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A Basic Topological Approach to the Continuity of the Size Function
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作者 François Dubeau 《Advances in Pure Mathematics》 2022年第10期565-586,共22页
We present old and new results about the size function of a set providing simple and complete proofs using basic tools of general topology. For instance, the decomposition of the size function is given and, under the ... We present old and new results about the size function of a set providing simple and complete proofs using basic tools of general topology. For instance, the decomposition of the size function is given and, under the calmness property of a set, the right continuity of the size function with respect to both arguments is established. Finally, a classification of its points of discontinuity is given. 展开更多
关键词 size function Connexity PATH Calm Set Measure function
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Simulation of the pore size distribution function for a deformable soil
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作者 Zhou Lin Zhai Qian 《Journal of Southeast University(English Edition)》 EI CAS 2020年第3期328-333,共6页
In order to obtain an indirect estimation method of the pore size distribution function(PSDF)for a deformable soil,both the soil-water characteristic curve in the form of gravimetric water content(w-SWCC)and the shrin... In order to obtain an indirect estimation method of the pore size distribution function(PSDF)for a deformable soil,both the soil-water characteristic curve in the form of gravimetric water content(w-SWCC)and the shrinkage curve(SC)are used as the input parameters.The w-SWCC defines the relationship between the gravimetric water content and soil suction.The SC illustrates the variation of the void ratio with respect to different water contents.10 points in the w-SWCC were selected as initial conditions.By adopting different void ratios,a group of soil-water characteristic curve in the form of the degree of saturation(S-SWCC)can be obtained.Based on Kelvin's capillary law,the S-SWCCs can be converted into a group of PSDFs.In the group of PSDFs,each PSDF represents the geometric pore space in soil corresponding to a given void ratio.From the proposed methodology,it is observed that a bimodal PSDF can be gradually changed into a unimodal PSDF when the soil is compressed.The Chataignier clay is selected as the verification and it shows that the simulation results agree well with the measured results from the mercury intrusion porosimetry(MIP)test.In addition,the discrepancies between both direct measurement data using the MIP test and the indirect estimated results from the proposed method are also discussed. 展开更多
关键词 pore size distribution function SIMULATION UNIMODAL BIMODAL
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CRITERION AND APPRAISABLE FUNCTION OF SIZE CHARACTERISTICS
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作者 Xie, Hengxing Yi, Guohong Li, Songren 《中国有色金属学会会刊:英文版》 EI CSCD 1997年第1期9-13,共5页
CRITERIONANDAPPRAISABLEFUNCTIONOFSIZECHARACTERISTICS①XieHengxing,YiGuohong,LiSongrenDepartmentofMineralEngin... CRITERIONANDAPPRAISABLEFUNCTIONOFSIZECHARACTERISTICS①XieHengxing,YiGuohong,LiSongrenDepartmentofMineralEngineering,CentralSou... 展开更多
关键词 size size CHARACTERISTICS CRITERION appraisable function
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Stability of the Dividing Distribution Function Method for ParticleSize Distribution Analysis in Small Angle X-Ray Scattering 被引量:2
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作者 Zhang Jinyuan Liu Chunlan Chen Yan 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 1996年第1期51-52,63+54-55,共5页
The Dividing Distribution Function (DDF) method is one of the methods by which the particle size distribution of ultrafine powder can be evaluated from its small angle X-ray scattering data. In this paper, the stabili... The Dividing Distribution Function (DDF) method is one of the methods by which the particle size distribution of ultrafine powder can be evaluated from its small angle X-ray scattering data. In this paper, the stability of the solution obtained from DDF method has been investigated through optimizing the coefficient matrix, introducing a damping factor and a least square treatment. All calculations were accomplished with a microcomputer. It was shown that the average deviations of the size distribution obtained are not larger than the assigned random errors to the scattering intensities as long as the corresponding requirements are satisfied. 展开更多
关键词 ultrafine powder particle size distribution small angle X-ray scattering dividing distribution function method
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GU'S FUNCTION SCALE OF ION HYDRATION FORCE AND CHARGE SIZE
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作者 顾宏堪 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 1997年第2期186-191,共6页
Water Vapor Chemistry" as a new science was discovered and established from trace analysis in Gu’s laboratory(Gu, 1991; Gu et al., 1991). Gu’s Function shows that the trace metal ion concentration in water vapo... Water Vapor Chemistry" as a new science was discovered and established from trace analysis in Gu’s laboratory(Gu, 1991; Gu et al., 1991). Gu’s Function shows that the trace metal ion concentration in water vapor has positive correlation to"specific electron affinity constant"last ionization potential Iz/ion valence Z and negative correlation to ion volume V and coordination number N(Gu, 1994). Gu’s Func-tion C=f[(Iz/Z)/VN]of the bond parameter in water vapor chemistry corresponds to the potential energy function Z’ e2/r in the Schrodinger Equation of quantum chemistry. In different ions with the same 2+ charge, the ion concentration of water-water vapor transfer may be much different. This shows that the 2+ charge of different ions has different attractive force (hydration force). This different attractive force of the charge can be scaled with the relative energy or charge size from Gu’s Function. 展开更多
关键词 water vapor chemistry Gu′s function SCALE ION hydration FORCE ION CHARGE size
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Global woodland structure from local interactions:new nearest-neighbour functions for understanding the ontogenesis of global forest structure 被引量:4
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作者 Arne Pommerening Hongxiang Wang Zhonghua Zhao 《Forest Ecosystems》 SCIE CSCD 2020年第2期290-300,共11页
Background:A number of hypotheses and theories,such as the Janzen-Connell hypothesis,have been proposed to explain the natural maintenance of biodiversity in tropical and temperate forest ecosystems.However,to date th... Background:A number of hypotheses and theories,such as the Janzen-Connell hypothesis,have been proposed to explain the natural maintenance of biodiversity in tropical and temperate forest ecosystems.However,to date the details of the processes behind this natural maintenance are still unclear.Recently two new nearest-neighbour characteristics were proposed and in this paper we demonstrate how they can contribute to a better understanding of the ontogenesis of global forest structure from localised neighbourhoods.Methods:We applied the new species and size segregation functions together with appropriate test procedures to four example woodland data sets from China at Daqingshan,Jiaohe,Jiulongshan and Xiaolongshan forest regions.In addition we quantified the morphology of the new characteristics and modelled a neighbourhood allometric coefficient linking the two functions.Results:The results revealed quite different species segregation patterns with both conspecific and heterospecific attraction.We found these to be generally matched by equivalent size segregation patterns of attraction of similar and different sizes.It was straightforward to model the size segregation function from the knowledge of the species segregation function by estimating a neighbourhood allometric coefficient.Conclusions:The new characteristics have helped to quantify the extent and rate of decline of neighbourhood interactions in terms of spatial species and size diversity.Through the allometric neighbourhood coefficient the analysis highlighted once more how closely related species and size segregation are,thus supporting the minglingsize hypothesis.Using both a traditional and a restricted random-labelling test has provided a valuable tool for understanding the exact nature of species-mingling and size-inequality relationships. 展开更多
关键词 Species segregation function size segregation function Mingling-size hypothesis Neighbourhood allometric coefficient random labelling
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河套和鹰潭地区中高温大曲细菌类群结构和基因功能差异分析
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作者 张青 侯强川 +4 位作者 李擎 张敏 任国军 王耀 郭壮 《中国酿造》 北大核心 2026年第1期65-71,共7页
该研究采用高通量测序解析了内蒙古巴彦淖尔河套地区中高温大曲细菌菌群结构,与江西鹰潭地区中高温大曲的细菌菌群进行Alpha、Beta多样性比较分析,通过线性判别分析效应大小(LEfSe)分析差异菌群,并对细菌基因功能进行注释。结果表明,河... 该研究采用高通量测序解析了内蒙古巴彦淖尔河套地区中高温大曲细菌菌群结构,与江西鹰潭地区中高温大曲的细菌菌群进行Alpha、Beta多样性比较分析,通过线性判别分析效应大小(LEfSe)分析差异菌群,并对细菌基因功能进行注释。结果表明,河套地区大曲细菌类群丰富度和多样性均极显著低于鹰潭地区(P<0.01),采用主坐标分析(PCoA)可有效区分2个地区中高温大曲,河套地区中高温大曲中糖多孢菌属(Saccharopolyspora)、葡萄球菌属(Staphylococcus)和高温放线菌属(Thermoactinomyces)等优势细菌属(相对丰度>1.0%)相对丰度极显著高于鹰潭地区(P<0.01),而芽孢杆菌属(Bacillus)、水杆状菌属(Aquabacterium)和不动杆菌属(Acinetobacter)等极显著低于鹰潭地区(P<0.01)。LEfSe结果表明,2个地区中高温大曲差异菌群为芽孢杆菌属和糖多孢菌属(LDA值>4.0,P<0.01)。河套地区中高温大曲在代谢、信息存储和加工以及细胞过程和信号传导基因功能表达量均极显著低于鹰潭地区大曲(P<0.01)。综上,2个地区的中高温大曲细菌类群存在一定差异。 展开更多
关键词 不同地区 中高温大曲 细菌菌群多样性 功能预测 线性判别分析效应大小
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An improved theoretical procedure for the pore-size analysis of activated carbon by gas adsorption 被引量:3
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作者 Guodong Wang Jianchun Jiang +1 位作者 Kang Sun Jianzhong Wu 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2018年第3期551-559,共9页
Amorphous carbon materials play a vital role in adsorbed natural gas(ANG) storage. One of the key issues in the more prevalent use of ANG is the limited adsorption capacity, which is primarily determined by the porosi... Amorphous carbon materials play a vital role in adsorbed natural gas(ANG) storage. One of the key issues in the more prevalent use of ANG is the limited adsorption capacity, which is primarily determined by the porosity and surface characteristics of porous materials. To identify suitable adsorbents, we need a reliable computational tool for pore characterization and, subsequently, quantitative prediction of the adsorption behavior. Within the framework of adsorption integral equation(AIE), the pore-size distribution(PSD) is sensitive to the adopted theoretical models and numerical algorithms through isotherm fitting. In recent years, the classical density functional theory(DFT) has emerged as a common choice to describe adsorption isotherms for AIE kernel construction. However,rarely considered is the accuracy of the mean-field approximation(MFA) commonly used in commercial software. In this work, we calibrate four versions of DFT methods with grand canonical Monte Carlo(GCMC) molecular simulation for the adsorption of CH_4 and CO_2 gas in slit pores at 298 K with the pore width varying from 0.65 to 5.00 nm and pressure from 0.2 to 2.0 MPa. It is found that a weighted-density approximation proposed by Yu(WDA-Yu) is more accurate than MFA and other non-local DFT methods. In combination with the trapezoid discretization of AIE, the WDA-Yu method provides a faithful representation of experimental data, with the accuracy and stability improved by 90.0% and 91.2%, respectively, in comparison with the corresponding results from MFA for fitting CO_2 isotherms. In particular, those distributions in the feature pore width range(FPWR)are proved more representative for the pore-size analysis. The new theoretical procedure for pore characterization has also been tested with the methane adsorption capacity in seven activated carbon samples. 展开更多
关键词 Non-local density functional theory Amorphous porous materials Pore size characterization Gas adsorption Adsorption integral equation
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Synergistically regulating pore size and functionality in Zr-MOF membrane for precise ion sieving
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作者 Zhixu Chen Binyu Mo +5 位作者 Xufan Zhou Lianhao Li Wenqi Ji Guozhen Liu Gongping Liu Wanqin Jin 《Science China Chemistry》 2025年第12期6483-6492,共10页
Featuring excellent chemical stability and tunable pore aperture,zirconium-based metal-organic framework(Zr-MOF) represented by UiO-66 is promising for liquid molecular separation.Nevertheless,it is challenging to ach... Featuring excellent chemical stability and tunable pore aperture,zirconium-based metal-organic framework(Zr-MOF) represented by UiO-66 is promising for liquid molecular separation.Nevertheless,it is challenging to achieve high ion separation performance in UiO-66 membrane owing to the non-ideal pore environment.Here,we present a ligand engineering strategy to synergistically regulate pore size and functionality in Zr-MOF membrane for mono-/di-valent ions separation.This is achieved by positioning the amino group(–NH_(2)) in the ligand of the UiO-66 framework.The influences of amino groups on the lattice defects and pore functionality,as well as the ion separation performance of MOF membranes,were investigated systematically.Benefiting the properly narrowed pore size and enhanced repulsive force towards divalent ions,the optimized Zr-MOF membrane displayed excellent mono-/di-valent ions separation performance with monovalent ions permeation rate of0.36–0.55 mol m^(-2)h^(-1)and mono-/di-valent ions selectivities of 64–98,far beyond the separation performance of state-of-thearts membranes.This work provides a facile approach to precisely construct a nanosized space in crystalline membranes for molecular separation,energy conversion,and storage. 展开更多
关键词 Zr-MOF membrane ligand engineering pore size and functionality ions separation
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Resolution Increase and Noise Removal in Particle Size Distribution Measurement with Shifrin Transform 被引量:1
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作者 韩月 杨宗苓 +4 位作者 乔星 钱鹏 袁银男 丁思红 戴兵 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2015年第4期446-451,共6页
Based on the laser diffraction and Shifrin transform,the measurement method of particle size distribution has been improved extensively.While in real measurements,some noise peaks exist in the inversion data and are e... Based on the laser diffraction and Shifrin transform,the measurement method of particle size distribution has been improved extensively.While in real measurements,some noise peaks exist in the inversion data and are easily to be misread as particle distribution peaks.The improved method used a truncation function as a filter is hard to distinguish adjacent peaks.Here,by introducing the bimodal resolution criterion,the filter function is optimized,and to a quasi truncation function with the optimized filter function is studied to achieve optimal bimodal resolution and to remove noise peaks.This new quasi truncation function fits multimode distribution very well.By combining the quasi truncation function with Shifrin transform,noise peaks are removed well and the adjacent peaks are distinguished clearly.Finally,laser diffraction experiments are conducted and the particle size distribution is analyzed by adoping the method.The results show that the quasi truncation function has better bimodal resolution than the truncation function.Generally,by combining the quasi truncation function with the Shifrin transform,in particle size distribution measurements with laser diffraction,the bimodal resolution is greatly increased and the noise is removed well.And the results can restore the original distribution perfectly.Therefore,the new method with combination of the quasi truncation function and the Shifrin transform provides a feasible and effective way to measure the multimode particle size distribution by laser diffraction. 展开更多
关键词 DIFFRACTION particle size distribution Shifrin transform quasi truncation function INVERSION
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Size Biased Lindley Distribution and Its Properties a Special Case of Weighted Distribution
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作者 Arooj Ayesha 《Applied Mathematics》 2017年第6期808-819,共12页
The purpose of this paper is to introduce a size biased Lindley distribution which is a special case of weighted distributions. Weighted distributions have practical significance where some types of biased occur in a ... The purpose of this paper is to introduce a size biased Lindley distribution which is a special case of weighted distributions. Weighted distributions have practical significance where some types of biased occur in a density function, i.e. probability is proportional to the size of the variate, that’s why the proposed version of size biased Lindley is designed for such situations more reasonably and more precisely. Principle properties of the density function are also discussed in this paper such as moments, measure of skewness, kurtosis, moment generating function, characteristics generating function, coefficient of variation, survival function and hazard function which are derived for understanding the structure of the proposed distribution more briefly. 展开更多
关键词 Lindley DISTRIBUTION WEIGHTED DISTRIBUTION size Biased SURVIVAL function HAZARD function
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Estimation Models for Software Functional Test Effort
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作者 Kamala Ramasubramani Jayakumar Alain Abran 《Journal of Software Engineering and Applications》 2017年第4期338-353,共16页
The International Software Benchmarking and Standards Group (ISBSG) data-base was used to build estimation models for estimating software functional test effort. The analysis of the data revealed three test productivi... The International Software Benchmarking and Standards Group (ISBSG) data-base was used to build estimation models for estimating software functional test effort. The analysis of the data revealed three test productivity patterns representing economies or diseconomies of scale and these patterns served as a basis for investigating the characteristics of the corresponding projects. Three groups of projects related to the three different productivity patterns, characterized by domain, team size, elapsed time and rigor of verification and validation carried out during development, were found to be statistically significant. Within each project group, the variations in test effort can be explained, in addition to functional size, by 1) the processes executed during development, and 2) the processes adopted for testing. Portfolios of estimation models were built using combinations of the three independent variables. Performance of the estimation models built using the function point method innovated by the Common Software Measurement International Consortium (COSMIC) known as COSMIC Function Points, and the one advocated by the International Function Point Users Group (IFPUG) known as IFPUG Function Points, were compared to evaluate the impact of these respective sizing methods on test effort estimation. 展开更多
关键词 COSMIC function POINTS Estimation functionAL SIZING Performance Measurement SOFTWARE Testing
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Size Effect on the Raman Spectra and Electronic Structure of the Glycine-alanine Oligopeptide Chains
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作者 余敏 孟耀勇 《Chinese Journal of Structural Chemistry》 SCIE CAS CSCD 2016年第8期1289-1296,共8页
A theoretical study on oligopeptide chains of glycine-alanine by density functional theory(DFT) is given in this paper. Raman spectra of the oligopeptide chains are examined. The geometric structures, frontier orbit... A theoretical study on oligopeptide chains of glycine-alanine by density functional theory(DFT) is given in this paper. Raman spectra of the oligopeptide chains are examined. The geometric structures, frontier orbital, energy gap, atomic charge distribution, density of states and chemical activity of the side chain are studied at the B3LYP/6-31G(d) level. Results show that, with the number of residues increasing, vibrations of typical functional groups present Raman frequency shift, and the energy gap is gradually reduced. The HOMO and LUMO focus on the amino and carboxyl at the ends of oligopeptides. It is helpful for oligopeptides to self-assemble into chains. In addition, different residues(glycine or alanine) at the ends of chains result in the even-odd effect of orbital energy in the growth process. The size effects of physical and chemical properties only exist when the oligopeptides are shorter, and the phenomenon disappeared as the chain continues to grow. 展开更多
关键词 density functional theory(DFT) Raman spectra electronic structure size effect glycine-alanine oligopeptide chains
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基于A-RRT^(*)算法的机械臂轨迹规划研究
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作者 杨瑞刚 王宇琦 +2 位作者 苗琦 史易烜 王南山 《组合机床与自动化加工技术》 北大核心 2025年第9期28-33,共6页
为了解决RRT^(*)(rapidly-exploring random tree star)算法在搜索过程中速度低下和冗余节点过多,路径代价等问题,在RRT^(*)算法的基础上提出一种A-RRT^(*)算法,A-RRT^(*)算法通过融合A^(*)算法中的代价函数和使用了动态步长策略有效缩... 为了解决RRT^(*)(rapidly-exploring random tree star)算法在搜索过程中速度低下和冗余节点过多,路径代价等问题,在RRT^(*)算法的基础上提出一种A-RRT^(*)算法,A-RRT^(*)算法通过融合A^(*)算法中的代价函数和使用了动态步长策略有效缩短了路径长度提升路径质量,改进剪枝策略减少了树搜索的冗余节点。根据算法在简单、复杂和密集环境下的仿真结果显示,在密集环境下A-RRT^(*)算法的无效冗余节点剪除94.29%、内存缩减了94.29%、搜索时间提高了96.28%、迭代次数缩减了91.49%、路径距离缩短了10.18%。为了防止生成的路径不平整而使机械臂在运行中造成损伤,利用了三次B样条对路径进行了优化,通过三维机械臂仿真也可得出优化后的路径更加平滑,减少了机械臂在运行过程中的关节波动,更有利于机械臂的运行,进一步验证了算法在机械臂运行中的有效性。 展开更多
关键词 轨迹规划 RRT^(*) 动态步长 代价函数
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多障碍环境下巡检机器人路径规划优化研究 被引量:4
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作者 乔道迹 张艳兵 《现代电子技术》 北大核心 2025年第1期130-134,共5页
针对大规模、密集的障碍物分布,高效地搜索最佳路径是一个挑战,为规划出更短的巡检路线,并实现多障碍环境下的灵活避障,文中提出一种多障碍环境下巡检机器人路径规划优化方法。使用二维矩阵构建巡检环境模型,应用D*算法在巡检环境模型... 针对大规模、密集的障碍物分布,高效地搜索最佳路径是一个挑战,为规划出更短的巡检路线,并实现多障碍环境下的灵活避障,文中提出一种多障碍环境下巡检机器人路径规划优化方法。使用二维矩阵构建巡检环境模型,应用D*算法在巡检环境模型中进行巡检机器人路径规划,并将传统D*算法中的扩展步长方式改变为自适应扩展步长,使机器人在面积较大的巡检场地能够更快地完成巡检;将代价函数由欧氏距离替换为切比雪夫诺距离和曼哈顿距离融合的代价函数,并引入了平滑度函数优化线路规划结果,使规划的路径更为平滑,在遇到由于多种原因产生的新障碍物时可以重新规划路径。通过实验结果可知,无论是静态地图还是动态地图,该方法均可以快速准确地规划出一条最佳路线,并且在多种环境中应用该方法能够高效获取路径规划结果。 展开更多
关键词 多障碍 巡检机器人 路径规划 D*算法 动态环境 扩展节点 代价函数 扩展步长
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Implicit geometry neural network for mesh generation
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作者 Ran XU Hongqiang LYU +4 位作者 Jian YU Chenyu BAO Hongfei WANG Yufei LIU Xuejun LIU 《Chinese Journal of Aeronautics》 2025年第4期91-111,共21页
The accuracy of numerical computation heavily relies on appropriate meshing,whichserves as the foundation for numerical computation.Although adaptive refinement methods areavailable,an adaptive numerical solution is l... The accuracy of numerical computation heavily relies on appropriate meshing,whichserves as the foundation for numerical computation.Although adaptive refinement methods areavailable,an adaptive numerical solution is likely to be ineffective if it originates from a poorly ini-tial mesh.Therefore,it is crucial to generate meshes that accurately capture the geometric features.As an indispensable input in meshing methods,the Mesh Size Function(MSF)determines the qual-ity of the generated mesh.However,the current generation of MSF involves human participation tospecify numerous parameters,leading to difficulties in practical usage.Considering the capacity ofmachine learning to reveal the latent relationships within data,this paper proposes a novel machinelearning method,Implicit Geometry Neural Network(IGNN),for automatic prediction of appro-priate MSFs based on the existing mesh data,enabling the generation of unstructured meshes thatalign precisely with geometric features.IGNN employs the generative adversarial theory to learnthe mapping between the implicit representation of the geometry(Signed Distance Function,SDF)and the corresponding MSF.Experimental results show that the proposed method is capableof automatically generating appropriate meshes and achieving comparable meshing results com-pared to traditional methods.This paper demonstrates the possibility of significantly decreasingthe workload of mesh generation using machine learning techniques,and it is expected to increasethe automation level of mesh generation. 展开更多
关键词 Mesh generation Implicit geometry Mesh size function Geometric features Generative adversarial learning
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Voltammetric Study of the Interaction between Melamine and DNA on a Carboxylic Acid-Functionalized Nano-Fe<sub>3</sub>O<sub>4</sub>Modified Electrode and Its Analytical Application for Melamine Determination in Liquid Milk Samples
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作者 Ke Chen Haoyu Shen +2 位作者 Zhejun Wang Amen Zhou Qinghua Xia 《American Journal of Analytical Chemistry》 2015年第4期263-273,共11页
Carboxylic acid-functionalized nano-sized magnetic composite polymers (COOH-NMPs) were synthesized and used for the preparation of the modified glassy carbon electrode, i.e., COOH-NMPs/GCE and DNA/COOH-NMPs/GCE. The e... Carboxylic acid-functionalized nano-sized magnetic composite polymers (COOH-NMPs) were synthesized and used for the preparation of the modified glassy carbon electrode, i.e., COOH-NMPs/GCE and DNA/COOH-NMPs/GCE. The electrochemical behaviors of melamine (MM) were investigated on COOH-NMPs/GCE by cyclic voltammetry (CV) in both cases of DNA in the solution and immobilized on the electrode surface. The electron transfer coefficient (a) and the rate constant (ks) kept unchanged in the absence and presence of DNA. Based on the electrochemical properties of the interaction of MM on the surface of the DNA/COOH-NMPs/GCE, a direct method for the determination of MM in liquid milk was established. The detection limit of this method was 2.0 ng·L﹣1, with average recoveries at 95.9% - 104.2% and RSD at 4.5% - 8.2%. The proposed method was provided to have a good accuracy, high stability and good reproducibility with a simple and environmental friendly process. 10 kinds of liquid milk samples bought from the market randomly were tested, and only 1 of them was found at relatively low level of MM residue with the amount of 0.12 ug·L﹣1. 展开更多
关键词 Carboxylic Acid-functionalized Nano-sized Magnetic Composite Polymers (NMPs) MELAMINE (MM) HERRING Sperm DNA (HS-DNA) Interaction Analytical Application Determination of MELAMINE
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Frequentist and Bayesian Sample Size Determination for Single-Arm Clinical Trials Based on a Binary Response Variable: A Shiny App to Implement Exact Methods
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作者 Susanna Gentile Valeria Sambucini 《Open Journal of Statistics》 2024年第1期90-105,共16页
Sample size determination typically relies on a power analysis based on a frequentist conditional approach. This latter can be seen as a particular case of the two-priors approach, which allows to build four distinct ... Sample size determination typically relies on a power analysis based on a frequentist conditional approach. This latter can be seen as a particular case of the two-priors approach, which allows to build four distinct power functions to select the optimal sample size. We revise this approach when the focus is on testing a single binomial proportion. We consider exact methods and introduce a conservative criterion to account for the typical non-monotonic behavior of the power functions, when dealing with discrete data. The main purpose of this paper is to present a Shiny App providing a user-friendly, interactive tool to apply these criteria. The app also provides specific tools to elicit the analysis and the design prior distributions, which are the core of the two-priors approach. 展开更多
关键词 Binomial Proportion Frequentist and Bayesian Power functions Exact Sample size Determination Shiny App Two-Priors Approach
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类别不均衡的少样本工业产品表观缺陷检测 被引量:1
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作者 王素琴 杜雨洁 +1 位作者 石敏 朱登明 《图学学报》 北大核心 2025年第3期568-577,共10页
通用的目标检测网络在缺陷样本数量较少、缺陷类别分布不均衡时,总体检测精度偏低,在缺陷样本稀少的尾部类别上检测精度更低。为此,提出了一种基于改进YOLOv8s的工业产品表观缺陷检测方法。通过在Neck网络使用幻影卷积(GSConv),降低网... 通用的目标检测网络在缺陷样本数量较少、缺陷类别分布不均衡时,总体检测精度偏低,在缺陷样本稀少的尾部类别上检测精度更低。为此,提出了一种基于改进YOLOv8s的工业产品表观缺陷检测方法。通过在Neck网络使用幻影卷积(GSConv),降低网络复杂度的同时增强网络非线性能力,以避免过拟合风险。利用聚合模块VoV-GSCSP进一步提取与融合不同层次特征,提升网络特征提取与融合能力。通过采用重加权损失函数以平衡不同类别样本的训练损失贡献,加大尾部类别样本的损失贡献占比,从而提高尾部类别缺陷的检测精度。相比基线模型,改进方法对针灸针表观缺陷检测精度mAP为93.3%,提高5.0%,样本最少的断针缺陷提升9.1%;药板表观缺陷检测精度mAP为91.4%,提高2.6%,样本最少的脏污缺陷提升3.2%。在样本较多且分布不均衡的钢材数据集上,整体缺陷检测精度mAP提高2.6%。实验表明,该改进方法在缺陷样本少且类别分布不均衡时,可有效提升工业产品表观缺陷总体检测精度,对样本稀少的尾部类别检测精度改善明显,泛化性良好。 展开更多
关键词 表观缺陷检测 少样本 类别不均衡 GSConv 重加权损失函数
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面向异步传感器缺失数据补全的自适应聚类算法研究
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作者 冯冬艳 张剑 《传感技术学报》 北大核心 2025年第9期1675-1680,共6页
基础的K-Means聚类算法存在易陷入局部最优的情况,导致自重聚类结果归一化互信息(NMI)较低。因此,提出面向异步传感器缺失数据补全的自适应聚类算法。将异步传感器数据流看作不断增长的多维元组数据项集合,设置滑动窗口模型,在窗口内进... 基础的K-Means聚类算法存在易陷入局部最优的情况,导致自重聚类结果归一化互信息(NMI)较低。因此,提出面向异步传感器缺失数据补全的自适应聚类算法。将异步传感器数据流看作不断增长的多维元组数据项集合,设置滑动窗口模型,在窗口内进行数据聚类处理;应用矩阵分解算法对存在缺失数据的异步传感器数据集进行学习,获取其数据子空间结构,并在该空间内计算数据之间的有效距离;考虑集群度与距离均衡,选取最优初始聚类簇中心;通过自适应果蝇算法优化后的K-Means聚类算法进行迭代计算,得到用于缺失数据补全的自适应聚类结果。结果表明:所提算法应用后的NMI分数保持在90以上,证明了其优越的聚类效果。 展开更多
关键词 异步传感器 自适应聚类 果蝇算法 子空间结构 簇中心 适应度函数 步长更新
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