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A New Inversion-free Iterative Method for Solving the Nonlinear Matrix Equation and Its Application in Optimal Control
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作者 GAO Xiangyu XIE Weiwei ZHANG Lina 《应用数学》 北大核心 2026年第1期143-150,共8页
In this paper,we consider the maximal positive definite solution of the nonlinear matrix equation.By using the idea of Algorithm 2.1 in ZHANG(2013),a new inversion-free method with a stepsize parameter is proposed to ... In this paper,we consider the maximal positive definite solution of the nonlinear matrix equation.By using the idea of Algorithm 2.1 in ZHANG(2013),a new inversion-free method with a stepsize parameter is proposed to obtain the maximal positive definite solution of nonlinear matrix equation X+A^(*)X|^(-α)A=Q with the case 0<α≤1.Based on this method,a new iterative algorithm is developed,and its convergence proof is given.Finally,two numerical examples are provided to show the effectiveness of the proposed method. 展开更多
关键词 Nonlinear matrix equation Maximal positive definite solution Inversion-free iterative method Optimal control
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Centralized Circumcentered-Reection Method for Solving the Convex Feasibility Problem in Sparse Signal Recovery
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作者 Chunmei LI Bangjun CHEN Xuefeng DUAN 《Journal of Mathematical Research with Applications》 2026年第1期119-133,共15页
Convex feasibility problems are widely used in image reconstruction,sparse signal recovery,and other areas.This paper is devoted to considering a class of convex feasibility problem arising from sparse signal recovery... Convex feasibility problems are widely used in image reconstruction,sparse signal recovery,and other areas.This paper is devoted to considering a class of convex feasibility problem arising from sparse signal recovery.We rst derive the projection formulas for a vector onto the feasible sets.The centralized circumcentered-reection method is designed to solve the convex feasibility problem.Some numerical experiments demonstrate the feasibility and e ectiveness of the proposed algorithm,showing superior performance compared to conventional alternating projection methods. 展开更多
关键词 convex feasibility problem centralized circumcentered-re ection method sparse signal recovery compressed sensing
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Numerical Simulation of the Welding Deformation of Marine Thin Plates Based on a Temperature Gradient-thermal Strain Method
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作者 Lin Wang Yugang Miao +3 位作者 Zhenjian Zhuo Chunxiang Lin Benshun Zhang Duanfeng Han 《哈尔滨工程大学学报(英文版)》 2026年第1期122-135,共14页
Marine thin plates are susceptible to welding deformation owing to their low structural stiffness.Therefore,the efficient and accurate prediction of welding deformation is essential for improving welding quality.The t... Marine thin plates are susceptible to welding deformation owing to their low structural stiffness.Therefore,the efficient and accurate prediction of welding deformation is essential for improving welding quality.The traditional thermal elastic-plastic finite element method(TEP-FEM)can accurately predict welding deformation.However,its efficiency is low because of the complex nonlinear transient computation,making it difficult to meet the needs of rapid engineering evaluation.To address this challenge,this study proposes an efficient prediction method for welding deformation in marine thin plate butt welds.This method is based on the coupled temperature gradient-thermal strain method(TG-TSM)that integrates inherent strain theory with a shell element finite element model.The proposed method first extracts the distribution pattern and characteristic value of welding-induced inherent strain through TEP-FEM analysis.This strain is then converted into the equivalent thermal load applied to the shell element model for rapid computation.The proposed method-particularly,the gradual temperature gradient-thermal strain method(GTG-TSM)-achieved improved computational efficiency and consistent precision.Furthermore,the proposed method required much less computation time than the traditional TEP-FEM.Thus,this study lays the foundation for future prediction of welding deformation in more complex marine thin plates. 展开更多
关键词 Marine thin plate Welding deformation Numerical simulation Temperature gradient-thermal strain method Shell element
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探索Kappa和Lambda双重免疫组织化学技术在鉴别浆细胞肿瘤中的应用价值
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作者 马慧 张燕林 +1 位作者 岳冰 张鑫 《诊断病理学杂志》 2025年第7期761-765,共5页
目的探索免疫组化Kappa与Lambda双重染色在诊断浆细胞肿瘤中的临床应用。方法选取首都医科大学附属北京友谊医院浆细胞相关病变60例,根据Kappa和Lambda在浆细胞中表达的比例共分为3组,包括反应性多克隆浆细胞增多(对照组)20例,浆细胞骨... 目的探索免疫组化Kappa与Lambda双重染色在诊断浆细胞肿瘤中的临床应用。方法选取首都医科大学附属北京友谊医院浆细胞相关病变60例,根据Kappa和Lambda在浆细胞中表达的比例共分为3组,包括反应性多克隆浆细胞增多(对照组)20例,浆细胞骨髓瘤(实验组)20例,黏膜相关淋巴组织(MALT)淋巴瘤伴浆细胞分化(实验组)20例,采用免疫组化Kappa染色、免疫组化Lambda染色及Kappa和Lambda双重染色来判断浆细胞肿瘤的类型。通过对比单染和双染中,Kappa和Lambda阳性细胞比例,更加准确清晰地判断出浆细胞肿瘤的类型,最终得出对患者最优选的治疗方案。结果在反应性多克隆浆细胞增多、浆细胞骨髓瘤、MALT淋巴瘤伴浆细胞分化单染和双重染色技术中,60例标本均出现了特异的阳性细胞。通过统计学分析,两种染色方法在阳性细胞比例及染色强度差异均无统计学意义(P>0.05),且在病理诊断结果上高度一致。但双染技术在医师阅片过程中,节约了阅片时间(P<0.01)。所有切片无脱片现象且组织结构完整,定位准确,对比清晰。结论应用Kappa和Lambda免疫组织化学双重染色方法,不仅更加清晰地显示出Kappa及Lambda表达的比例,提高浆细胞相关肿瘤的临床诊断率,而且节约阅片时间,具有临床应用价值,值得推广。 展开更多
关键词 淋巴瘤 浆细胞 KAPPA lambda 免疫组织化学双重染色技术
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Another Form for LAMBDA Method
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作者 ZHOU Yangmei LIU Jingnan 《Geo-Spatial Information Science》 2003年第3期66-70,共5页
The LAMBDA method that was proposed by Teunissen is introduced.Then,on the basis of both the back-sequential conditional LS technique and the upper-triangular Cholesky decomposition,another form for LAMBDA method is p... The LAMBDA method that was proposed by Teunissen is introduced.Then,on the basis of both the back-sequential conditional LS technique and the upper-triangular Cholesky decomposition,another form for LAMBDA method is proposed.This new form for LAMBDA method has the same principle and calculation speed as the traditional LAMBDA method. 展开更多
关键词 GPS ambiguity least-squares ambiguity decorrelation adjustment(lambda)method upper-triangular cholesky decomposition
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Performance investigation of LAMBDA and bootstrapping methods for PPP narrow-lane ambiguity resolution
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作者 Omer Faruk Atiz Sermet Ogutcu +2 位作者 Salih Alcay Pan Li Ilkay Bugdayci 《Geo-Spatial Information Science》 SCIE EI CSCD 2021年第4期604-614,共11页
Precise point positioning with ambiguity resolution(PPP-AR)is a powerful tool for geodetic and time-constrained applications that require high precision.The performance of PPP-AR highly depends on the reliability of t... Precise point positioning with ambiguity resolution(PPP-AR)is a powerful tool for geodetic and time-constrained applications that require high precision.The performance of PPP-AR highly depends on the reliability of the correct integer carrier-phase ambiguity estimation.In this study,the performance of narrow-lane ambiguity resolution of PPP using the Least-squares AMBiguity Decorrelation(LAMBDA)and bootstrapping methods is extensively investigated using real data from 55 IGS stations over one-month in 2020.Static PPP with 24-,12-,8-,4-,2-,1-and½-h sessions using two different cutoff angles(7°and 30°)was conducted with three PPP modes:i.e.ambiguity-float and two kinds of ambiguity-fixed PPP using the LAMBDA and bootstrapping methods for narrow-lane AR,respectively.The results show that the LAMBDA method can produce more reliable results for 2 hour and shorter observation sessions com-pared with the bootstrapping method using a 7°cutoff angle.For a 30°cutoff angle,the LAMBDA method outperforms the bootstrapping method for observation sessions of 4 h and less.For long observation times,the bootstrapping method produced much more accurate coordinates compared with the LAMBDA method without considering the wrong fixes cases.The results also show that occurrences of fixing the wrong integer ambiguities using the bootstrapping method are higher than that of the LAMBDA method. 展开更多
关键词 Ambiguity resolution narrow-lane Precise point positioning(PPP) lambda BOOTSTRAPPING
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使用lambda-mu-sigma法的川崎病患儿冠状动脉Z值改良评估模型构建及临床验证
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作者 赵小佩 肖婷婷 +1 位作者 宋思瑞 黄敏 《上海医学》 2025年第7期437-444,共8页
目的使用lambda-mu-sigma(LMS)法建立经体表面积(BSA)校正的冠状动脉Z值改良评估模型,验证其在川崎病合并冠状动脉病变(CAL)中的预测效能,并分析其与传统二维测量法的一致性差异。方法纳入2014年5月—2022年12月期间在上海市儿童医院心... 目的使用lambda-mu-sigma(LMS)法建立经体表面积(BSA)校正的冠状动脉Z值改良评估模型,验证其在川崎病合并冠状动脉病变(CAL)中的预测效能,并分析其与传统二维测量法的一致性差异。方法纳入2014年5月—2022年12月期间在上海市儿童医院心内科接受检查及治疗的所有儿童资料,共2309人,其中1710例健康儿童作为训练组构建冠状动脉Z值评估模型,599例川崎病患儿作为测试组进行验证。对训练组用线性、对数线性、幂指数、平方根函数和LMS法模型进行模拟拟合并验证判断效能。使用LMS法建立Z值计算模型。采用Kappa检验分析改良评估模型与传统二维测量法诊断测试组患儿CAL冠状动脉病变检出率的一致性。结果训练组男性儿童月龄显著小于女性儿童,男性儿童的右冠状动脉(RCA)和左冠状动脉(LCA)内径绝对值均显著大于女性(P值均<0.05)。测试组男性患儿的LCA内径绝对值显著大于女性(P<0.05)。在训练组模拟拟合中,以BSA为自变量的LMS法模型的贝叶斯信息准则(BIC)最低(男性-4790.0,女性-4254.5),低于线性模型等传统模型,为最优拟合模型。Z值改良评估模型的CAL检出率为16.2%(97/599),显著高于传统二维测量法的10.4%(62/599)(P<0.001)。两种方法评估CAL的一致性较低(kappa=0.345,95%CI为0.337~0.353)。结论使用LMS法的Z值改良评估模型可提高CAL的检出率,其与传统二维测量法的一致性较低,未来需进一步优化Z值阈值定义或结合多模态评估策略。 展开更多
关键词 Z值 lambda-mu-sigma法 冠状动脉病变 川崎病
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Structural Modal Parameter Recognition and Related Damage Identification Methods under Environmental Excitations:A Review 被引量:5
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作者 Chao Zhang Shang-Xi Lai Hua-Ping Wang 《Structural Durability & Health Monitoring》 EI 2025年第1期25-54,共30页
Modal parameters can accurately characterize the structural dynamic properties and assess the physical state of the structure.Therefore,it is particularly significant to identify the structural modal parameters accordi... Modal parameters can accurately characterize the structural dynamic properties and assess the physical state of the structure.Therefore,it is particularly significant to identify the structural modal parameters according to the monitoring data information in the structural health monitoring(SHM)system,so as to provide a scientific basis for structural damage identification and dynamic model modification.In view of this,this paper reviews methods for identifying structural modal parameters under environmental excitation and briefly describes how to identify structural damages based on the derived modal parameters.The paper primarily introduces data-driven modal parameter recognition methods(e.g.,time-domain,frequency-domain,and time-frequency-domain methods,etc.),briefly describes damage identification methods based on the variations of modal parameters(e.g.,natural frequency,modal shapes,and curvature modal shapes,etc.)and modal validation methods(e.g.,Stability Diagram and Modal Assurance Criterion,etc.).The current status of the application of artificial intelligence(AI)methods in the direction of modal parameter recognition and damage identification is further discussed.Based on the pre-vious analysis,the main development trends of structural modal parameter recognition and damage identification methods are given to provide scientific references for the optimized design and functional upgrading of SHM systems. 展开更多
关键词 Structural health monitoring data information modal parameters damage identification AI method
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Study of the Transport Behavior of Multispherical Proppant in Intersecting Fracture Based on Discrete Element Method 被引量:1
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作者 Chengyong Peng JianshuWu +2 位作者 Mao Jiang Biao Yin Yishan Lou 《Energy Engineering》 EI 2025年第1期185-201,共17页
To analyze the differences in the transport and distribution of different types of proppants and to address issues such as the short effective support of proppant and poor placement in hydraulically intersecting fract... To analyze the differences in the transport and distribution of different types of proppants and to address issues such as the short effective support of proppant and poor placement in hydraulically intersecting fractures,this study considered the combined impact of geological-engineering factors on conductivity.Using reservoir production parameters and the discrete elementmethod,multispherical proppants were constructed.Additionally,a 3D fracture model,based on the specified conditions of the L block,employed coupled(Computational Fluid Dynamics)CFD-DEM(Discrete ElementMethod)for joint simulations to quantitatively analyze the transport and placement patterns of multispherical proppants in intersecting fractures.Results indicate that turbulent kinetic energy is an intrinsic factor affecting proppant transport.Moreover,the efficiency of placement and migration distance of low-sphericity quartz sand constructed by the DEM in the main fracture are significantly reduced compared to spherical ceramic proppants,with a 27.7%decrease in the volume fraction of the fracture surface,subsequently affecting the placement concentration and damaging fracture conductivity.Compared to small-angle fractures,controlling artificial and natural fractures to expand at angles of 45°to 60°increases the effective support length by approximately 20.6%.During hydraulic fracturing of gas wells,ensuring the fracture support area and post-closure conductivity can be achieved by controlling the sphericity of proppants and adjusting the perforation direction to control the direction of artificial fractures. 展开更多
关键词 Hydraulic fracturing discrete element method PROPPANT SPHERICITY CFD-DEM
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嗜铬细胞瘤引起心电图Lambda波样改变1例
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作者 谢佳佳 《中国乡村医药》 2025年第5期45-47,共3页
嗜铬细胞瘤起源于肾上腺髓质嗜铬细胞的肿瘤,绝大多数为散发性,少数为家族性。其临床表现多变,主要表现为儿茶酚胺分泌过多引起的症状和体征,特别是阵发性高血压。该院2023年11月收治嗜铬细胞瘤引起心电图Lambda波样改变患者1例,入院后... 嗜铬细胞瘤起源于肾上腺髓质嗜铬细胞的肿瘤,绝大多数为散发性,少数为家族性。其临床表现多变,主要表现为儿茶酚胺分泌过多引起的症状和体征,特别是阵发性高血压。该院2023年11月收治嗜铬细胞瘤引起心电图Lambda波样改变患者1例,入院后经积极治疗病情稳定行腹腔镜左侧嗜铬细胞瘤切除术,Lambda波样改变消失。临床上对于出现Lambda波的患者,在积极处理原发疾病的同时,密切关注心电图变化,并警惕Lambda波相关疾病。 展开更多
关键词 嗜铬细胞瘤 lambda波样改变 心电图
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Combing the Entropy Weight Method with Fuzzy Mathematics for Assessing the Quality and Post-Ripening Mechanism of High-Temperature Daqu during Storage 被引量:1
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作者 YANG Junlin YANG Shaojuan +8 位作者 WU Cheng YIN Yanshun YOU Xiaolong ZHAO Wenyu ZHU Anran WANG Jia HU Feng HU Jianfeng WANG Diqiang 《食品科学》 北大核心 2025年第9期48-62,共15页
This study investigated the physicochemical properties,enzyme activities,volatile flavor components,microbial communities,and sensory evaluation of high-temperature Daqu(HTD)during the maturation process,and a standar... This study investigated the physicochemical properties,enzyme activities,volatile flavor components,microbial communities,and sensory evaluation of high-temperature Daqu(HTD)during the maturation process,and a standard system was established for comprehensive quality evaluation of HTD.There were obvious changes in the physicochemical properties,enzyme activities,and volatile flavor components at different storage periods,which affected the sensory evaluation of HTD to a certain extent.The results of high-throughput sequencing revealed significant microbial diversity,and showed that the bacterial community changed significantly more than did the fungal community.During the storage process,the dominant bacterial genera were Kroppenstedtia and Thermoascus.The correlation between dominant microorganisms and quality indicators highlighted their role in HTD quality.Lactococcus,Candida,Pichia,Paecilomyces,and protease activity played a crucial role in the formation of isovaleraldehyde.Acidic protease activity had the greatest impact on the microbial community.Moisture promoted isobutyric acid generation.Furthermore,the comprehensive quality evaluation standard system was established by the entropy weight method combined with multi-factor fuzzy mathematics.Consequently,this study provides innovative insights for comprehensive quality evaluation of HTD during storage and establishes a groundwork for scientific and rational storage of HTD and quality control of sauce-flavor Baijiu. 展开更多
关键词 microbial community high-temperature Daqu comprehensive quality evaluation entropy weight method maturation process
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In situ stress inversion using nonlinear stress boundaries achieved by the bubbling method 被引量:1
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作者 Xige Liu Chenchun Huang +3 位作者 Wancheng Zhu Joung Oh Chengguo Zhang Guangyao Si 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第3期1510-1527,共18页
Due to the heterogeneity of rock masses and the variability of in situ stress,the traditional linear inversion method is insufficiently accurate to achieve high accuracy of the in situ stress field.To address this cha... Due to the heterogeneity of rock masses and the variability of in situ stress,the traditional linear inversion method is insufficiently accurate to achieve high accuracy of the in situ stress field.To address this challenge,nonlinear stress boundaries for a numerical model are determined through regression analysis of a series of nonlinear coefficient matrices,which are derived from the bubbling method.Considering the randomness and flexibility of the bubbling method,a parametric study is conducted to determine recommended ranges for these parameters,including the standard deviation(σb)of bubble radii,the non-uniform coefficient matrix number(λ)for nonlinear stress boundaries,and the number(m)and positions of in situ stress measurement points.A model case study provides a reference for the selection of these parameters.Additionally,when the nonlinear in situ stress inversion method is employed,stress distortion inevitably occurs near model boundaries,aligning with the Saint Venant's principle.Two strategies are proposed accordingly:employing a systematic reduction of nonlinear coefficients to achieve high inversion accuracy while minimizing significant stress distortion,and excluding regions with severe stress distortion near the model edges while utilizing the central part of the model for subsequent simulations.These two strategies have been successfully implemented in the nonlinear in situ stress inversion of the Xincheng Gold Mine and have achieved higher inversion accuracy than the linear method.Specifically,the linear and nonlinear inversion methods yield root mean square errors(RMSE)of 4.15 and 3.2,and inversion relative errors(δAve)of 22.08%and 17.55%,respectively.Therefore,the nonlinear inversion method outperforms the traditional multiple linear regression method,even in the presence of a systematic reduction in the nonlinear stress boundaries. 展开更多
关键词 In situ stress field Inversion method The bubbling method Nonlinear stress boundary Multiple linear regression method
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Insight Into the Separation-of-Variable Methods for the Closed-Form Solutions of Free Vibration of Rectangular Thin Plates
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作者 Yufeng Xing Ye Yuan Gen Li 《Computer Modeling in Engineering & Sciences》 SCIE EI 2025年第1期329-355,共27页
The separation-of-variable(SOV)methods,such as the improved SOV method,the variational SOV method,and the extended SOV method,have been proposed by the present authors and coworkers to obtain the closed-form analytica... The separation-of-variable(SOV)methods,such as the improved SOV method,the variational SOV method,and the extended SOV method,have been proposed by the present authors and coworkers to obtain the closed-form analytical solutions for free vibration and eigenbuckling of rectangular plates and circular cylindrical shells.By taking the free vibration of rectangular thin plates as an example,this work presents the theoretical framework of the SOV methods in an instructive way,and the bisection–based solution procedures for a group of nonlinear eigenvalue equations.Besides,the explicit equations of nodal lines of the SOV methods are presented,and the relations of nodal line patterns and frequency orders are investigated.It is concluded that the highly accurate SOV methods have the same accuracy for all frequencies,the mode shapes about repeated frequencies can also be precisely captured,and the SOV methods do not have the problem of missing roots as well. 展开更多
关键词 Separation-of-variable method Rayleigh quotient nodal line eigenvalue equation bisection method
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Improved methods,properties,applications and prospects of microbial induced carbonate precipitation(MICP)treated soil:A review 被引量:2
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作者 Xuanshuo Zhang Hongyu Wang +3 位作者 Ya Wang Jinghui Wang Jing Cao Gang Zhang 《Biogeotechnics》 2025年第1期34-54,共21页
Soil improvement is one of the most important issues in geotechnical engineering practice.The wide application of traditional improvement techniques(cement/chemical materials)are limited due to damage ecological en-vi... Soil improvement is one of the most important issues in geotechnical engineering practice.The wide application of traditional improvement techniques(cement/chemical materials)are limited due to damage ecological en-vironment and intensify carbon emissions.However,the use of microbially induced calcium carbonate pre-cipitation(MICP)to obtain bio-cement is a novel technique with the potential to induce soil stability,providing a low-carbon,environment-friendly,and sustainable integrated solution for some geotechnical engineering pro-blems in the environment.This paper presents a comprehensive review of the latest progress in soil improvement based on the MICP strategy.It systematically summarizes and overviews the mineralization mechanism,influ-encing factors,improved methods,engineering characteristics,and current field application status of the MICP.Additionally,it also explores the limitations and correspondingly proposes prospective applications via the MICP approach for soil improvement.This review indicates that the utilization of different environmental calcium-based wastes in MICP and combination of materials and MICP are conducive to meeting engineering and market demand.Furthermore,we recommend and encourage global collaborative study and practice with a view to commercializing MICP technique in the future.The current review purports to provide insights for engineers and interdisciplinary researchers,and guidance for future engineering applications. 展开更多
关键词 Soil improvement Bio-cement MICP Improved methods Field application cases
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一种基于Least Square Method算法的城轨车辆车门动作时间精准判断的研究
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作者 李宏菱 宋华杰 +3 位作者 马仲智 周辉 李晴 陈龙 《时代汽车》 2025年第3期190-192,共3页
为研究城市轨道交通车辆客室车门动作时间精准性,门的动作主要依靠直流无刷电机的驱动,所以门动作判断的根本,是对电机运动状态的判读,门运动过程中由于电机码盘线受杂波干扰,系统无法准确寻找计时点从而影响系统判断门运动时间;建立波... 为研究城市轨道交通车辆客室车门动作时间精准性,门的动作主要依靠直流无刷电机的驱动,所以门动作判断的根本,是对电机运动状态的判读,门运动过程中由于电机码盘线受杂波干扰,系统无法准确寻找计时点从而影响系统判断门运动时间;建立波形矫正模型,利用数学方法校准波形,让MCU找出最佳计时点并处理(误差不超过10ms),采用最小二乘法模型,通过最小化误差的平方和找到一组数据的最佳函数匹配,求得未知的数据,并使得这些求得的数据与实际数据之间误差的平方和为最小,可精准地得到门动作时间。模拟测试结果表明,门动作时间测算误差所示其误差为7.42ms,小于10ms。 展开更多
关键词 城轨车辆 客室车门 电机码盘 Least Square method算法 门动作时间精准
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基于Lambda架构的敏感信息识别系统研究
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作者 陈紫琴 李乐成 彭婷 《长江信息通信》 2025年第3期20-23,共4页
当今,随着互联网信息的迅速传播,敏感信息的潜在传播风险日益增加。为应对这一挑战,该研究设计并开发了基于Lambda架构的敏感信息识别系统。该系统综合运用实时与历史数据分析,显著提升了敏感信息的智能检测和运行效率。系统架构主要包... 当今,随着互联网信息的迅速传播,敏感信息的潜在传播风险日益增加。为应对这一挑战,该研究设计并开发了基于Lambda架构的敏感信息识别系统。该系统综合运用实时与历史数据分析,显著提升了敏感信息的智能检测和运行效率。系统架构主要包括输入层、批处理层、实时处理层和服务层。在输入层,系统从用户终端和管理系统中采集用户昵称、发帖内容和评论等多源数据。批处理层应用Hadoop等大数据技术,进行基于ELMo的机器学习模型训练优化,以提高准确性;实时处理层则利用Apache Spark等流处理技术,能够即时响应敏感信息的捕捉或疑似敏感信息的警报。服务层提供统一查询接口,支持直观的数据查询和高级数据分析。采用Lambda架构,该研究有效处理大规模实时和历史数据,同时提升了系统的容错性和灵活性,为敏感信息的智能检测与管理提供了可靠的技术支持。 展开更多
关键词 lambda 大数据 敏感信息识别 ELMo 深度学习
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Research on Bearing Fault Diagnosis Method Based on Deep Learning 被引量:1
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作者 Ting Zheng 《Journal of Electronic Research and Application》 2025年第1期1-6,共6页
Bearing is an indispensable key component in mechanical equipment,and its working state is directly related to the stability and safety of the whole equipment.In recent years,with the rapid development of artificial i... Bearing is an indispensable key component in mechanical equipment,and its working state is directly related to the stability and safety of the whole equipment.In recent years,with the rapid development of artificial intelligence technology,especially the breakthrough of deep learning technology,it provides a new idea for bearing fault diagnosis.Deep learning can automatically learn features from a large amount of data,has a strong nonlinear modeling ability,and can effectively solve the problems existing in traditional methods.Aiming at the key problems in bearing fault diagnosis,this paper studies the fault diagnosis method based on deep learning,which not only provides a new solution for bearing fault diagnosis but also provides a reference for the application of deep learning in other mechanical fault diagnosis fields. 展开更多
关键词 Deep learning Bearing failure Diagnostic methods
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Rendered image denoising method with filtering guided by lighting information 被引量:1
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作者 MA Minghui HU Xiaojuan +2 位作者 ZHANG Ripei CHEN Chunyi YU Haiyang 《Optoelectronics Letters》 2025年第4期242-248,共7页
The visual noise of each light intensity area is different when the image is drawn by Monte Carlo method.However,the existing denoising algorithms have limited denoising performance under complex lighting conditions a... The visual noise of each light intensity area is different when the image is drawn by Monte Carlo method.However,the existing denoising algorithms have limited denoising performance under complex lighting conditions and are easy to lose detailed information.So we propose a rendered image denoising method with filtering guided by lighting information.First,we design an image segmentation algorithm based on lighting information to segment the image into different illumination areas.Then,we establish the parameter prediction model guided by lighting information for filtering(PGLF)to predict the filtering parameters of different illumination areas.For different illumination areas,we use these filtering parameters to construct area filters,and the filters are guided by the lighting information to perform sub-area filtering.Finally,the filtering results are fused with auxiliary features to output denoised images for improving the overall denoising effect of the image.Under the physically based rendering tool(PBRT)scene and Tungsten dataset,the experimental results show that compared with other guided filtering denoising methods,our method improves the peak signal-to-noise ratio(PSNR)metrics by 4.2164 dB on average and the structural similarity index(SSIM)metrics by 7.8%on average.This shows that our method can better reduce the noise in complex lighting scenesand improvethe imagequality. 展开更多
关键词 establish paramet rendered image denoising Monte Carlo method filtering guided lighting information denoising algorithms image segmentation algorithm rendered image denoising method monte carlo methodhoweverthe
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3D slope stability analysis considering strength anisotropy by a microstructure tensor enhanced elasto-plastic finite element method 被引量:1
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作者 Wencheng Wei Hongxiang Tang +1 位作者 Xiaoyu Song Xiangji Ye 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第3期1664-1684,共21页
This article presents a micro-structure tensor enhanced elasto-plastic finite element(FE)method to address strength anisotropy in three-dimensional(3D)soil slope stability analysis.The gravity increase method(GIM)is e... This article presents a micro-structure tensor enhanced elasto-plastic finite element(FE)method to address strength anisotropy in three-dimensional(3D)soil slope stability analysis.The gravity increase method(GIM)is employed to analyze the stability of 3D anisotropic soil slopes.The accuracy of the proposed method is first verified against the data in the literature.We then simulate the 3D soil slope with a straight slope surface and the convex and concave slope surfaces with a 90turning corner to study the 3D effect on slope stability and the failure mechanism under anisotropy conditions.Based on our numerical results,the end effect significantly impacts the failure mechanism and safety factor.Anisotropy degree notably affects the safety factor,with higher degrees leading to deeper landslides.For concave slopes,they can be approximated by straight slopes with suitable boundary conditions to assess their stability.Furthermore,a case study of the Saint-Alban test embankment A in Quebec,Canada,is provided to demonstrate the applicability of the proposed FE model. 展开更多
关键词 Strength anisotropy Elasto-plastic finite element method(FEM) Three-dimensional(3D)soil slope Gravity increase method(GIM) Stability analysis Case study
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基于Lambda架构的长江水文统一身份认证系统设计
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作者 徐晔 邹冰玉 高明 《水利信息化》 2025年第2期64-70,共7页
针对长江水文应用系统中用户数据资源分散和认证方式多样引发的信息安全问题,为提升数据管理的安全性和一致性,设计并实现一种基于Lambda架构的全局统一的身份认证系统。制定规范的应用系统接入标准,优化用户和应用的全生命周期管理;通... 针对长江水文应用系统中用户数据资源分散和认证方式多样引发的信息安全问题,为提升数据管理的安全性和一致性,设计并实现一种基于Lambda架构的全局统一的身份认证系统。制定规范的应用系统接入标准,优化用户和应用的全生命周期管理;通过整合跨行业异构系统,集成多源用户数据,满足应用系统对细粒度管理的需求;基于Lambda大数据架构,实现流处理数据与批处理数据的分离处理,大幅提高数据处理效率,并支持系统的高并发性;同时,针对用户权限管理,提出一种基于数据特征的权限分配推荐算法,为企业级应用中的用户鉴权和数据管理提供新的解决思路。统一的身份认证系统设计可为水文行业的用户信息治理提供创新性解决方案,不仅提高数据的安全性和一致性,还为长江水文应用系统的高效管理和跨行业整合奠定坚实基础。 展开更多
关键词 统一身份认证系统 lambda架构 数据集成 推荐算法 长江水文
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