the key issues in machine sensorless drives,which often requires proper filtering of the estimated speed.This paper comparatively studies typical low-pass filters(LPF)and phase... High quality speed information is one of the key issues in machine sensorless drives,which often requires proper filtering of the estimated speed.This paper comparatively studies typical low-pass filters(LPF)and phase-locked loop(PLL)type filters with respect to ramp speed reference tracking and steady-state performances,as well as the achievement of adaptive cutoff frequency control.An improved LPF-based filter structure with no ramping and steady-state errors caused by filter parameter quantization effects is proposed,which is suitable for applying LPF for sensorless drives of AC machines,especially when fixed-point digital signal processor is selected e.g.in mass production.Furthermore,the potential of adopting PLL for speed filtering is explored.It is demonstrated that PLL type filters can well maintain the advantages offered by the improved LPF.Moreover,it is found that the PLL type filters exhibit almost linear relationship between the cutoff frequency of the PLL filter and its proportional-integral(PI)gains,which can ease the realization of speed filters with adaptive cutoff frequency for improving the speed transient performance.The proposed filters are verified experimentally.The PLL type filter with adaptive cutoff frequency can provide satisfactory performances under various operating conditions and is therefore recommended. 展开更多
关键词 Adaptive cutoff frequency low-pass filter machine sensorless drive phase-locked loop speed filter static error
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Design of low-pass filter based on a novel defected ground structure
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作者 钟小明 李国辉 《Journal of Shanghai University(English Edition)》 CAS 2007年第4期396-399,共4页
A novel defected ground structure (DGS) for the microstrip line is proposed in this paper. The DGS lattice has more defect parameters so that it can provide better performance than the conventional dumbbell-shaped D... A novel defected ground structure (DGS) for the microstrip line is proposed in this paper. The DGS lattice has more defect parameters so that it can provide better performance than the conventional dumbbell-shaped DGS. Selectivity is improved by 97.2% with a sharpness factor of 24.6%. The method is applied to the design of a low-pass filter to confirm validity of the proposed DGS. 展开更多
关键词 defected ground structure (DGS) low-pass filter bandgap sharpness factor SELECTIVITY
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Compact Metamaterial Microstrip Low-Pass Filter
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作者 Sudhakar Sahu Rabindra Kishore Mishra Dipak Ranjan Poddar 《Journal of Electromagnetic Analysis and Applications》 2011年第10期399-405,共7页
Complimentary hexagonal-omega structures are used to design compact, low insertion loss (IL), low pass filter with sharp cut-off. It has been designed for improvement of roll-off performance based on both μ and ε ne... Complimentary hexagonal-omega structures are used to design compact, low insertion loss (IL), low pass filter with sharp cut-off. It has been designed for improvement of roll-off performance based on both μ and ε negative property of the complimentary hex-omega structure while maintaining the filter pass-band performance. By properly designing and loading the hexagonal-omega structure in the ground of microstrip line not only improve the roll-off of the low pass filter, but also reduced the filter size. The simulated results indicate that the proposed filter achieves a flat pass band with no ripples as well as selectivity of 19.68 dB/GHz, corresponding to 5-unit cells hex-omega structures. This significantly exceeds the 5.6 dB/GHz selectivity of the conventional low pass filter design, due to sub-lambda dimensions of the hex-omega structure. A prototype filter implementing area is: 0.712λg x 0.263λg, λg being the guided wavelength at 3-dB cut-off frequency (fc). The proposed filter has a size smaller by 36.2%. 展开更多
关键词 Hex-Omega Structure MICROSTRIP low-pass Filter METAMATERIAL Sharp CUT-OFF
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Microstrip Low-Pass Elliptic Filter Design Based on Implicit Space Mapping Optimization
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作者 Saeed Tavakoli Mahdieh Zeinadini Shahram Mohanna 《International Journal of Communications, Network and System Sciences》 2010年第5期462-465,共4页
It is a time-consuming and often iterative procedure to determine design parameters based on fine, accurate but expensive, models. To decrease the number of fine model evaluations, space mapping techniques may be empl... It is a time-consuming and often iterative procedure to determine design parameters based on fine, accurate but expensive, models. To decrease the number of fine model evaluations, space mapping techniques may be employed. In this approach, it is assumed both fine model and coarse, fast but inaccurate, one are available. First, the coarse model is optimized to obtain design parameters satisfying design objectives. Next, auxiliary parameters are calibrated to match coarse and fine models’ responses. Then, the improved coarse model is re-optimized to obtain new design parameters. The design procedure is stopped when a satisfactory solution is reached. In this paper, an implicit space mapping method is used to design a microstrip low-pass elliptic filter. Simulation results show that only two fine model evaluations are sufficient to get satisfactory results. 展开更多
关键词 IMPLICIT Space Mapping OPTIMIZATION MICROSTRIP low-pass ELLIPTIC FILTER Surrogate Model
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具备荷电状态调节功能的储能系统实时平滑控制策略 被引量:102
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作者 丁明 吴建锋 +3 位作者 朱承治 赵波 陈自年 罗亚桥 《中国电机工程学报》 EI CSCD 北大核心 2013年第1期22-29,共8页
利用电池储能系统平滑风电功率波动可以提高风力发电站功率输出的稳定性。针对风电出力的随机性特别是骤变情况,提出一种基于加权移动平均滤波算法的储能系统平滑控制策略。该方法根据风电功率的波动程度与当前储能系统的荷电状态(state... 利用电池储能系统平滑风电功率波动可以提高风力发电站功率输出的稳定性。针对风电出力的随机性特别是骤变情况,提出一种基于加权移动平均滤波算法的储能系统平滑控制策略。该方法根据风电功率的波动程度与当前储能系统的荷电状态(state of charge,SOC),通过实时调整权重系数和滤波带宽有效平滑风电功率的骤变。为了维持SOC在合理水平,在综合考虑各种约束条件后,该文采用模糊控制法设计了能够根据实时情况自动调节储能电池SOC的控制策略。算例结果表明,该文提出的控制策略在维持SOC合理水平前提下能有效平滑功率波动;同时,该文方法基于的在线信息使其具有实时应用前景。 展开更多
关键词 电池储能系统 风电功率骤变 加权移动平均滤波算法 模糊控制 在线信息
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特高压直流输电线路差动保护改进方案 被引量:32
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作者 夏经德 罗金玉 +3 位作者 高淑萍 焦作滨 邵文权 黄新波 《浙江大学学报(工学版)》 EI CAS CSCD 北大核心 2019年第3期579-588,共10页
提出一种差动保护改进方案,利用特定电压、电流数据与线路电阻三者间可等效转换的特定电气三角平衡关系,辅以积分算法具有的低通滤波效果,将线路两端突变量差流作为动作量,将线路两端电压突变量差与线路电阻之比作为制动量,构造改进判据... 提出一种差动保护改进方案,利用特定电压、电流数据与线路电阻三者间可等效转换的特定电气三角平衡关系,辅以积分算法具有的低通滤波效果,将线路两端突变量差流作为动作量,将线路两端电压突变量差与线路电阻之比作为制动量,构造改进判据.理论分析表明,当线路发生区外故障时,动作量明显小于制动量;线路内部故障时,动作量大于制动量,判据设置清晰、明确.该方案对采样频率要求不高、整定简洁、结果清晰且不受分布电容电流的影响.以我国±800 kV特高压工程为参照搭建仿真模型,设置3种典型故障对保护判据进行仿真验证.结果表明,所荐方案具有可靠性高、判别灵敏的特点,能准确、快速地识别区内、区外故障,具有较好的工程运用前景. 展开更多
关键词 特高压直流(UHVDC) 差动保护 突变量 积分滤波算法 电气三角平衡 电压制动
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面向立木识别的有效K-均值聚类算法研究 被引量:5
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作者 王亚雄 康峰 +2 位作者 李文彬 文剑 郑永军 《农业机械学报》 EI CAS CSCD 北大核心 2017年第3期230-237,共8页
针对林区自动对靶施药过程中,当立木生长密集时,获取的点云数据聚类准确率低、效率低的问题,提出优化后的K-均值聚类算法,数据获取方式基于2D激光扫描。针对立木点云信息聚类前需对相关数据进行滤波,提出窗口滤波算法,选取产生混合像素... 针对林区自动对靶施药过程中,当立木生长密集时,获取的点云数据聚类准确率低、效率低的问题,提出优化后的K-均值聚类算法,数据获取方式基于2D激光扫描。针对立木点云信息聚类前需对相关数据进行滤波,提出窗口滤波算法,选取产生混合像素点的树干边缘,提取3次连续扫描的混合像素及其近邻点组成滤波窗口,进行最大阈值滤波,结果显示50次试验中仅有2个混合像素点未被滤除,混合噪声的滤除率高。在K-均值算法优化方面,针对算法需预先确定聚类数和初始聚类中心的不足,提出利用斜率变化确定聚类数的方法,试验对5个不同距离下5组立木分别进行100次测量,结果显示错误测量次数仅为3次,并可在试验前期通过人工方式去除,算法合理有效;对哈夫曼树法确定立木扫描点聚类中心的性能进行了试验分析,3种不同树干分布类型下分别运用随机抽样法和哈夫曼树法进行K-均值聚类,前者平均正确率仅为76.4%,后者则为95.5%;同时分析了Ⅰ型分布下2种算法聚类的迭代次数和耗时,5个不同距离下,随机抽样法的平均迭代次数明显高于哈夫曼树法,平均运行耗时上,哈夫曼树法则高于随机抽样法,前者变化范围为120~220 ms,后者为50~85 ms,该范围为林区测绘的可接受范围。试验证明,基于斜率变化确定聚类数和基于哈夫曼树法确定聚类中心的K-均值算法是林区立木点云聚类的有效算法,可应用于林区的立木检测。 展开更多
关键词 立木识别 点云数据 K-均值聚类算法 窗口滤波算法 哈夫曼树法
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一种低转换速率下的电子天平滤波处理方案 被引量:4
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作者 林志雄 黄剑航 《计算机与数字工程》 2009年第11期40-42,57,共4页
针对基于低转换速率Σ-Δ型模数转换芯片的电子天平,为快速精确地进行称重测量的需要,提出一种适合于单片机的低运算量、变长缓冲区及积分阀值判断滤波算法,该算法收敛速度快,能提高测量精度并有抗环境抖动能力。实验表明,该算法能达到... 针对基于低转换速率Σ-Δ型模数转换芯片的电子天平,为快速精确地进行称重测量的需要,提出一种适合于单片机的低运算量、变长缓冲区及积分阀值判断滤波算法,该算法收敛速度快,能提高测量精度并有抗环境抖动能力。实验表明,该算法能达到设计要求。 展开更多
关键词 低转换速率 低运算量 变长缓冲区 积分阀值比较 滤波算法
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相机运动状态下的实时运动目标跟踪算法
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作者 姜明新 《大连民族学院学报》 CAS 2014年第1期74-77,87,共5页
提出了一种相机运动状态下的实时运动目标跟踪算法。根据运动目标对光流结果的影响对特征点进行筛选;利用光流法对相机的全局运动进行估计;根据全局运动估计的结果对粒子滤波的运动方程进行修正,选取颜色直方图作为目标的特征模型,实现... 提出了一种相机运动状态下的实时运动目标跟踪算法。根据运动目标对光流结果的影响对特征点进行筛选;利用光流法对相机的全局运动进行估计;根据全局运动估计的结果对粒子滤波的运动方程进行修正,选取颜色直方图作为目标的特征模型,实现对移动目标的跟踪。实验结果表明,在相机运动的状态下,能够准确快速跟踪运动目标,可以达到实时性要求,具有非常好的鲁棒性。 展开更多
关键词 移动平台 特征点筛选 全局运动估计 粒子滤波算法
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基于到达相位技术的室内定位系统研究与实现 被引量:1
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作者 姚飞 陶偲 刘守印 《电子测量技术》 2016年第11期30-35,共6页
研究了基于到达相位测距的性能,设计实现了基于到达相位技术的小型地下停车场定位系统。AT86RF233芯片可测量载波相位,根据不同频率射频信号的相位差可计算距离。设计了可变限幅均值滤波算法自适应限制测距结果的较大波动保证实时性的... 研究了基于到达相位测距的性能,设计实现了基于到达相位技术的小型地下停车场定位系统。AT86RF233芯片可测量载波相位,根据不同频率射频信号的相位差可计算距离。设计了可变限幅均值滤波算法自适应限制测距结果的较大波动保证实时性的前提下优化了结果平滑性。在三锚节点的室内定位系统中,设计了基于加权最小均方误差的质心定位算法,改进了质心定位算法中定位点的选择方式。实地实验结果验证了算法的有效性,系统的实时跟踪精度达到亚米级,可用于小型室内停车场车辆和人员定位。 展开更多
关键词 到达相位 室内定位 AT86RF233 可变限幅均值滤波算法 加权最小均方误差法
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Vertical structure and seasonal variation of tidal and residual currents in the northern Huanghai Sea 被引量:4
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作者 SONG Jun GUO Junru +7 位作者 QIAO Lulu MU Lin YAO Zhigang LIU Yang LI Huan BAO Xianwen SUN Xiaoyan GAO Jia 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2011年第5期14-22,共9页
Analysis of tidal current and sea level has been made based on the observations from the summer of 2006 to the winter of 2007,respectively.The result indicates that a two-layer structure of residual current exists in ... Analysis of tidal current and sea level has been made based on the observations from the summer of 2006 to the winter of 2007,respectively.The result indicates that a two-layer structure of residual current exists in summer,with its upper layer going northwestward and the lower layer southeastward.In addition,some strong residuals exist in the neighboring depth of the pycnocline during the current period of astronomical tide.In winter,except some individual layersthe residual currents mostly direct to the northwest,from which we can see the fluctuation of abnormal sea-level and the appearance of associated current because of the changes of the wind field.The analysis of tidal ellipse indicates that the direction of the maximum semidiurnal component is clockwise from summer to winter,with an angle of 16-18.Moreover,in summer the semidiurnal component rotates with depth clockwise while the diurnal component counterclockwise.However,the vertical structure is almost homogeneous in winter. 展开更多
关键词 northern Huanghai Sea residual current tidal wave low-pass filtering
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Research on SINS Alignment Algorithm Based on FIR Filters 被引量:11
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作者 练军想 胡德文 +1 位作者 武元新 胡小平 《Journal of Beijing Institute of Technology》 EI CAS 2007年第4期437-442,共6页
An inertial frame based alignment (IFBA) method is presented, especially for the applications on a rocking platform, e.g., marine applications. Defining the initial body frame as the inertial frame, the IFBA method ac... An inertial frame based alignment (IFBA) method is presented, especially for the applications on a rocking platform, e.g., marine applications. Defining the initial body frame as the inertial frame, the IFBA method achieves the alignment by virtue of a cascade of low-pass FIR filters, which attenuate the disturbing acceleration and maintain the gravity vector. The aligning time rests with the orders of the FIR filter group, and the method is suitable for large initial misalignment case. An alignment scheme comprising a coarse phase by the IFBA method and a fine phase by a Kalman filter is presented. Both vehicle-based and ship-based alignment experiments were carried out. The results show that the proposed scheme converges much faster than the traditional method at no cost of precision and also works well under any large initial misalignment. 展开更多
关键词 strapdown inertial navigation system(SINS) ALIGNMENT moving base digital low-pass filter
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Memristor bridge-based low pass filter for image processing 被引量:5
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作者 YU Yongbin YANG Nijing +1 位作者 YANG Chenyu NYIMA Tashi 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第3期448-455,共8页
This paper highlights the memristor bridge-based lowpass filter (LPF) and improved image processing algorithms along with a novel adaptive Gaussian filter for denoising image and a new Gaussian pyramid for scale invar... This paper highlights the memristor bridge-based lowpass filter (LPF) and improved image processing algorithms along with a novel adaptive Gaussian filter for denoising image and a new Gaussian pyramid for scale invariant feature transform (SIFT). First, a novel kind of LPF based on the memristor bridge is designed, whose cut-off frequency and other traits are demonstrated to change with different time and memristance. In light of the changeable parameter of the memristor bridge-based LPF, a new adaptive Gaussian filter and an improved SIFT algorithm are presented. Finally, experiment results show that the peak signalto- noise ratio (PSNR) of our denoising is bettered more than 2.77 dB compared to the corresponding of the traditional Gaussian filter, and our improved SIFT performances including the number of matched feature points and the percent of correct matches are higher than the traditional SIFT, which verifies feasibility and effectiveness of our algorithm. 展开更多
关键词 MEMRISTOR BRIDGE low-pass FILTER (LPF) adaptive GAUSSIAN FILTER image denoising GAUSSIAN pyramid
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Uncertainties of landslide susceptibility prediction: Influences of random errors in landslide conditioning factors and errors reduction by low pass filter method 被引量:4
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作者 Faming Huang Zuokui Teng +4 位作者 Chi Yao Shui-Hua Jiang Filippo Catani Wei Chen Jinsong Huang 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2024年第1期213-230,共18页
In the existing landslide susceptibility prediction(LSP)models,the influences of random errors in landslide conditioning factors on LSP are not considered,instead the original conditioning factors are directly taken a... In the existing landslide susceptibility prediction(LSP)models,the influences of random errors in landslide conditioning factors on LSP are not considered,instead the original conditioning factors are directly taken as the model inputs,which brings uncertainties to LSP results.This study aims to reveal the influence rules of the different proportional random errors in conditioning factors on the LSP un-certainties,and further explore a method which can effectively reduce the random errors in conditioning factors.The original conditioning factors are firstly used to construct original factors-based LSP models,and then different random errors of 5%,10%,15% and 20%are added to these original factors for con-structing relevant errors-based LSP models.Secondly,low-pass filter-based LSP models are constructed by eliminating the random errors using low-pass filter method.Thirdly,the Ruijin County of China with 370 landslides and 16 conditioning factors are used as study case.Three typical machine learning models,i.e.multilayer perceptron(MLP),support vector machine(SVM)and random forest(RF),are selected as LSP models.Finally,the LSP uncertainties are discussed and results show that:(1)The low-pass filter can effectively reduce the random errors in conditioning factors to decrease the LSP uncertainties.(2)With the proportions of random errors increasing from 5%to 20%,the LSP uncertainty increases continuously.(3)The original factors-based models are feasible for LSP in the absence of more accurate conditioning factors.(4)The influence degrees of two uncertainty issues,machine learning models and different proportions of random errors,on the LSP modeling are large and basically the same.(5)The Shapley values effectively explain the internal mechanism of machine learning model predicting landslide sus-ceptibility.In conclusion,greater proportion of random errors in conditioning factors results in higher LSP uncertainty,and low-pass filter can effectively reduce these random errors. 展开更多
关键词 Landslide susceptibility prediction Conditioning factor errors low-pass filter method Machine learning models Interpretability analysis
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Influence of Tire Dynamics on Slip Ratio Estimation of Independent Driving Wheel System 被引量:4
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作者 LI Jianqiu SONG Ziyou +1 位作者 WEI Yintao OUYANG Minggao 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2014年第6期1203-1210,共8页
The independent driving wheel system, which is composed of in-wheel permanent magnet synchronous motor(I-PMSM) and tire, is more convenient to estimate the slip ratio because the rotary speed of the rotor can be acc... The independent driving wheel system, which is composed of in-wheel permanent magnet synchronous motor(I-PMSM) and tire, is more convenient to estimate the slip ratio because the rotary speed of the rotor can be accurately measured. However, the ring speed of the tire ring doesn’t equal to the rotor speed considering the tire deformation. For this reason, a deformable tire and a detailed I-PMSM are modeled by using Matlab/Simulink. Moreover, the tire/road contact interface(a slippery road) is accurately described by the non-linear relaxation length-based model and the Magic Formula pragmatic model. Based on the relatively accurate model, the error of slip ratio estimated by the rotor rotary speed is analyzed in both time and frequency domains when a quarter car is started by the I-PMSM with a definite target torque input curve. In addition, the natural frequencies(NFs) of the driving wheel system with variable parameters are illustrated to present the relationship between the slip ratio estimation error and the NF. According to this relationship, a low-pass filter, whose cut-off frequency corresponds to the NF, is proposed to eliminate the error in the estimated slip ratio. The analysis, concerning the effect of the driving wheel parameters and road conditions on slip ratio estimation, shows that the peak estimation error can be reduced up to 75% when the LPF is adopted. The robustness and effectiveness of the LPF are therefore validated. This paper builds up the deformable tire model and the detailed I-PMSM models, and analyzes the effect of the driving wheel parameters and road conditions on slip ratio estimation. 展开更多
关键词 electric vehicle (EV) driving wheel system tire dynamics slip ratio estimation characteristic frequency low-pass filter (LPF)
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Improved Strategy of Grid-Forming Virtual Synchronous Generator Based on Transient Damping 被引量:3
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作者 Lei Zhang Rongliang Shi +2 位作者 Junhui Li Yannan Yu Yu Zhang 《Energy Engineering》 EI 2024年第11期3181-3197,共17页
The grid-forming virtual synchronous generator(GFVSG)not only employs a first-order low-pass filter for virtual inertia control but also introduces grid-connected active power(GCAP)dynamic oscillation issues,akin to t... The grid-forming virtual synchronous generator(GFVSG)not only employs a first-order low-pass filter for virtual inertia control but also introduces grid-connected active power(GCAP)dynamic oscillation issues,akin to those observed in traditional synchronous generators.In response to this,an improved strategy for lead-lag filter based GFVSG(LLF-GFVSG)is presented in this article.Firstly,the grid-connected circuit structure and control principle of typical GFVSG are described,and a closed-loop small-signal model for GCAP in GFVSG is established.The causes of GCAP dynamic oscillation of GFVSG under the disturbances of active power command as well as grid frequency are analyzed.On this basis,the LLF-GFVSG improvement strategy and its parameter design method are given.Finally,the efficiency of the proposed control strategy in damping GCAP dynamic oscillations under various disturbances is verified using MATLAB simulations and experimental comparison results. 展开更多
关键词 Grid-forming virtual synchronous generator first-order low-pass filter lead-lag filter small-signal model parameter design
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