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The Equivalence between Orthogonal Iterations and Alternating Least Squares 被引量:1
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作者 Achiya Dax 《Advances in Linear Algebra & Matrix Theory》 2020年第2期7-21,共15页
This note explores the relations between two different methods. The first one is the Alternating Least Squares (ALS) method for calculating a rank<em>-k</em> approximation of a real <em>m</em>&... This note explores the relations between two different methods. The first one is the Alternating Least Squares (ALS) method for calculating a rank<em>-k</em> approximation of a real <em>m</em>×<em>n</em> matrix, <em>A</em>. This method has important applications in nonnegative matrix factorizations, in matrix completion problems, and in tensor approximations. The second method is called Orthogonal Iterations. Other names of this method are Subspace Iterations, Simultaneous Iterations, and block-Power method. Given a real symmetric matrix, <em>G</em>, this method computes<em> k</em> dominant eigenvectors of <em>G</em>. To see the relation between these methods we assume that <em>G </em>=<em> A</em><sup>T</sup> <em>A</em>. It is shown that in this case the two methods generate the same sequence of subspaces, and the same sequence of low-rank approximations. This equivalence provides new insight into the convergence properties of both methods. 展开更多
关键词 alternating least squares (als) Orthogonal Iterations Equivalence Relations Low-Rank Approximations
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Alternate Broyden's Method for Solving Linear Least Squares Problem with Multiple Right-Hand Sides
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作者 顾桂定 《Advances in Manufacturing》 SCIE CAS 1997年第3期196-201,共6页
In this paper, we extend the alternate Broyden's method to the multiple version fbi solving lincar leastsquarc systems with multiple right-hand sides. We show that the method possesses property of a finite tcrmina... In this paper, we extend the alternate Broyden's method to the multiple version fbi solving lincar leastsquarc systems with multiple right-hand sides. We show that the method possesses property of a finite tcrmination.Some numerical cxperiments are gi von to inustrate the effectiveness of the method. 展开更多
关键词 mnltiple version of the Broyden's Broyden's alternate Broyden's method linear least squares problem finte termination
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Two-Stage Procrustes Rotation with Sparse Target Matrix and Least Squares Criterion with Regularization and Generalized Weighting
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作者 Naoto Yamashita 《Open Journal of Statistics》 2023年第2期264-284,共21页
In factor analysis, a factor loading matrix is often rotated to a simple target matrix for its simplicity. For the purpose, Procrustes rotation minimizes the discrepancy between the target and rotated loadings using t... In factor analysis, a factor loading matrix is often rotated to a simple target matrix for its simplicity. For the purpose, Procrustes rotation minimizes the discrepancy between the target and rotated loadings using two types of approximation: 1) approximate the zeros in the target by the non-zeros in the loadings, and 2) approximate the non-zeros in the target by the non-zeros in the loadings. The central issue of Procrustes rotation considered in the article is that it equally treats the two types of approximation, while the former is more important for simplifying the loading matrix. Furthermore, a well-known issue of Simplimax is the computational inefficiency in estimating the sparse target matrix, which yields a considerable number of local minima. The research proposes a new rotation procedure that consists of the following two stages. The first stage estimates sparse target matrix with lesser computational cost by regularization technique. In the second stage, a loading matrix is rotated to the target, emphasizing on the approximation of non-zeros to zeros in the target by least squares criterion with generalized weighing that is newly proposed by the study. The simulation study and real data examples revealed that the proposed method surely simplifies loading matrices. 展开更多
关键词 Factor Rotation Procrustes Rotation SIMPLICITY alternating least squares
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基于ALS的改进频域均衡算法
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作者 马军 程方 +3 位作者 冯姣 张治中 李鹏 赵康 《信息技术》 2025年第12期14-22,共9页
信道仿真器中不同通道之间的幅相不一致会使系统性能恶化,通常的解决方法是在接收信道中加入校准均衡器,以校正信号传输路径中的幅度和相位失真。为了降低通道间的幅相误差、提高信道均衡效果,文中设计了一种正则化交替频域最小二乘优... 信道仿真器中不同通道之间的幅相不一致会使系统性能恶化,通常的解决方法是在接收信道中加入校准均衡器,以校正信号传输路径中的幅度和相位失真。为了降低通道间的幅相误差、提高信道均衡效果,文中设计了一种正则化交替频域最小二乘优化算法(Regularized Alternating Frequency Domain Least Squares Optimization,RA-ALO)。该算法采用正则化来确保矩阵求逆时解的正确性,并使用交替最小二乘法(Alternating Least Squares,ALS)寻找最优解来增强均衡器性能。仿真结果表明,在信道均衡方面,与正则化算法和求伪逆算法相比,该算法具有更低的幅相误差、更优的校准性能。 展开更多
关键词 信道均衡 幅相误差 正则化 交替最小二乘法 信道仿真器
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Self-position determination on V2I communications based on alternating least square of cross-covariance matrix
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作者 JIANG Kang HU Hao +3 位作者 LI Jiaqi XIE Yushan SHI Xinlei ZHANG Xiaofei 《Journal of Systems Engineering and Electronics》 2025年第6期1443-1452,共10页
The Global Position System(GPS)is a reliable method for positioning in most scenarios,but it falls short in harsh environments like urban vehicular scenarios,where numerous trees or flyovers obstruct the signals.This ... The Global Position System(GPS)is a reliable method for positioning in most scenarios,but it falls short in harsh environments like urban vehicular scenarios,where numerous trees or flyovers obstruct the signals.This presents an unprecedented challenge for autonomous vehicles or applications requiring high accuracy.Fortunately,vehicular ad-hoc networks(VANET)offer an effective solution,where vehicle-to-vehicle(V2V)and vehicle-to-infrastructure(V2I)communications are used to enhance location awareness.In V2I communications,the roadside units(RSU)transmit beacon packets,and the vehicle receives numerous packets from different RSUs to establish communication.To further improve localization accuracy,a cross-covariance matrices-alternating least square(CCM-ALS)algorithm is proposed.The algorithm relies on ALS of the CCM for obtaining the position of vehicles in V2I communications.The algorithm is highly precise compared to traditional angle of arrival(AOA)positioning and not inferior to direct position determination(DPD)approaches while being low in complexity,which is crucial for moving vehicles.The numerical results verify the superiority of the proposed method. 展开更多
关键词 array signal processing self-position determination vehicular ad-hoc network(VANET) vehicle-to-infrastructure(V2I) alternating least square(als)
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CubeALS:新的三维协同过滤推荐算法 被引量:3
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作者 李改 潘嵘 李磊 《计算机科学与探索》 CSCD 2012年第2期156-164,共9页
随着互联网的快速发展,人们对个性化网页搜索、个性化广告投放、个性化社会标注等三维推荐服务的需求越来越紧迫。这些三维立方体数据高度稀疏,且与二维推荐系统相比三维推荐系统中对象之间的关系更加复杂。为了更好地模拟三维对象之间... 随着互联网的快速发展,人们对个性化网页搜索、个性化广告投放、个性化社会标注等三维推荐服务的需求越来越紧迫。这些三维立方体数据高度稀疏,且与二维推荐系统相比三维推荐系统中对象之间的关系更加复杂。为了更好地模拟三维对象之间的关系并解决三维数据高度稀疏的问题,提出了一种新的三维协同过滤推荐算法CubeALS(cube alternating least squares)。该算法对三维协同过滤推荐算法CubeSVD(cube singular value decomposition)进行了改进,尝试使用不同于SVD的算法进行矩阵分解。在真实的个性化社会标注数据集上的实验结果表明,与CubeSVD算法相比,CubeALS的性能得到了显著提高。 展开更多
关键词 Cubeals CubeSVD 三维协同过滤 个性化推荐
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HPLC结合MCR-ALS测定醋柳黄酮片中有效成分的含量 被引量:1
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作者 徐会宁 贾泽慧 李华 《中国药学杂志》 CAS CSCD 北大核心 2008年第13期1025-1028,共4页
目的采用高效液相色谱法对醋柳黄酮片中黄酮类化合物进行分析。对其中的山柰酚和异鼠李素进行直接定量;结合化学计量学方法对槲皮素与杂质的重叠峰进行分辨和定量。方法采用C_(18)柱,流动相为甲醇-0.4%磷酸溶液(51:49),柱温30℃,检测波... 目的采用高效液相色谱法对醋柳黄酮片中黄酮类化合物进行分析。对其中的山柰酚和异鼠李素进行直接定量;结合化学计量学方法对槲皮素与杂质的重叠峰进行分辨和定量。方法采用C_(18)柱,流动相为甲醇-0.4%磷酸溶液(51:49),柱温30℃,检测波长368 nm,测定山柰酚和异鼠李素的含量。在相同色谱条件下采用MCR-ALS方法对醋柳黄酮片中有效成分槲皮素的重叠色谱峰进行分辨和定量。结果槲皮素在1.92~19.2 mg·L^(-1)(r=0.999 3),山柰酚、异鼠李素在0.40~4.03 mg·L^(-1)(r=0.999 4),4.74~47.40 mg·L^(-1)(r=0.999 4)内线性关系良好,精密度分别为2.2%,2.38%,1.8%(n=6)。槲皮素、山柰酚、异鼠李素平均回收率为96.1%,101.8%,98.0%。结论HPLC-DAD检测结合MCR- ALS可以快速准确的测定醋柳黄酮片中有效成的含量。 展开更多
关键词 醋柳黄酮片 槲皮素 山柰酚 异鼠李素 高效液相色谱法 多元曲线分辨-交替最小二乘法
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MCR-ALS应用于7-乙基-10羟基喜树碱中喜树碱含量的测定 被引量:2
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作者 贾泽慧 张方 李华 《药物分析杂志》 CAS CSCD 北大核心 2005年第12期1510-1514,共5页
目的:应用多元曲线分辨-交替最小二乘(MCR-ALS)法,对7-乙基-10-羟基喜树碱与喜树碱的色谱重叠峰进行分辨,并对杂质喜树碱进行定量。方法:以渐进因子分析(EFA)解析结果作为初始值对喜树碱与7-乙基-10-羟基喜树碱的色谱重叠峰进行 ALS 迭... 目的:应用多元曲线分辨-交替最小二乘(MCR-ALS)法,对7-乙基-10-羟基喜树碱与喜树碱的色谱重叠峰进行分辨,并对杂质喜树碱进行定量。方法:以渐进因子分析(EFA)解析结果作为初始值对喜树碱与7-乙基-10-羟基喜树碱的色谱重叠峰进行 ALS 迭代优化,直至收敛。结果:采用此方法分辨所得光谱还原率高,定量结果的浓度值与真实值之间线性关系良好。结论:本方法用于药物色谱重叠峰分辨结果可靠。 展开更多
关键词 HPLC-DAD 重叠峰 MCR-als 喜树碱 7-乙基-10-羟基喜树碱
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基于相似用户索引和ALS矩阵分解的推荐算法研究 被引量:3
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作者 盛伟 余英 王保云 《陕西理工学院学报(自然科学版)》 2016年第6期47-52,共6页
针对交替最小二乘法(ALS)在处理大数据集时所面临的处理速度和计算资源问题,提出了基于相似用户索引的分布式矩阵分解推荐算法。首先算法基于用户的评分行为找到用户之间的最近邻,然后使用Spark平台运行提出的算法,并产生推荐。在GroupL... 针对交替最小二乘法(ALS)在处理大数据集时所面临的处理速度和计算资源问题,提出了基于相似用户索引的分布式矩阵分解推荐算法。首先算法基于用户的评分行为找到用户之间的最近邻,然后使用Spark平台运行提出的算法,并产生推荐。在GroupLens网站上提供的MovieLens数据集上进行仿真实验,实验结果表明,提出的算法能够有效解决ALS对于大数据集运行效率低及在云环境中可扩展性较差的问题。 展开更多
关键词 交替最小二乘法 最近邻 推荐算法 SPARK
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缺失数据建模的改进型ALS在线推荐算法 被引量:5
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作者 邢玉莹 夏鸿斌 王涵 《计算机工程》 CAS CSCD 北大核心 2018年第8期212-217,223,共7页
在隐式反馈中存在数据噪声并缺乏负反馈,使用矩阵分解方法训练推荐模型时特征提取不明确且推荐结果有偏斜。为此,提出一种缺失数据建模的改进型交替最小二乘(ALS)矩阵分解在线推荐算法。使用近邻信息为用户选择正样本,同时根据物品流行... 在隐式反馈中存在数据噪声并缺乏负反馈,使用矩阵分解方法训练推荐模型时特征提取不明确且推荐结果有偏斜。为此,提出一种缺失数据建模的改进型交替最小二乘(ALS)矩阵分解在线推荐算法。使用近邻信息为用户选择正样本,同时根据物品流行度对缺失数据中的负样本进行建模,并将基于元素的改进型ALS算法与在线学习相结合。在MovieLens数据集上的实验结果表明,相对eALS、Rcd算法,该算法能够有效减小数据噪声和矩阵稀疏对矩阵分解推荐算法的影响,从而提高推荐的准确性和效率。 展开更多
关键词 推荐系统 隐式反馈 缺失数据建模 交替最小二乘 在线学习
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基于Spark平台的ALS加速算法研究 被引量:2
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作者 贾晓芳 桑国明 祁文凯 《计算机工程》 CAS CSCD 北大核心 2020年第2期103-109,共7页
协同过滤推荐算法在推荐系统中发挥着重要作用,但其存在执行效率与排名精度较低的问题,交替最小二乘(ALS)算法可实现并行计算,从而提高执行效率,但是该算法数据加载与迭代收敛的时间较长。为此,将非线性共轭梯度(NCG)算法与ALS算法相结... 协同过滤推荐算法在推荐系统中发挥着重要作用,但其存在执行效率与排名精度较低的问题,交替最小二乘(ALS)算法可实现并行计算,从而提高执行效率,但是该算法数据加载与迭代收敛的时间较长。为此,将非线性共轭梯度(NCG)算法与ALS算法相结合,提出一种ALS-NCG算法,以达到加速ALS算法的目的。在Spark分布式数据处理环境中对ALS-NCG算法进行性能评估,实验结果表明,相比ALS算法,ALS-NCG算法获取高精度推荐排名时需要的迭代次数与时间更少。 展开更多
关键词 协同过滤 推荐算法 交替最小二乘算法 非线性共轭梯度 Spark平台
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Crashworthiness Analysis on Alternative Square Honeycomb Structure under Axial Loading 被引量:5
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作者 LI Meng DENG Zongquan +2 位作者 GUO Hongwei LIU Rongqiang DING Beichen 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2013年第4期784-792,共9页
Hexagonal metal honeycomb is widely used in energy absorption field for its special construction. However, many other metal honeycomb structures also show good energy absorption characteristics. Currently, most of the... Hexagonal metal honeycomb is widely used in energy absorption field for its special construction. However, many other metal honeycomb structures also show good energy absorption characteristics. Currently, most of the researches focus on hexagonal honeycomb, while few are performed into different honeycomb structures. Therefore, a new alternative square honeycomb is developed to expand the non-hexagonal metal honeycomb applications in the energy absorption fields with the aim of designing low mass and low volume energy absorbers. The finite element model of alternative square honeycomb is built to analyze its specific energy absorption property. As the diversity of honeycomb structure, the parameterized metal honeycomb finite element analysis program is conducted based on PCL language. That program can automatically create finite element model. Numerical results show that with the same foil thickness and cell length of metal honeycomb, the alternative square has better specific energy absorption than hexagonal honeycomb. Using response surface method, the mathematical formulas of honeycomb crashworthiness properties are obtained and optimization is done to get the maximum specific energy absorption property honeycomb. Optimal results demonstrate that to absorb same energy, alternative square honeycomb can save 10% volume of buffer structure than hexagonal honeycomb can do. This research is significant in providing technical support in the extended application of different honeycomb used as crashworthiness structures, and is absolutely essential in low volume and low mass energy absorber design. 展开更多
关键词 CRASHWORTHINESS alternative square honeycomb energy-absorption characteristic response surface methodology numerical simulation
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Alternating Pulse Current in Eiectrocoagulation for Wastewater Treatment to Prevent the Passivation of Al Electrode 被引量:2
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作者 MAO Xuhui HONG Song +3 位作者 ZHU Hua LIN Hui WEI Lin GAN Fuxing 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2008年第2期239-241,共3页
A novel current feed style, alternating pulse current, was proposed in electrocoagulation aiming at preventing the passivation of electrode materials. The open circuit potential (OCP) measurements after anodic and c... A novel current feed style, alternating pulse current, was proposed in electrocoagulation aiming at preventing the passivation of electrode materials. The open circuit potential (OCP) measurements after anodic and cathodic potentiodynamic polarization showed that cathodic polarization could activate Al electrode. The surface of Al electrode after alternating pulse current electrocoagulation was investigated by scanning electron microscope (SEM) and X-ray photoelectron spectroscopy (XPS), and the results indicate that passivation of Al is not observed. Furthermore, the simulated wastewater treatment tests show that alternating pulse current electrocoagulation has a visible energy saving effect and is worthy of generalization. 展开更多
关键词 alternating pulse current ELECTROCOAGULATION passivation of Al
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Soft measurement model on torque of alternating current electrical dynamometer including copper loss and iron loss 被引量:1
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作者 ZHONG Ding-qing WANG Ai-lun HE Qian 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第8期2272-2280,共9页
Alternating current electrical dynamometer is a common device to measure the torque of engines, such as the gasoline engine. In order to solve the problems such as high cost, high energy consumption and complicated me... Alternating current electrical dynamometer is a common device to measure the torque of engines, such as the gasoline engine. In order to solve the problems such as high cost, high energy consumption and complicated measurement system which exists in the direct measurement on the torque of alternating current electrical dynamometer, copper loss and iron loss are taken as two key factors and a soft-sensing model on the torque of alternating current electrical dynamometer is established using the fuzzy least square support vector machine (FLS-SVM). Then, the FLS-SVM parameters such as penalty factor and kernel parameter are optimized by adaptive genetic algorithm, torque soft-sensing is investigated in the alternating current electrical dynamometer, as well as the energy feedback efficiency and energy consumption during the measurement phase of a gasoline engine loading continual test is obtained. The results show that the minimum soft-sensing error of torque is about 0.0018, and it fluctuates within a range from -0.3 to 0.3 N·m. FLS-SVM soft-sensing method can increase by 1.6% power generation feedback compared with direct measurement, and it can save 500 kJ fuel consumption in the gasoline engine loading continual test. Therefore, the estimation accuracy of the soft measurement model on the torque of alternating current electrical dynamometer including copper loss and iron loss is high and this indirect measurement method can be feasible to reduce production cost of the alternating current electrical dynamometer and energy consumption during the torque measurement phase of a gasoline engine, replacing the direct method of torque measurement. 展开更多
关键词 TORQUE fuzzy theory least square support vector machine alternating current electrical dynamometer
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Numerical modelling for predicting corrosion initiation life of reinforced concrete square piles under reverse-seepage pressure 被引量:1
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作者 WANG Rong-bo WU Wen-bing +3 位作者 HE Si-hong XIAO Liang WEN Min-jie MEI Guo-xiong 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第10期3596-3611,共16页
Square piles of reinforced concrete(RC)in marine environments are susceptible to chloride-inducedcorrosion.A novel reverse-seepage technique(RST)is applied to square piles to block the intrusion of chlorides.Thisresea... Square piles of reinforced concrete(RC)in marine environments are susceptible to chloride-inducedcorrosion.A novel reverse-seepage technique(RST)is applied to square piles to block the intrusion of chlorides.Thisresearch introduces a computational model designed to predict the lifespan of corrosion initiation in reinforced concretesquare piles when applied reverse-seepage pressure.The model considers the impacts of chloride binding and the tripletime-dependence property among the permeability,the corrected surface chloride concentration,and the diffusioncoefficient.The proposed numerical model is solved using the alternating direction implicit(ADI)approach,and itsaccuracy and reliability are evaluated by contrasting the computational outcomes with the analytical solution andexperimental results.Furthermore,the primary factors contributing to the corrosion of reinforced concrete square pilesare analyzed.The results indicate that applying RST can decrease the chloride penetration depth and prolong the lifespanof corrosion initiation in square piles.The water-cement ratio and reverse seepage pressure are the most influentialfactors.A water pressure of 0.4 MPa can double the life of concrete,and the durable life of concrete with a water-cementratio of 0.3 can reach 100 years. 展开更多
关键词 reverse-seepage technique chloride ion intrusion alternating direction implicit method reinforced concrete square pile corrosion initiation life
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ALS算法在菜品智能推荐系统的应用 被引量:1
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作者 王程 唐建国 《福建电脑》 2023年第3期78-81,共4页
为了更有效地向用户推荐其感兴趣的菜品,提升餐营业的精准服务水平,本文基于Alternating Least Squares交替最小二乘法和Apache Spark计算引擎,开发了一款根据用户周期性消费行为的菜品智能推荐系统。系统将采集历史消费数据存于HBase... 为了更有效地向用户推荐其感兴趣的菜品,提升餐营业的精准服务水平,本文基于Alternating Least Squares交替最小二乘法和Apache Spark计算引擎,开发了一款根据用户周期性消费行为的菜品智能推荐系统。系统将采集历史消费数据存于HBase并训练推荐模型,通过Thymleaf展示推荐信息。系统采用冷热两种启动模式来满足用户需求。 展开更多
关键词 交替最小二乘法 计算引擎 菜品 推荐系统
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Evolution of Solidification Structure of Hypereutectic Al-Si Alloy Under a Novel Low-Voltage Alternating Current Pulse 被引量:1
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作者 ZHANG Li-min ZHANG Rong +2 位作者 LI Ning CHEN Wen-jing DU Li-fei 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2012年第S1期355-358,共4页
The effect of a novel low-voltage alternating current pulse(ACP)controlled by transformer and silicon controlled rectifier on the solidification structure of Al-20%Si alloy was investigated.The results indicated that ... The effect of a novel low-voltage alternating current pulse(ACP)controlled by transformer and silicon controlled rectifier on the solidification structure of Al-20%Si alloy was investigated.The results indicated that the remarkable segregation of primary Si occurred during the solidification,and even dendrites of a-Al phase appeared at the center of samples under ACP.The thickness of segregation layer decreased first and then increased with current density increasing from 0 to 300 Acm^(-2).The primary Si existed with long pole or five petal star-shaped without ACP.However, the morphology of primary Si phases changed to block under ACP,and the sizes of blocky Si decreased obviously with increasing current density from 110 to 300 Acm^(-2).The formation mechanism of the structure of hypereutectic AI-20%Si alloy was also discussed under ACP. 展开更多
关键词 A low-voltage alternating current pulse MACROSEGREGATION Morphology of Si Al-Si alloy
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Squares from D(-4)and D(20)Triples
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作者 Zvonko Cerin 《Advances in Pure Mathematics》 2011年第5期286-294,共9页
We study the eight infinite sequences of triples of natural numbers A=(F2n+1,4F2n+3,F2n+7), B=(F2n+1,4F2n+5,F2n+7), C=(F2n+1,5F2n+1,F2n+3), D=(F2n+3,4F2n+1,F2n+3) and A=(L2n+1,4L2n+3,L2n+7), B=(L2n+1,4L2n+5,L2n+7), C=... We study the eight infinite sequences of triples of natural numbers A=(F2n+1,4F2n+3,F2n+7), B=(F2n+1,4F2n+5,F2n+7), C=(F2n+1,5F2n+1,F2n+3), D=(F2n+3,4F2n+1,F2n+3) and A=(L2n+1,4L2n+3,L2n+7), B=(L2n+1,4L2n+5,L2n+7), C=(L2n+1,5L2n+1,L2n+3), D=(L2n+3,4L2n+1,L2n+3. The sequences A,B,C and D are built from the Fibonacci numbers Fn while the sequences A, B, C and D from the Lucas numbers Ln. Each triple in the sequences A,B,C and D has the property D(-4) (i. e., adding -4 to the product of any two different components of them is a square). Similarly, each triple in the sequences A, B, C and D has the property D(20). We show some interesting properties of these sequences that give various methods how to get squares from them. 展开更多
关键词 Fibonacci Numbers Lucas Numbers square Symmetric Sum alternating Sum Product Component
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方形微孔的容积交变空化抛光方法
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作者 李富柱 申坤伦 +4 位作者 王匀 张博 许江琦 胡龙飞 郭玉琴 《排灌机械工程学报》 北大核心 2025年第6期628-634,648,共8页
针对结构稳定、流阻低、便于安装的方形微孔内表面抛光技术难题,提出了容积交变空化方形微孔内表面抛光的新方法,并以电火花加工的Al 1060方形微孔为研究对象,运用仿真与试验相结合的手段,构建了容积交变空泡溃灭数学模型,系统研究了时... 针对结构稳定、流阻低、便于安装的方形微孔内表面抛光技术难题,提出了容积交变空化方形微孔内表面抛光的新方法,并以电火花加工的Al 1060方形微孔为研究对象,运用仿真与试验相结合的手段,构建了容积交变空泡溃灭数学模型,系统研究了时间、频率和容积交变量等工艺参数对方形微孔空化流场及表面粗糙度的影响.结果显示,方形微孔内的容积交变空化流场含气率、湍流强度呈现周期性变化,且随频率、容积变化量的增加而不断增大;方形微孔内表面粗糙度随加工时间、频率、容积变化量的增加而不断降低,当加工时间为15.0 h、频率为70 Hz、容积变化量为20 mm时,方形微孔内表面的突起被有效去除,表面粗糙度Ra由2.356μm下降至0.767μm,粗糙度降低率达到了67%.结果表明,文中提出的容积交变空化发生方法通过动态调整含气率与湍流强度的方式,实现了对电火花加工表面微突起的有效去除,解决了传统空化抛光在方形微孔内抛光效果差的难题. 展开更多
关键词 方形微孔 容积交变 空化 抛光 表面粗糙度
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基于三维荧光光谱预测大豆油掺假花生油含量的建模效果研究
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作者 魏泉增 刘雪影 +1 位作者 王至洁 丁芳 《光谱学与光谱分析》 北大核心 2025年第7期1906-1915,共10页
为实现大豆油掺假花生油含量测定,采集自制不同含量大豆油和花生油伪品的三维荧光光谱数据,采用三角形内插值法去除瑞利散射和拉曼散射,而后对荧光光谱进行卷积平滑(Savitzky-Golar)处理。采用三线性交替分解(ATLD)和平行因子(PARAFAC)... 为实现大豆油掺假花生油含量测定,采集自制不同含量大豆油和花生油伪品的三维荧光光谱数据,采用三角形内插值法去除瑞利散射和拉曼散射,而后对荧光光谱进行卷积平滑(Savitzky-Golar)处理。采用三线性交替分解(ATLD)和平行因子(PARAFAC)算法预测花生油的含量。同时,对不同含量花生油的伪品的三维荧光数据去散射和平滑处理后,对每个激发波长所对应的发射光谱进行小波包分解(WPD),以最低频段的波包系数,作为荧光发射光谱数据表征量。并按照激发波长顺序数将所有发射波长数据重构为一阶荧光光谱数据向量,构建偏最小二乘(PLS)和人工神经网络(ANN)数据模型预测伪品中花生油含量。结果表明,PARAFAC,ATLD,WPD-PLS和WPD-ANN的回归系数R^(2)分别为0.898,0.941,0.961和0.981。WPD-ANN算法模型的训练集、验证集、测试集和全部数据的平均绝对偏差(MAD)、均方误差(MSE)和均方根误差(RMSE)均较小,WPD-ANN模型对伪品中的花生油含量进行预测,预测偏差在±5%以内的样本百分比为82.5%。对比分析WPD-ANN,WPD-PLS,ATLD和PARAFAC 4种算法模型的花生油含量预测结果。WPD-ANN和WPD-PLS模型偏差的均值和中位数都在0%附近,而ATLD和PARAFAC模型偏差的均值和中位数离0%较远。相较于PARAFAC模型,ATLD模型的收敛速度更快,偏差更小。ATLD和PARAFAC模型可能受到非线性因素的影响,预测效果不及WPD-ANN及WPD-PLS,而ANN和PLS是基于WPD及数据重构后一阶数据回归建模,同时ANN是非线性模型,WPD-ANN模型对伪花生油中花生油含量具有更强的预测能力且偏差更小,是预测伪品中花生油含量4种算法中更优的算法。这为定量分析掺假食用油提供了研究基础。 展开更多
关键词 食用油掺假 小波包分解 人工神经网络 偏最小二乘 三线性交替分解 平行因子
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