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Mesh sharpening via normal filtering 被引量:2
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作者 Jian-guo SHEN San-yuan ZHANG +2 位作者 Zhi-yang CHEN Yin ZHANG Xiu-zi YE 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2009年第4期546-553,共8页
We present a robust mesh sharpening approach to reconstructing sharp features from blended or chamfered features, even with noise and aliasing errors. Feature regions were first recognized via normal variation accordi... We present a robust mesh sharpening approach to reconstructing sharp features from blended or chamfered features, even with noise and aliasing errors. Feature regions were first recognized via normal variation according to the user's input, and then normal filtering was applied to faces of feature regions. Finally, the vertices of the feature region were gradually updated based on new face normals using a least-squares error criterion. Experimental results demonstrate that the method is effective and robust in sharpening meshes. 展开更多
关键词 normal filtering Sharp feature Mesh sharpening BLEND CHAMFER
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Efficient mesh denoising via robust normal filtering and alternate vertex updating 被引量:1
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作者 Tao LI Jun WANG +1 位作者 Hao LIU Li-gang LIU 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI CSCD 2017年第11期1828-1842,共15页
The most challenging problem in mesh denoising is to distinguish features from noise. Based on the robust guided normal estimation and alternate vertex updating strategy, we investigate a new feature-preserving mesh d... The most challenging problem in mesh denoising is to distinguish features from noise. Based on the robust guided normal estimation and alternate vertex updating strategy, we investigate a new feature-preserving mesh denoising method. To accurately capture local structures around features, we propose a corner-aware neighborhood (CAN) scheme. By combining both overall normal distribution of all faces in a CAN and individual normal influence of the interested face, wc give a new consistency measuring method, which greatly improves the reliability of the estimated guided normals. As the noise level lowers, we take as guidance the previous filtered normals, which coincides with the emerging roUing guidance idea. In the vertex updating process, we classify vertices according to filtered normals at each iteration and reposition vertices of distinct types alternately with individual regularization constraints. Experiments on a variety of synthetic and real data indicate that our method adapts to various noise, both Gaussian and impulsive, no matter in the normal direction or in a random direction, with fcw triangles flippcd. 展开更多
关键词 Mesh denoising Guided normal filtering Alternate vertex updating Corncr-aware neighborhoods
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Amplitude phase control for electro-hydraulic servo system based on normalized least-mean-square adaptive filtering algorithm 被引量:5
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作者 姚建均 富威 +1 位作者 胡胜海 韩俊伟 《Journal of Central South University》 SCIE EI CAS 2011年第3期755-759,共5页
The electro-hydraulic servo system was studied to cancel the amplitude attenuation and phase delay of its sinusoidal response,by developing a network using normalized least-mean-square (LMS) adaptive filtering algorit... The electro-hydraulic servo system was studied to cancel the amplitude attenuation and phase delay of its sinusoidal response,by developing a network using normalized least-mean-square (LMS) adaptive filtering algorithm.The command input was corrected by weights to generate the desired input for the algorithm,and the feedback was brought into the feedback correction,whose output was the weighted feedback.The weights of the normalized LMS adaptive filtering algorithm were updated on-line according to the estimation error between the desired input and the weighted feedback.Thus,the updated weights were copied to the input correction.The estimation error was forced to zero by the normalized LMS adaptive filtering algorithm such that the weighted feedback was equal to the desired input,making the feedback track the command.The above concept was used as a basis for the development of amplitude phase control.The method has good real-time performance without estimating the system model.The simulation and experiment results show that the proposed amplitude phase control can efficiently cancel the amplitude attenuation and phase delay with high precision. 展开更多
关键词 amplitude attenuation phase delay normalized least-mean-square adaptive filtering algorithm tracking performance electro- hydraulic servo system
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New normalized LMS adaptive filter with a variable regularization factor 被引量:9
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作者 LI Zhoufan LI Dan +1 位作者 XU Xinlong ZHANG Jianqiu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第2期259-269,共11页
A new normalized least mean square(NLMS) adaptive filter is first derived from a cost function, which incorporates the conventional one of the NLMS with a minimum-disturbance(MD)constraint. A variable regularization f... A new normalized least mean square(NLMS) adaptive filter is first derived from a cost function, which incorporates the conventional one of the NLMS with a minimum-disturbance(MD)constraint. A variable regularization factor(RF) is then employed to control the contribution made by the MD constraint in the cost function. Analysis results show that the RF can be taken as a combination of the step size and regularization parameter in the conventional NLMS. This implies that these parameters can be jointly controlled by simply tuning the RF as the proposed algorithm does. It also demonstrates that the RF can accelerate the convergence rate of the proposed algorithm and its optimal value can be obtained by minimizing the squared noise-free posteriori error. A method for automatically determining the value of the RF is also presented, which is free of any prior knowledge of the noise. While simulation results verify the analytical ones, it is also illustrated that the performance of the proposed algorithm is superior to the state-of-art ones in both the steady-state misalignment and the convergence rate. A novel algorithm is proposed to solve some problems. Simulation results show the effectiveness of the proposed algorithm. 展开更多
关键词 adaptive filtering normalized least mean SQUARE (NLMS) minimum-disturbance (MD) constraint VARIABLE REGULARIZATION VARIABLE STEP-SIZE NLMS
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BL代数的fantastic滤子和normal滤子 被引量:2
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作者 王伟 杨廉 +1 位作者 石召 李婷 《纯粹数学与应用数学》 CSCD 2012年第5期595-598,共4页
滤子是研究逻辑代数的有效工具.本文研究了BL代数的fantastic和normal滤子的等价条件,得到了在MV-代数中两种滤子之间的等价性,给出了两个公开问题:"在什么样的合适条件下,一个normal滤子成为一个fantastic滤子?"和"在... 滤子是研究逻辑代数的有效工具.本文研究了BL代数的fantastic和normal滤子的等价条件,得到了在MV-代数中两种滤子之间的等价性,给出了两个公开问题:"在什么样的合适条件下,一个normal滤子成为一个fantastic滤子?"和"在什么合适的条件下,normal滤子的拓展性成立?"结论成立的一种条件. 展开更多
关键词 BL代数 MV代数 fantastic滤子 normal滤子
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On Filters of Double MS-algebras 被引量:4
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作者 方捷 《Chinese Quarterly Journal of Mathematics》 CSCD 1997年第1期30-34, ,共5页
Here some properties on filters of double MS-algebras are descripted. We show that,for a normal filter F of a double MS-algebra (L;0, + )(x,y) ∈θ(F) (a,b ∈ F) (x ∧α)∨b+= (y ∧ a)∨ b+.
关键词 filter normal filter double MS-algebra
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基于Normal Form方法的电机系统分岔控制 被引量:1
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作者 袁惠群 张中华 《振动.测试与诊断》 EI CSCD 北大核心 2014年第6期1084-1087,1171,共4页
研究了无刷直流电机系统等效非线性数学模型,分析了系统的Hopf分岔行为,并设计了washout滤波器,对系统产生的分岔行为进行控制。引入直接Normal Form(规范型)计算方法,求出系统的Hopf分岔规范式。通过规范式系数讨论控制参数的选择原则... 研究了无刷直流电机系统等效非线性数学模型,分析了系统的Hopf分岔行为,并设计了washout滤波器,对系统产生的分岔行为进行控制。引入直接Normal Form(规范型)计算方法,求出系统的Hopf分岔规范式。通过规范式系数讨论控制参数的选择原则以及对Hopf分岔类型及极限环幅值的影响。理论和仿真结果表明:在施加控制器之前,系统发生亚临界Hopf分岔,极限环不稳定,系统进入混沌状态;在施加控制器之后,当受控系统规范式系数实部小于零时,系统发生超临界Hopf分岔,原系统不稳定极限环被控制为稳定极限环,从而抑制了混沌的产生,保证了电机运行性能的稳定性。 展开更多
关键词 无刷直流电机 HOPF分岔 washout滤波器 规范型 分岔控制
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混合Filter与改进自适应GA的特征选择方法 被引量:6
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作者 邱云飞 高华聪 《计算机工程与应用》 CSCD 北大核心 2021年第11期95-102,共8页
针对高维度小样本数据在特征选择时出现的维数灾难和过拟合的问题,提出一种混合Filter模式与Wrapper模式的特征选择方法(ReFS-AGA)。该方法结合ReliefF算法和归一化互信息,评估特征的相关性并快速筛选重要特征;采用改进的自适应遗传算法... 针对高维度小样本数据在特征选择时出现的维数灾难和过拟合的问题,提出一种混合Filter模式与Wrapper模式的特征选择方法(ReFS-AGA)。该方法结合ReliefF算法和归一化互信息,评估特征的相关性并快速筛选重要特征;采用改进的自适应遗传算法,引入最优策略平衡特征多样性,同时以最小化特征数和最大化分类精度为目标,选择特征数作为调节项设计新的评价函数,在迭代进化过程中高效获得最优特征子集。在基因表达数据上利用不同分类算法对简化后的特征子集分类识别,实验结果表明,该方法有效消除了不相关特征,提高了特征选择的效率,与ReliefF算法和二阶段特征选择算法mRMR-GA相比,在取得最小特征子集维度的同时平均分类准确率分别提高了11.18个百分点和4.04个百分点。 展开更多
关键词 特征选择 filter模式 RELIEFF算法 归一化互信息 自适应遗传算法
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机载激光点云数据滤波下尾矿坝位移变形监测
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作者 赵国强 《有色金属(矿山部分)》 2026年第1期49-55,共7页
尾矿坝作为矿业生产的核心设施,其稳定性对矿山安全及周边环境具有重要影响。受表面植被覆盖和复杂地形影响,机载激光点云数据在采集过程中常面临密度不均及多尺度噪声干扰的问题,导致传统方法在形变估计时出现偏差。因此,提出基于机载... 尾矿坝作为矿业生产的核心设施,其稳定性对矿山安全及周边环境具有重要影响。受表面植被覆盖和复杂地形影响,机载激光点云数据在采集过程中常面临密度不均及多尺度噪声干扰的问题,导致传统方法在形变估计时出现偏差。因此,提出基于机载激光点云数据滤波的尾矿坝位移变形监测方法,通过K邻近搜索算法建立空间索引以划分多尺度噪声,并引入空间距离权重与几何相似性权重的双重约束机制,结合双边滤波算法有效抑制噪声干扰。同时,采用对象分割技术将监测区域划分为3D网格单元,实现尾矿坝水平变形与垂直沉降的高精度监测。结果表明,该方法在水平变形和垂直沉降监测中的平均绝对误差显著减小,位移速率波动率低,最大误差仅0.4%,为尾矿坝全生命周期安全提供了毫米级感知能力。相较于传统DS-InSAR技术和时序分解模型,本研究方法在复杂植被覆盖和地形起伏区域表现出更高的监测精度和稳定性,尤其适用于尾矿坝长期安全预警及动态管理场景。 展开更多
关键词 尾矿坝位移变形 双边滤波算法 K邻近搜索算法 法向量夹角 三维单元分割
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基于TDLAS的氨痕量气体传感器设计
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作者 李延玲 游源 +2 位作者 钱枫 邓明星 崔蕊 《电子设计工程》 2026年第6期96-102,108,共8页
现有的氨痕量气体传感器在检测精度、灵敏度、工作稳定性和微型化方面仍有很大提升空间,文中应用TDLAS-WMS原理开发出一种氨痕量气体传感器。为提升传感器检测性能,设计了增量式PID算法实现激光器的恒温控制,以确保激光波长的精确调谐... 现有的氨痕量气体传感器在检测精度、灵敏度、工作稳定性和微型化方面仍有很大提升空间,文中应用TDLAS-WMS原理开发出一种氨痕量气体传感器。为提升传感器检测性能,设计了增量式PID算法实现激光器的恒温控制,以确保激光波长的精确调谐。此外,将鹈鹕优化算法(POA)和变分模态分解(VMD)进行融合用于数字滤波,与硬件滤波电路共同作用,以降低信号噪声。通过配置不同浓度的氨气进行谐波检测,并对得到的二次谐波进行光强归一化,以消除光强变化对检测精度的影响,最后采用分段拟合标定法进行浓度标定。实验结果表明,该传感器的检测灵敏度为3.73×10-3,测量最大误差仅为2.21%,可以满足氨痕量气体的实时监测需求。 展开更多
关键词 激光吸收光谱技术 激光器温度控制 数字滤波 光强归一化
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Robust state-space realizations of digital filters against finite word length errors 被引量:3
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作者 He Xiongxiong Li Gang +1 位作者 Zhu Guangxin Wan Chunru 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第5期896-901,共6页
This article deals with two important issues in digital filter implementation: roundoff noise and limit cycles. A novel class of robust state-space realizations, called normal realizations, is derived and characteriz... This article deals with two important issues in digital filter implementation: roundoff noise and limit cycles. A novel class of robust state-space realizations, called normal realizations, is derived and characterized. It is seen that these realizations are free of limit cycles. Another interesting property of the normal realizations is that they yield a minimal error propagation gain. The optimal realization problem, defined as to find those normal realizations that minimize roundoff noise gain, is formulated and solved analytically. A design example is presented to demonstrate the behavior of the optimal normal realizations and to compare them with several well-known digital filter realizations in terms of minimizing the roundoff noise and the error propagation. 展开更多
关键词 digital signal processing digital filter structures optimal normal realizations finite word length roundoff noise limit cycles.
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Flutter Control of a Two-dimensional Airfoil Using Wash-out Filter Technique 被引量:3
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作者 丁千 王冬立 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2005年第2期130-137,共8页
The wash-out filter (WF) technique is used to control the flutter of a two dimensional airfoil with cubic non-linearity in incompressible flow. Firstly, Hopf bifurcation theory is used to determine the point at whic... The wash-out filter (WF) technique is used to control the flutter of a two dimensional airfoil with cubic non-linearity in incompressible flow. Firstly, Hopf bifurcation theory is used to determine the point at which the nonlinear controller is introduced. The system is then transformed into Jordan canonical form, based on analysis of linearized eigenvalues of the system. Secondly, for the introduced WF controller, the linear control gain is determined according to Hopf bifurcation condition. The sym- bolic computing program of normal form direct method (NFDM) is also used to obtain the normal form of the controlled system. The non-linear control gain can be determined based on the relation of the type of bifurcation and the parameters of the normal form, to transform sub-critical Hopf bifurcation to be su- per-critical one. Lastly, numerical simulations are used to certify the validity of theoretical analysis, in which the amplitude of flutter or limit cycle of the controlled system is reduced greatly, comparing to the original system. 展开更多
关键词 nonlinear airfoil flutter control wash-out filter (WF) Hopf bifurcation normal form direct method (NFDM)
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Segment-Based Terrain Filtering Technique for Elevation-Based Building Detection in VHR Remote Sensing Images
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作者 Alaeldin Suliman Yun Zhang 《Advances in Remote Sensing》 2016年第3期192-202,共11页
Building detection in very high resolution (VHR) remote sensing images is crucial for many urban planning and management applications. Since buildings are elevated objects, the incorporation of elevation data provides... Building detection in very high resolution (VHR) remote sensing images is crucial for many urban planning and management applications. Since buildings are elevated objects, the incorporation of elevation data provides a mean to reliable detection. However, almost all existing methods of elevation-based building detection must first generate a normalized Digital Surface Model (nDSM). This model is generated by processes of extracting and subtracting terrain elevations from the DSM data. The generation of accurate nDSM is still a challenging task to some extent. This paper introduces a segment-based terrain filtering (SegTF) technique to filter out the terrain elevations directly using DSM elevations. This technique has four steps: elevation co-registration, image segmentation, slope calculation, and building detection. These steps of the developed technique were applied to a dataset that consisted of a VHR image and a corresponding DSM for detecting buildings. The result of the building detection was evaluated and found to be 100% correct with an overall detection quality of 93%. These values indicate a highly reliable and promising technique for mapping buildings in VHR images. 展开更多
关键词 Building Detection Terrain filtering Elevation normalization VHR Imagery
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A novel algorithm of adaptive IIR lattice notch filter and performance analysis 被引量:3
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作者 秦鹏 蔡萍 《Journal of Shanghai University(English Edition)》 CAS 2007年第5期485-489,共5页
A novel adaptive algorithm of IIR lattice notch filter realized by all-pass filter is presented. The time-averaged estimation of cross correlation of the present instantaneous input signal and the past output signal i... A novel adaptive algorithm of IIR lattice notch filter realized by all-pass filter is presented. The time-averaged estimation of cross correlation of the present instantaneous input signal and the past output signal is used to update the step-size, leading to a considerably improved convergence rate in a low SNR situation and reduced steady-state bias and MSE. The theoretical expression for steady-state bounds on the step-size is derived, and the influence factors on the stable performance of the algorithm theoretically are analyzed. A normalized power factor is then introduced to control variation of step-size in its steady-state bounds. This technique prevents divergence due to the influence of large power input signal and improves robustness. Numerical experiments are performed to demonstrate superiority of the proposed method. 展开更多
关键词 lattice notch filter adaptive algorithm cross correction steady-state bounds normalized power factor.
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A&zeta;x- and Open <i>C<sub>D</sub><sup>*</sup></i>-Filters Process of Compactifications and Any Hausdorff Compactification
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作者 Hueytzen J. Wu Wan-Hong Wu 《Advances in Pure Mathematics》 2012年第4期296-300,共5页
By means of a characterization of compact spaces in terms of open CD*-filters induced by a , a - and open CD*-filters process of compactifications of an arbitrary topological space Y is obtained in Sec. 3 by embedding... By means of a characterization of compact spaces in terms of open CD*-filters induced by a , a - and open CD*-filters process of compactifications of an arbitrary topological space Y is obtained in Sec. 3 by embedding Y as a dense subspace of , YS = {ε |ε is an open CD*-filter that does not converge in Y}, YT = {A|A is a basic open CD*-filter that does not converge in Y}, is the topology induced by the base B = {U*|U is open in Y, U ≠φ} and U* = {F∈Ysw (or YTw)|U∈F}. Furthermore, an arbitrary Hausdorff compactification (Z, h) of a Tychonoff space X?can be obtained from a by the?similar process in Sec.3. 展开更多
关键词 Net OPEN filter OPEN CD*-filter Base Basic OPEN CD*-filter OPEN CD*-filter -filter x-filter Tychonoff Space normal T1-Space Compact Space COMPACTIFICATIONS Stone-Cech COMPACTIFICATION Wallman COMPACTIFICATION
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融合FBPBPF和NTFT的极移弱周期分量提取及其激发原因分析 被引量:2
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作者 王辰晨 徐工 +3 位作者 苏晓庆 张英琦 赵亚鑫 穆峥 《地球物理学进展》 北大核心 2025年第3期905-912,共8页
地球极移中周期分量的时变特征是其物理激发机制研究的基础,极移主要成分——钱德勒摆动和周年摆动已得到了充分的研究.随着极移观测质量大幅度提高,使得研究极移中弱周期分量的时变特征也成为可能.傅里叶基追踪带通滤波(Fourier Basis ... 地球极移中周期分量的时变特征是其物理激发机制研究的基础,极移主要成分——钱德勒摆动和周年摆动已得到了充分的研究.随着极移观测质量大幅度提高,使得研究极移中弱周期分量的时变特征也成为可能.傅里叶基追踪带通滤波(Fourier Basis Pursuit Band Pass Filter, FBPBPF)具有克服边缘效应的优势,能够避免周年摆动和钱德勒摆动等周期成分的影响;标准时频变换(Normal Time-Frequency Transform, NTFT)能够无偏地确定周期分量的即时振幅、即时频率和即时相位,为研究弱周期分量的时变特征奠定基础.采用融合FBPBPF和NTFT的方法,以准500 dW为例,精确提取极移中准500 dW,首次给出准500 dW周期随时间变化,周期范围为482~502天;提取曼巴赫站、梅迪奇纳站和莫莎站的重力数据中的周期成分,该融合方法可以清晰的看出三个台站均存在约500天左右的周期成分,与极移中准500 dW的周期浮动范围相似;从核幔耦合角度,准500 dW的相位与三个台站叠加后的相位存在相关性,进一步验证地球内核变化是影响极移的原因,该研究为地球深内部结构和动力学过程提供研究基础. 展开更多
关键词 地球内核 弱周期分量 标准时频变换 滤波 时变特征 相位
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一种基于高程归一化的组合滤波算法 被引量:1
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作者 龚平祥 吴学群 《桂林理工大学学报》 北大核心 2025年第4期543-551,共9页
针对经典算法在处理地形起伏较大及建筑或植被密集等复杂地形区域时滤波效果还有待优化的问题,提出了一种基于改进的渐进加密三角网滤波算法与布料模拟滤波算法相结合的组合算法———基于高程归一化的组合滤波算法。在改进的渐进加密... 针对经典算法在处理地形起伏较大及建筑或植被密集等复杂地形区域时滤波效果还有待优化的问题,提出了一种基于改进的渐进加密三角网滤波算法与布料模拟滤波算法相结合的组合算法———基于高程归一化的组合滤波算法。在改进的渐进加密三角网滤波结果基础上,对目标区域建立粗DEM栅格数据,并对该区域点云数据的高程值进行归一化处理,以此消除起伏地形因素对布料模拟滤波的影响来提高算法的滤波精度。以15组典型数据集为研究对象进行滤波实验,结果表明,与CSF和IPTD这两种经典算法相比较,本文算法的Ⅰ、Ⅱ类和总误差平均降低了12.32、15.40和11.90百分点,且总误差明显低于其他7种文献算法,提高了单一算法的滤波精度,达到了较好的滤波效果。 展开更多
关键词 点云滤波 高程归一化 改进的渐进加密三角网滤波 致密过滤器 布料模拟滤波
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M-M滤波方法在GNSS/INS组合导航中的实用性分析 被引量:1
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作者 常国宾 叶陈旺 +2 位作者 唐琮淏 李京书 桑学凡 《中国惯性技术学报》 北大核心 2025年第4期340-349,共10页
全球导航卫星系统/惯性导航系统(GNSS/INS)组合导航的过程噪声和观测噪声受诸多因素影响,不可避免地呈现重尾非正态分布,缺乏抗差性的Kalman滤波因而会出现性能严重下降。针对此问题,分析了M-M滤波在GNSS/INS组合导航中的抗差实用性。首... 全球导航卫星系统/惯性导航系统(GNSS/INS)组合导航的过程噪声和观测噪声受诸多因素影响,不可避免地呈现重尾非正态分布,缺乏抗差性的Kalman滤波因而会出现性能严重下降。针对此问题,分析了M-M滤波在GNSS/INS组合导航中的抗差实用性。首先,基于M估计对Kalman滤波进行改进,建立M-M滤波模型。其次,分析了M-M滤波的抗差性。当满足小偏差假设且可以为M-M滤波提供较为合理的迭代初值时,M-M滤波的理论广义性在实用中是成立的。最后,对所提方法进行了仿真分析和实测实验验证。实验结果表明,相较于传统Kalman滤波方法,所提方法在北向和天向的定位均方根误差分别降低14.3%和17.1%。 展开更多
关键词 KALMAN滤波 重尾非正态分布 抗差M估计 M-M滤波
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基于自适应陷波滤波器的永磁伺服系统共振抑制 被引量:1
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作者 戴昊 鲁文其 +2 位作者 鲁玉军 方狄永 董小艳 《电子科技》 2025年第9期58-70,共13页
针对传统陷波器进行永磁伺服系统共振抑制时需设置多个陷波器或手动设置陷波参数等问题,文中提出了一种基于自适应陷波滤波器的永磁伺服系统在线共振抑制方法。分析双惯量弹性负载系统,推导并给出电机惯量等关键参数与机械共振频率的关... 针对传统陷波器进行永磁伺服系统共振抑制时需设置多个陷波器或手动设置陷波参数等问题,文中提出了一种基于自适应陷波滤波器的永磁伺服系统在线共振抑制方法。分析双惯量弹性负载系统,推导并给出电机惯量等关键参数与机械共振频率的关系。设计了基于双线性变换法的可调陷波宽度及深度陷波滤波器,采用归一化估计算法辨识系统的共振频率,并将其自整定陷波滤波器的宽度和深度系数。结果表明,在采用所提方法进行共振抑制性能测试时,共振频率辨识精度为1.87%。在引入自适应共振抑制陷波器前后,电机转速稳态误差从6.0%减少到2.8%。当出现两个共振点时,陷波器参数在1.28 s内及时更新,第2个共振频率的辨识精度为2.10%。在引入自适应共振抑制陷波器前后,电机转速稳态误差从1.6%减少到0.7%,验证了所提算法的有效性和优越性。 展开更多
关键词 永磁同步电机 伺服控制系统 双惯量弹性负载系统 双线性变换法 频率辨识 陷波滤波器 归一化估计算法 陷波参数自整定
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点云粒子滤波贝叶斯重构
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作者 冯肖维 赵一平 +1 位作者 陈信钰 王锡淮 《计算机辅助设计与图形学学报》 北大核心 2025年第12期2088-2098,共11页
针对三维点云重构过程中由于过度平滑和锐化造成的特征失真问题,提出一种具有特征保持的概率重构算法.首先利用空间主成分分析进行点云局部曲率的低秩估计,辨识尖锐特征,并根据曲率对法向场进行自适应优化,以保证尖锐特征恢复时能够获... 针对三维点云重构过程中由于过度平滑和锐化造成的特征失真问题,提出一种具有特征保持的概率重构算法.首先利用空间主成分分析进行点云局部曲率的低秩估计,辨识尖锐特征,并根据曲率对法向场进行自适应优化,以保证尖锐特征恢复时能够获得准确的法向约束;然后依据贝叶斯统计推论建立点云最大后验概率重构模型,并设计了粒子滤波器对各点位置的后验概率分布进行序贯蒙特卡罗模拟;为了提高算法的收敛速度,根据局部噪声强弱自适应地调整粒子重采样范围;最后针对点云不同区域分别使用法向与球体重采样完成多假设检验重构,解决特征退化和边缘不规整的问题.与多种典型算法的对比实验结果表明,所提算法在主观视觉效果、重构精度和效率方面均有改善,重构精度与时效分别平均提高46.84%和33.34%;该算法在抑制噪声的同时,能够有效地恢复原有特征,提高了点云质量. 展开更多
关键词 点云重构 贝叶斯估计 粒子滤波 法向估计 多假设检验
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