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基于LM算法的三维点云与二维图像标定方法
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作者 吴龙 陶奕帆 +2 位作者 杨旭 徐璐 陈淑玉 《现代电子技术》 北大核心 2026年第1期59-65,共7页
针对激光雷达与相机检测时标定精度不足,导致后续激光雷达点云与相机图像的空间对齐产生误差,影响后续特征匹配、物体检测和三维重建准确性的问题,文中提出一种基于激光雷达三维点云和单目相机的二维图像的标定方法,旨在实现对大规模物... 针对激光雷达与相机检测时标定精度不足,导致后续激光雷达点云与相机图像的空间对齐产生误差,影响后续特征匹配、物体检测和三维重建准确性的问题,文中提出一种基于激光雷达三维点云和单目相机的二维图像的标定方法,旨在实现对大规模物体的精确检测和三维环境重建。该方法首先通过多帧点云数据叠加获得相对密集的点云测量,并利用角点检测算法检测图像中的特征角点;随后使用偏最小二乘法(PLS)对参数进行求解;最后利用LM迭代算法最小化重投影误差,提高标定精度。标定结果表明,SPAAM算法相较于经典方法重投影误差减少8.6%,所提方法相较于经典方法重投影误差减少近38.2%,验证了所提方法的准确性和有效性。 展开更多
关键词 激光雷达 单目相机 标定方法 点云数据 偏最小二乘法 lm迭代算法
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基于韦伯定律的双门控LMS非均匀性校正方法
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作者 陆红红 李振华 +3 位作者 胡冰新 施莹 杨韬 崔艳军 《兵器装备工程学报》 北大核心 2026年第3期266-271,共6页
红外探测器所成图像存在固有非均匀性缺陷,现有的基于场景的最小均方差(least mean square,LMS)校正算法在对图像进行非均匀性校正时极易引入鬼影,严重限制了校正效果。针对这一瓶颈,本研究以时域门控鬼影抑制技术为基础,创新性地将韦... 红外探测器所成图像存在固有非均匀性缺陷,现有的基于场景的最小均方差(least mean square,LMS)校正算法在对图像进行非均匀性校正时极易引入鬼影,严重限制了校正效果。针对这一瓶颈,本研究以时域门控鬼影抑制技术为基础,创新性地将韦伯定律引入红外图像非均匀性校正体系,提出双门控LMS非均匀性校正方法。该方法摒弃了“绝对无鬼影”的理想化数学优化目标,转而以鬼影处于人眼视觉感知阈值之下为核心准则进行校正;构建了全新的“运动终止”目标检测模型以获取可校正像素增量;并通过预判增量校正目标的运动趋势来确定其校正幅度,从而达到各类复杂场景下图像质量和鬼影抑制性能的协同优化。实验结果证明,双门控法可与现有各类基线校正算法灵活叠加部署,具备优异的算法普适性;肉眼观测和各类图像量化指标均显示,相较于传统的时域门控算法,该方法可在不降低鬼影抑制效果的前提下,将校正效率提高最高达60%。 展开更多
关键词 红外图像 非均匀性 时域门控 lmS 鬼影抑制
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基于杂波特征识别的外辐射源雷达扩展LMS对消算法研究
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作者 周道林 梁龙 许博 《电子信息对抗技术》 2026年第1期37-42,共6页
外辐射源雷达利用直达天线接收的参考信号作为样本滤除目标回波中的杂波,但由于雨、云、树木或其他运动物体等的影响,回波内可能会包含非零频杂波,导致处理后杂波残余较大,影响目标检测。针对上述问题,提出了一种基于杂波识别的扩展最... 外辐射源雷达利用直达天线接收的参考信号作为样本滤除目标回波中的杂波,但由于雨、云、树木或其他运动物体等的影响,回波内可能会包含非零频杂波,导致处理后杂波残余较大,影响目标检测。针对上述问题,提出了一种基于杂波识别的扩展最小均方(Least Mean Square,LMS)对消算法。首先利用模糊函数估计杂波的频率和时延分布,构建含频率信息的多个参考信号。再把多个参考信号插入LMS算法中推导了扩展LMS算法,利用扩展LMS算法可以同时对消静、动杂波。扩展LMS算法能降低对消剩余,提高目标的信噪比,仿真分析和实测数据处理验证了算法的有效性。 展开更多
关键词 外辐射源雷达 杂波特征识别 扩展lmS算法 非零频杂波 杂波对消
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Minimally deformed anisotropic version of Tolman-Finch-Skea stellar model in Einstein-Gauss-Bonnet gravity
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作者 Hina Azmat Rafia Khalid +2 位作者 M Zubair Emre Demir Ertan Gudekli 《Communications in Theoretical Physics》 2025年第6期133-148,共16页
In this article,a well-known anisotropic solution,the Tolman-Finch-Skea(TFS)solution,is studied using the gravitational decoupling approach within the framework of 4D Einstein-Gauss-Bonnet(EGB)gravity.The radial metri... In this article,a well-known anisotropic solution,the Tolman-Finch-Skea(TFS)solution,is studied using the gravitational decoupling approach within the framework of 4D Einstein-Gauss-Bonnet(EGB)gravity.The radial metric potential is modified linearly through the minimal geometric deformation approach,while the temporal component of the metric remains unchanged.The system of EGB field equations is decomposed into two distinct sets of field equations:one corresponding to the standard energy-momentum tensor and the other associated with an external gravitational source.The first system is solved using the aforementioned known solution,while the second is closed by imposing the mimic constraint on pressure.Moreover,the junction conditions at the inner and outer surfaces of the stellar object are examined,considering the Boulware-Deser 4D space-time as the external geometry.The physical properties of the stellar model are analyzed using parameters such as energy conditions,causality conditions,compactness,and redshift. 展开更多
关键词 Einstein-Gauss-Bonnet gravity stellar model Tolman-Finch-Skea solution gravitational decoupling
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ALBEDO Gravity Ⅰ 电源线
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《视听前线》 2026年第1期47-47,共1页
特点.来自波兰的ALBEDO Gravity Ⅰ单结晶电源线使用截面积达3.23mm^(2)的导体,在它上面还有Gravity Ⅱ及Gravity Ⅲ两个更高级的型号,主要区别在于导体的线径不同,越高端导体线径就越粗,可承受的电流功率也越大。Gravity Ⅰ采用ALBEDO... 特点.来自波兰的ALBEDO Gravity Ⅰ单结晶电源线使用截面积达3.23mm^(2)的导体,在它上面还有Gravity Ⅱ及Gravity Ⅲ两个更高级的型号,主要区别在于导体的线径不同,越高端导体线径就越粗,可承受的电流功率也越大。Gravity Ⅰ采用ALBEDO自家专有的Monocrystalline单结晶纯银导体,使用有机铁氟龙(Teflon-organic)作为绝缘材料,聚酰胺(Polyamide)作为震动阻尼材料,硅氧树脂(silicone)用来抗静电。 展开更多
关键词 电源线 ALBEDO gravity
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BRST formalism of f(R)gravity
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作者 Ichiro Oda 《Communications in Theoretical Physics》 2026年第2期108-120,共13页
We perform the manifestly covariant quantization of f(R)gravity in the de Donder gauge condition(or harmonic gauge condition)for general coordinate invariance.We explicitly calculate various equal-time commutation rel... We perform the manifestly covariant quantization of f(R)gravity in the de Donder gauge condition(or harmonic gauge condition)for general coordinate invariance.We explicitly calculate various equal-time commutation relations(ETCRs),in particular the ETCR between the metric and its time derivative,and show that it has a nonvanishing and nontrivial expression,whose situation should be contrasted to the previous result in higher-derivative or quadratic gravity where the ETCR was found to be identically vanishing.We also clarify global symmetries,the physical content of f(R)gravity,and clearly show that this theory is manifestly unitary and has a massive scalar and massless graviton as physical modes. 展开更多
关键词 BRST formalism f(R)gravity covariant quantization
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Comparison of atmospheric gravity wave event statistics between Dandong and Lhasa
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作者 YiXuan Chen Chang Lai +2 位作者 QinZeng Li JiYao Xu Wei Yuan 《Earth and Planetary Physics》 2026年第1期176-185,共10页
Using a recognition model of atmospheric gravity waves(AGWs),we identified 519 AGW events from the OH airglow images observed at the Dandong and Lhasa stations from 2015 to 2017.The 317 AGW events detected at the Dand... Using a recognition model of atmospheric gravity waves(AGWs),we identified 519 AGW events from the OH airglow images observed at the Dandong and Lhasa stations from 2015 to 2017.The 317 AGW events detected at the Dandong station have wavelengths ranging from 30 to 60 km,periods from 14 to 20 min,horizontal speeds from 30 to 60 m/s,and relative intensities from 0.4%to 0.6%,respectively.The parameters of 202 events recorded at the Lhasa station mainly vary within 15-35 km in horizontal wavelength,4-6 min in period,40-100 m/s in horizontal velocity,and 0.1%-0.3%in relative intensity.The occurrence rate peaks in winter and summer at Dandong and the peak in summer are absent at Lhasa because of the lack of convective weather.The seasonal propagation directions of the waves are influenced by both the wind field-filtering effect and the distribution of wave sources.In spring,because of the southeastward background wind field,fewer southeastward events are observed at the Dandong station.The situation at the Lhasa station is similar.In summer,both the Lhasa and Dandong stations are dominated by northeastward AGWs,which can be attributed to the southwestward wind.In autumn,ray-tracing results show that the events at Dandong mainly originate from wind shear,whereas the events at the Lhasa station are triggered by convective weather.The location of the wave sources determines the trend of the propagation directions at the Dandong and Lhasa stations in autumn.In winter,because of the eastward wind,more events are propagating to the southwest at the Dandong station. 展开更多
关键词 atmospheric gravity waves backward ray-tracing method wind field filtering convective precipitation
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Wormholes in f(R,T)=R+λT+λ_(1)T^(2)gravity
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作者 F Parsaei S Rastgoo 《Communications in Theoretical Physics》 2026年第2期88-97,共10页
This study explores asymptotically flat wormhole solutions within the framework of f(R,T)gravity.We analyze f(R,T)expressed as f(R,T)=R+λT+λ_(1)T^(2).A linear equation of state(EoS)is employed for both radial and la... This study explores asymptotically flat wormhole solutions within the framework of f(R,T)gravity.We analyze f(R,T)expressed as f(R,T)=R+λT+λ_(1)T^(2).A linear equation of state(EoS)is employed for both radial and lateral pressures,resulting in a power-law shape function.The investigation encompasses solutions characterized by both negative and positive energy densities.It has been determined that solutions with positive energy density comply with all energy conditions,specifically the null,weak,strong,and dominant energy conditions.Additionally,we identify constraints on the parametersλ,λ_(1),and the parameters associated with the EoS and shape function. 展开更多
关键词 WORMHOLE f(R T) energy condition modified theory of gravity
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货币政策调控、信贷渠道传导与企业杠杆调整——基于CC-LM模型的拓展分析
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作者 陈梦洁 焦文妞 冯珏 《经济问题探索》 北大核心 2026年第2期117-135,共19页
理解货币政策调控如何影响企业杠杆调整,是实施逆周期调节和防范系统性风险的先决条件。本文通过拓展包含外部融资溢价与企业所有制特征的CC-LM理论模型,揭示货币政策冲击下国有企业与民营企业的非对称杠杆响应生成逻辑,在此基础上运用2... 理解货币政策调控如何影响企业杠杆调整,是实施逆周期调节和防范系统性风险的先决条件。本文通过拓展包含外部融资溢价与企业所有制特征的CC-LM理论模型,揭示货币政策冲击下国有企业与民营企业的非对称杠杆响应生成逻辑,在此基础上运用2007—2022年沪深两市A股非金融上市公司数据,采用系统GMM估计方法量化货币政策信贷渠道对企业债务营收杠杆的调控效果,为完善宏观货币政策的微观传导机制提供理论及实证支持。研究发现:宽松货币政策能够通过信贷渠道整体降低企业债务营收杠杆。异质性分析发现,货币政策对企业杠杆的调控效果存在所有制差异,虽然宽松货币政策能够降低民营企业的外部融资溢价,但这一效果未能充分转化为杠杆率的有效下降,导致信贷渠道的资产负债表传导机制在民营企业中存在阻滞现象。进一步研究发现,央行担保品框架改革可以有效协同资产负债表机制调控企业债务营收杠杆,疏通信贷渠道在民营企业中的传导梗阻。 展开更多
关键词 货币政策 企业杠杆率 信贷渠道 CC-lm模型 外部融资溢价
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Counteracting microgravity:preserving cardiovascular health in low earth orbit
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作者 Alan Silburn 《Military Medical Research》 2026年第2期335-337,共3页
Dear Editor,As space exploration transitions from short orbital missions to extended stays on the International Space Station(ISS)and,ultimately,interplanetary travel,astronaut health has emerged as a critical focus.I... Dear Editor,As space exploration transitions from short orbital missions to extended stays on the International Space Station(ISS)and,ultimately,interplanetary travel,astronaut health has emerged as a critical focus.In particular,safeguarding cardiovascular function has become an operational imperative.Yet beyond safeguarding those in orbit,the physiological adaptations observed in microgravity offer a compelling lens through which to examine persistent challenges in terrestrial medicine,from orthostatic intolerance in the elderly to deconditioning in critical care survivors.By studying how the human cardiovascular system functions in the absence of gravity. 展开更多
关键词 MICROgravity Cardiovascular health Low earth orbit gravity Loading Countermeasure Skinsuit Spaceflight exercise Cardiac muscle atrophy
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Basement structure across Renun segment near Toba caldera inferred from the gravity anomaly:Implication for potential earthquake rupture barrier
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作者 Lina Handayani M Maruf Mukti +4 位作者 Ilham Arisbaya Karit L.Gaol Yayat Sudrajat Ashar M.Lubis Titi Anggono 《Geodesy and Geodynamics》 2026年第1期35-44,共10页
Basement structures may influence how ruptures propagate during an earthquake.However,most structural evidence is beneath the thick layer of younger volcanic sediments.In this study,gravity method was applied to disco... Basement structures may influence how ruptures propagate during an earthquake.However,most structural evidence is beneath the thick layer of younger volcanic sediments.In this study,gravity method was applied to discover more features of the basement structure.A land survey of gravity measurement was conducted at 383 stations south of Toba.The observed gravity was then used to generate Complete Bouguer Anomaly and residual-regional anomaly maps.In addition,several edge enhancements based on derivations were applied.All results presented lineations that could be linked to previously recognized active faults and structures.Additionally,the most prominent feature is a large northwest-southeast elongated high anomaly,almost sub-parallel to the Sumatra Fault Zone(SFZ).Since the feature is also located at the continuation of the Medial Sumatra Tectonic Zone(MSTZ),the body might be the hidden part of this major tectonic zone.The occurrence of MSTZ across the SFZ would affect the rupture propagation of earthquake events in the fault segment of the SFZ. 展开更多
关键词 Sumatra Fault Zone Toba caldera gravity anomaly basement structure Rupture boundary Medial Sumatra Tectonic Zone(MSTZ)
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Cascade Kalman filter for gravity anomaly distortion correction based on second order potential model 被引量:1
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作者 赵立业 李宏生 +1 位作者 周百令 李坤宇 《Journal of Southeast University(English Edition)》 EI CAS 2008年第4期482-486,共5页
Using a gravity anomaly covariance function based on the second-order Ganssian Markov gravity anomaly potential model, the state equation of a gravity anomaly signal is obtained in marine gravimetry. Combined with the... Using a gravity anomaly covariance function based on the second-order Ganssian Markov gravity anomaly potential model, the state equation of a gravity anomaly signal is obtained in marine gravimetry. Combined with the system state equation and the measurement equation, a new method of the cascade Kalman filter is proposed and applied to the correction of gravity anomaly distortion. In the signal processing procedure, an inverse Kalman filter is used to restore the gravity anomaly signal and high frequency noises first. Then an adaptive Kalman filter, which uses the gravity anomaly state equation as the system equation, is set to estimate the actual gravity anomaly data. Emulations and experiments indicate that both the cascade Kalman filter method and the single inverse Kalman filter method are effective in alleviating the distortion of the gravity anomaly signal, but the performance of the cascade Kalman filter method is better than that of the single inverse Kalman filter method. 展开更多
关键词 GRAVIMETER gravity anomaly cascade Kalman filter inverse Kalman filter distortion correction
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基于LVW-LM-QN 算法的Wiener 系统辨识
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作者 于淼 汪万里 魏永涛 《东北大学学报(自然科学版)》 北大核心 2025年第10期27-35,共9页
Wiener系统由线性动态子系统与静态非线性子系统串联组成,广泛应用于石油、化工等过程工业中,获得Wiener系统的模型具有重要意义.本文针对Wiener系统提出一种基于线性变化权重-列文伯格马夸尔特-拟牛顿(linear variable weight-Levenber... Wiener系统由线性动态子系统与静态非线性子系统串联组成,广泛应用于石油、化工等过程工业中,获得Wiener系统的模型具有重要意义.本文针对Wiener系统提出一种基于线性变化权重-列文伯格马夸尔特-拟牛顿(linear variable weight-Levenberg Marquardt-quasi Newton,LVW-LM-QN)算法的非线性系统辨识方法.将Wiener系统分成两个子系统分别处理,对于线性动态部分,采用规范变量分析(canonical variate analysis,CVA)算法的子空间识别方法进行参数估计;对于非线性静态部分,采用LVW-LM-QN算法进行辨识处理.最后通过数值例子和双储罐系统液位控制的应用案例来评估该方法,仿真结果验证了所提方法的有效性和精确性. 展开更多
关键词 Wiener系统 子空间方法 LVW-lm-QN算法 神经网络 CVA算法
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Magnetic Gravity Compensation for Ferrofluid With Maxwell-Helmholtz Coils 被引量:2
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作者 LEI Zuo-sheng CHEN Chao-yue +1 位作者 ZHANG Li-jie REN Zhong-ming 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2012年第S1期141-144,共4页
Due tothe important and common problems in optimizing material processing under reduced or micro gravity, bubble dynamic behaviors under thus gravity condition attract more and more attentions.For that purpose,a pair ... Due tothe important and common problems in optimizing material processing under reduced or micro gravity, bubble dynamic behaviors under thus gravity condition attract more and more attentions.For that purpose,a pair of Maxwell-Helmholtz(M-H)coils is developed to obtain a constant magnetic force acting on ferrofluids to neutralize gravity in a certain volume,which provides a uniform gradient magnetic field as well as a magnetic fieldintensity that is big enough to reach the magnetization saturation of ferrofluids.Afterwards,a finite-element-method based numerical simulation of the M-H coils shows a 20mm×30mm zone for 90%gravity compensation exists.An initial experimentshows that gas bubble is well controlled in a closed Hele-Shaw filled with ferrofluid with the help of magnetic gravity compensation. 展开更多
关键词 magnetic gravity compensation FERROFLUID MICROgravity bubble dynamic
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Effects of rotation and gravity on an electro-magneto-thermoelastic medium with diffusion and voids by using the Lord-Shulman and dual-phase-lag models 被引量:3
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作者 S.M.ABO-DAHAB A.M.ABD-ALLA A.A.KILANY 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2019年第8期1135-1154,共20页
The effects of rotation and gravity on an electro-magneto-thermoelastic medium with diffusion and voids in a generalized thermoplastic half-space are studied by using the Lord-Shulman (L-S) model and the dual-phase-la... The effects of rotation and gravity on an electro-magneto-thermoelastic medium with diffusion and voids in a generalized thermoplastic half-space are studied by using the Lord-Shulman (L-S) model and the dual-phase-lag (DPL) model. The analytical solutions for the displacements, stresses, temperature, diffusion concentration, and volume fraction field with different values of the magnetic field, the rotation, the gravity, and the initial stress are obtained and portrayed graphically. The results indicate that the effects of gravity, rotation, voids, diffusion, initial stress, and electromagnetic field are very pronounced on the physical properties of the material. 展开更多
关键词 electromagnetic field gravity field ROTATION initial stress voids DIFFUSION normal mode analysis Lord-Shulman (L-S) model dual-phase-lag (DPL) model
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基于深度强化学习的变步长LMS算法 被引量:2
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作者 徐君阳 张红梅 张坤 《仪器仪表学报》 北大核心 2025年第2期70-80,共11页
针对定步长LMS算法在收敛速度和稳态误差之间难以取得平衡的问题以及传统变步长算法对初始参数选择依赖程度高、工作量大且存在主观性的缺陷,提出了一种基于深度强化学习的变步长LMS算法。该算法对初始参数的依赖性小,规避了繁琐的调参... 针对定步长LMS算法在收敛速度和稳态误差之间难以取得平衡的问题以及传统变步长算法对初始参数选择依赖程度高、工作量大且存在主观性的缺陷,提出了一种基于深度强化学习的变步长LMS算法。该算法对初始参数的依赖性小,规避了繁琐的调参流程。首先,构建了一个融合深度强化学习和自适应滤波的算法模型,该模型利用深度强化学习智能体控制步长因子的变化,代替了传统变步长算法中用于步长调整的非线性函数,从而规避了繁琐的实验调参流程,降低了算法使用的复杂性。其次,提出了基于误差的状态奖励和基于步长的动作奖励函数,引入动态奖励与负奖励机制,有效提升算法的收敛速度。此外,设计了基于欠完备编码器的网络结构,提高了强化学习策略的推理能力。通过实验验证,相较于其他较新的变步长算法,所提出的算法具有更快的收敛速度和更小的稳态误差,在不同初始参数下均能快速调整至合理的步长值,减少了实验调参的工作量。将训练完成的网络应用到系统辨识、信号去噪以及截流区龙口水域水位信号的滤波等实际领域中,均取得了良好的性能表现,证明了算法具有一定的泛化能力,并进一步证实了其有效性。 展开更多
关键词 变步长lmS算法 深度强化学习 自适应滤波 奖励函数
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基于箕舌线的变步长LMS自适应滤波算法 被引量:2
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作者 张一明 李杰 +1 位作者 胡陈君 孙鹏翔 《舰船电子工程》 2025年第6期55-59,共5页
变步长LMS自适应滤波算法凭借其强大的信号处理能力与简单易实现等优点,被广泛应用于工程项目中。通过构建函数改变步长因子,提高算法收敛速度并增强稳定性,大大改善传统自适应滤波算法的不足。但是,算法的收敛速度与稳态性仍存在缺陷... 变步长LMS自适应滤波算法凭借其强大的信号处理能力与简单易实现等优点,被广泛应用于工程项目中。通过构建函数改变步长因子,提高算法收敛速度并增强稳定性,大大改善传统自适应滤波算法的不足。但是,算法的收敛速度与稳态性仍存在缺陷。针对此问题,将箕舌线与自然对数引入误差信号与步长因子的函数中,提出一种改进的变步长LMS自适应滤波算法,论文将算新法中关键参数对滤波性能的影响进行深入分析与对比,采取最优参数进行赋值,并与现有算法进行对比。仿真实验表明,改进算法与其他原有算法相比,在收敛速度、稳态误差及时变跟踪能力上具有更好的性能,具有一定的工程应用价值。 展开更多
关键词 变步长lmS滤波算法 稳态误差 收敛速度 调节函数
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Characteristics of sewer biofilms in aerobic rural small diameter gravity sewers 被引量:2
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作者 Wenkai Li Tianlong Zheng +1 位作者 Yingqun Ma Junxin Liu 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2020年第4期1-9,共9页
Small diameter gravity sewers(SDGS)are extensively used to collect rural sewage as they are low in cost and quick to construct.However,the characteristics of biofilms in rural SDGS are still not clear.In this study,bi... Small diameter gravity sewers(SDGS)are extensively used to collect rural sewage as they are low in cost and quick to construct.However,the characteristics of biofilms in rural SDGS are still not clear.In this study,biofilms characteristics of aerobic rural SDGS were investigated using simulations in a lab under different flow conditions and slopes.Results indic ated that the average thickness of aerobic rural SDGS biofilms was in the range of 350-650μm,decreasing at locations with variable flow and high slopes.Protein was the most abundant substance in extracellular polymeric substance of SDGS biofilms.The most abundant bacteria,Proteobacteria,Actinobacteria,and Bacteroidetes,and functional bacteria showed different distributions when analyzed through Illumina HiSeq sequencing of 16 S rRNA.The relative abundances of denitrifying bacteria,nitrite-oxidizing bacteria,and sulfate-reducing bacteria(SRB)were lower during variable flow than during stable flow.High slopes(15‰)decreased SRB presence,which could be used to mitigate H2 S accumulation in aerobic SDGS.Overall,this study describes the characteristics of aerobic rural SDGS biofilms and provides valuable suggestions for the optimal design of SDGS based on these characteristics. 展开更多
关键词 Bacterial community Biofilms Functional bacteria Rural area Small diameter gravity sewers
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基于GWO-LMS-RSSD的旋转机械耦合故障分离及特征强化方法
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作者 许文 施卫华 +3 位作者 李红钢 华如南 刘厚林 董亮 《机电工程》 北大核心 2025年第4期677-685,共9页
针对旋转机械耦合故障中较弱故障易被较强故障淹没及噪声干扰严重的问题,提出了基于灰狼优化算法(GWO)的自适应滤波最小均方(LMS)算法,结合共振稀疏分解(RSSD)的耦合故障特征分离及强化方法。首先,采用自适应滤波LMS算法对耦合故障信号... 针对旋转机械耦合故障中较弱故障易被较强故障淹没及噪声干扰严重的问题,提出了基于灰狼优化算法(GWO)的自适应滤波最小均方(LMS)算法,结合共振稀疏分解(RSSD)的耦合故障特征分离及强化方法。首先,采用自适应滤波LMS算法对耦合故障信号进行了滤波处理,使故障特征得到了初步强化;然后,根据耦合故障的不同共振属性,利用RSSD算法将故障耦合分解为高共振分量和低共振分量,完成了耦合故障分离;特别地,针对LMS算法中参数依赖人工经验、自适应差等问题,研究了基于灰狼优化算法(GWO)的参数自适应优化方法,设计了以信噪比和均方误差构成的优化目标;最后,对稀疏分解得到的信号进行了包络解调,完成了耦合故障分离及特征强化,同时,利用模拟信号和实验信号对该方法进行了验证分析。研究结果表明:GWO-LMS-RSSD算法能用于有效降低噪声干扰,分离旋转机械耦合故障及强化故障特征。该研究成果可为强噪声干扰下耦合故障的特征分离及强化提供一种新的思路。 展开更多
关键词 耦合故障诊断 旋转机械 共振稀疏分解 自适应滤波最小均方算法 灰狼优化算法 信噪比 均方误差
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