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Reliability evaluation on CNC lathes based on the modified L-M method
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作者 于捷 石耀霖 +1 位作者 申桂香 贾亚洲 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2009年第5期665-668,共4页
Equivalent ways commonly used in engineering works are not effective to estimate the reliability of tandem system based on L-M method. One modified L-M method is an important means to estimate the reliability of CNC l... Equivalent ways commonly used in engineering works are not effective to estimate the reliability of tandem system based on L-M method. One modified L-M method is an important means to estimate the reliability of CNC lathes. A method of using two named confidence limits for the estimation is put forward. Fitting resuits of the sub-systems of CNC machine tools are estimated. And the scattered level of confidence limits facing the reliability matrix of sub-systems can be clearly seen. 展开更多
关键词 l-m method CNC lathes reliability evaluation confidence limits scattered level
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Improving the activity of waste concrete recycled powder by a mechanical-microwave combing method
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作者 Henan Shi Huajian Li +3 位作者 Liangshun Li Haoliang Dong Zhen Wang Wenxiao Ji 《Railway Sciences》 2025年第5期625-637,共13页
Purpose–The efficient utilization of recycled concrete powder(RCP)has attracted much attention.To break through the limitation of single activation technology of RCP,this study investigates the effects of a mechanica... Purpose–The efficient utilization of recycled concrete powder(RCP)has attracted much attention.To break through the limitation of single activation technology of RCP,this study investigates the effects of a mechanical-microwave method on the reactivity of RCP.Design/methodology/approach–The mechanical properties,hydration products,and pore structure of RCP-incorporated mortar were evaluated.Findings–The results demonstrate that the combined activation reduces the median particle size of RCP and induces a low-frequency shift in the Si-O-T FT-IR characteristic peaks,signifying depolymerization of the silicate network and formation of highly reactive broken bond sites.Concurrently,decreased Si2p and Al2p binding energies in XPS spectra confirm enhanced surface reactivity.The 28-day strength activity index(SAI)of RCP mortar improved from 65.7(untreated)to 82.2%under optimal activation conditions(90-min ball milling followed by 10-min microwave irradiation),outperforming solely mechanical activation by 3.6–6.1%.Furthermore,combined activation increased chemically bound water content from 22.8 to 33.7%,accompanied by a low-wavenumber shift in FT-IR peaks of hydration products.The total porosity of RCP mortar decreased from 17.2 to 14.6%,indicating a denser pore structure.Originality/value–This study explores the feasibility and potential mechanism of mechanical-microwave activation of RCP,aiming to provide valuable insights for the sustainable development of materials.Using activated RCP in cement-based materials reduces the demand for cement and substantially cuts carbon emissions,thereby making a critical contribution to the construction industry’s green and low-carbon transition. 展开更多
关键词 Recycled concrete powder Mechanical-microwave combing method Strength activity index Hydration products Microstructure
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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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Crushing evolution in pebble bed based on a novel method:a crushable DEM study
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作者 Jian Wang Ming‑Zhun Lei +4 位作者 Ming‑Zong Liu Qi‑Gang Wu Zi‑Cong Cai Kai‑Song Wang Hai‑Shun Deng 《Nuclear Science and Techniques》 2026年第1期212-224,共13页
In this paper,a novel method for investigating the particle-crushing behavior of breeding particles in a fusion blanket is proposed.The fractal theory and Weibull distribution are combined to establish a theoretical m... In this paper,a novel method for investigating the particle-crushing behavior of breeding particles in a fusion blanket is proposed.The fractal theory and Weibull distribution are combined to establish a theoretical model,and its validity was verified using a simple impact test.A crushable discrete element method(DEM)framework is built based on the previously established theoretical model.The tensile strength,which considers the fractal theory,size effect,and Weibull variation,was assigned to each generated particle.The assigned strength is then used for crush detection by comparing it with its maximum tensile stress.Mass conservation is ensured by inserting a series of sub-particles whose total mass was equal to the quality loss.Based on the crushable DEM framework,a numerical simulation of the crushing behavior of a pebble bed with hollow cylindrical geometry under a uniaxial compression test was performed.The results of this investigation showed that the particle withstands the external load by contact and sliding at the beginning of the compression process,and the results confirmed that crushing can be considered an important method of resisting the increasing external load.A relatively regular particle arrangement aids in resisting the load and reduces the occurrence of particle crushing.However,a limit exists to the promotion of resistance.When the strain increases beyond this limit,the distribution of the crushing position tends to be isotropic over the entire pebble bed.The theoretical model and crushable DEM framework provide a new method for exploring the pebble bed in a fusion reactor,considering particle crushing. 展开更多
关键词 Crushing behavior Granular material Discrete element method Pebble bed Fractal theory
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A Deep Reinforcement Learning-Based Partitioning Method for Power System Parallel Restoration
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作者 Changcheng Li Weimeng Chang +1 位作者 Dahai Zhang Jinghan He 《Energy Engineering》 2026年第1期243-264,共22页
Effective partitioning is crucial for enabling parallel restoration of power systems after blackouts.This paper proposes a novel partitioning method based on deep reinforcement learning.First,the partitioning decision... Effective partitioning is crucial for enabling parallel restoration of power systems after blackouts.This paper proposes a novel partitioning method based on deep reinforcement learning.First,the partitioning decision process is formulated as a Markov decision process(MDP)model to maximize the modularity.Corresponding key partitioning constraints on parallel restoration are considered.Second,based on the partitioning objective and constraints,the reward function of the partitioning MDP model is set by adopting a relative deviation normalization scheme to reduce mutual interference between the reward and penalty in the reward function.The soft bonus scaling mechanism is introduced to mitigate overestimation caused by abrupt jumps in the reward.Then,the deep Q network method is applied to solve the partitioning MDP model and generate partitioning schemes.Two experience replay buffers are employed to speed up the training process of the method.Finally,case studies on the IEEE 39-bus test system demonstrate that the proposed method can generate a high-modularity partitioning result that meets all key partitioning constraints,thereby improving the parallelism and reliability of the restoration process.Moreover,simulation results demonstrate that an appropriate discount factor is crucial for ensuring both the convergence speed and the stability of the partitioning training. 展开更多
关键词 Partitioning method parallel restoration deep reinforcement learning experience replay buffer partitioning modularity
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An improved open-top dynamic chambers method for measuring the exchange fluxes of N_(2)O,NO and NH_(3) from farmland
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作者 Minhang Tan Yining Hu +6 位作者 Yifei Song Zixuan Huang Yujing Mu Junfeng Liu Chenglong Zhang Pengfei Liu Yuanyuan Zhang 《Journal of Environmental Sciences》 2026年第1期535-545,共11页
The application of nitrogen fertilizers in agricultural fields can lead to the release of nitrogen-containing gases(NCGs),such as NO_(x),NH_(3) and N_(2)O,which can significantly impact regional atmospheric environmen... The application of nitrogen fertilizers in agricultural fields can lead to the release of nitrogen-containing gases(NCGs),such as NO_(x),NH_(3) and N_(2)O,which can significantly impact regional atmospheric environment and con-tribute to global climate change.However,there remain considerable research gaps in the accurate measurement of NCGs emissions from agricultural fields,hindering the development of effective emission reduction strategies.We improved an open-top dynamic chambers(OTDCs)system and evaluated the performance by comparing the measured and given fluxes of the NCGs.The results showed that the measured fluxes of NO,N_(2)O and NH_(3)were 1%,2%and 7%lower than the given fluxes,respectively.For the determination of NH_(3) concentration,we employed a stripping coil-ion chromatograph(SC-IC)analytical technique,which demonstrated an absorption efficiency for atmospheric NH_(3) exceeding 96.1%across sampling durations of 6 to 60 min.In the summer maize season,we utilized the OTDCs system to measure the exchange fluxes of NO,NH_(3),and N_(2)O from the soil in the North China Plain.Substantial emissions of NO,NH_(3) and N_(2)O were recorded following fertilization,with peaks of 107,309,1239 ng N/(m^(2)·s),respectively.Notably,significant NCGs emissions were observed following sus-tained heavy rainfall one month after fertilization,particularly with NH_(3) peak being 4.5 times higher than that observed immediately after fertilization.Our results demonstrate that the OTDCs system accurately reflects the emission characteristics of soil NCGs and meets the requirements for long-term and continuous flux observation. 展开更多
关键词 Open-top dynamic chambers Nitrogen-containing gases Soil emissions North China Plain method evaluation
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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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Precision and trueness of a method for determing antimony content in groundwater using hydride generation-atomic fluorescence spectrometry
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作者 Bing-bing Liu Lin Zhang Ke Li 《Journal of Groundwater Science and Engineering》 2026年第1期49-58,共10页
At present,there is currently a lack of unified standard methods for the determination of antimony content in groundwater in China.The precision and trueness of related detection technologies have not yet been systema... At present,there is currently a lack of unified standard methods for the determination of antimony content in groundwater in China.The precision and trueness of related detection technologies have not yet been systematically and quantitatively evaluated,which limits the effective implementation of environmental monitoring.In response to this key technical gap,this study aimed to establish a standardized method for determining antimony in groundwater using Hydride Generation–Atomic Fluorescence Spectrometry(HG-AFS).Ten laboratories participated in inter-laboratory collaborative tests,and the statistical analysis of the test data was carried out in strict accordance with the technical specifications of GB/T 6379.2—2004 and GB/T 6379.4—2006.The consistency and outliers of the data were tested by Mandel's h and k statistics,the Grubbs test and the Cochran test,and the outliers were removed to optimize the data,thereby significantly improving the reliability and accuracy.Based on the optimized data,parameters such as the repeatability limit(r),reproducibility limit(R),and method bias value(δ)were determined,and the trueness of the method was statistically evaluated.At the same time,precision-function relationships were established,and all results met the requirements.The results show that the lower the antimony content,the lower the repeatability limit(r)and reproducibility limit(R),indicating that the measurement error mainly originates from the detection limit of the method and instrument sensitivity.Therefore,improving the instrument sensitivity and reducing the detection limit are the keys to controlling the analytical error and improving precision.This study provides reliable data support and a solid technical foundation for the establishment and evaluation of standardized methods for the determination of antimony content in groundwater. 展开更多
关键词 Mandel's h and k statistics Grubbs test Cochran test Repeatability limit Reproducibility limit method bias value
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基于L-M神经网络的高温矿井进风井筒风温预测方法
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作者 韦家正 覃晓 《中国矿业》 北大核心 2025年第9期209-215,共7页
高温矿井进风井筒风温受多种因素共同影响,这些因素间存在复杂且动态的非线性关系,导致风温预测模型需具备实时更新和适应新数据源及条件的能力。然而,这种动态性变化增加了模型学习训练的难度,进而影响了预测结果的准确性。为解决这一... 高温矿井进风井筒风温受多种因素共同影响,这些因素间存在复杂且动态的非线性关系,导致风温预测模型需具备实时更新和适应新数据源及条件的能力。然而,这种动态性变化增加了模型学习训练的难度,进而影响了预测结果的准确性。为解决这一问题,提出基于L-M神经网络的高温矿井进风井筒风温预测方法。采用DEMATEL方法对这些复杂且动态的影响因素进行筛选和确定,以确保所选指标能够准确反映矿井环境对风温的影响。基于筛选出的输入指标,构建井筒风温预测模型。为进一步提升模型的学习与拟合能力,应用L-M算法对神经网络进行优化。实验结果显示,该预测方法的最大预测误差不超过2℃,拟合系数稳定在0.95左右,充分证明了该方法在高温矿井进风井筒风温预测中的准确性和可靠性。与其他传统预测方法相比,该方法不仅显著提高了预测精度,还为矿井通风管理提供了更为可靠和科学的决策依据。因此,基于L-M神经网络的高温矿井进风井筒风温预测方法为实现精确的风温预测提供了一种有效且实用的手段。 展开更多
关键词 l-m算法 神经网络 输入指标 进风井筒 风温预测
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基于现场运行数据和L-M神经网络算法的滤波器场断路器合闸动作时间预测方法
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作者 王永兴 张一帆 +2 位作者 倪辉 张立岩 黄智慧 《高电压技术》 北大核心 2025年第11期5481-5491,共11页
目前800 kV滤波器场断路器动作时间分散性较大,为了提升其选相合闸的效果以及减小合闸涌流对断路器内部电气元件的损害,基于现场运行数据,提出了基于L-M神经网络的断路器合闸时间预测方法,综合考虑温度和间歇时间的影响对断路器合闸时... 目前800 kV滤波器场断路器动作时间分散性较大,为了提升其选相合闸的效果以及减小合闸涌流对断路器内部电气元件的损害,基于现场运行数据,提出了基于L-M神经网络的断路器合闸时间预测方法,综合考虑温度和间歇时间的影响对断路器合闸时间进行预测,在对现场运行数据处理和分类后,组建了断路器动作时间数据库。通过对训练组数据进行学习,建立了合闸时间预测模型,并通过验证集数据得到的误差结果进行了算法的有效性分析。同时采用支持向量机算法与L-M神经网络算法进行对比,L-M神经网络算法最终得到的合闸时间预测误差都优于支持向量机算法预测的合闸时间误差。结果表明,L-M神经网络算法提高了单台断路器的预测算法精度,满足选相合闸精度的要求。 展开更多
关键词 选相合闸 滤波器场断路器 动作时间预测 l-m神经网络 间歇时间
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Wall-modeling for large-eddy simulation of flows around an axisymmetric body using the diffuse-interface immersed boundary method 被引量:10
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作者 Beiji SHI Xiaolei YANG +2 位作者 Guodong JIN Guowei HE Shizhao WANG 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2019年第3期305-320,共16页
A novel method is proposed to combine the wall-modeled large-eddy simulation(LES) with the diffuse-interface direct-forcing immersed boundary(IB) method.The new developments in this method include:(i) the momentum equ... A novel method is proposed to combine the wall-modeled large-eddy simulation(LES) with the diffuse-interface direct-forcing immersed boundary(IB) method.The new developments in this method include:(i) the momentum equation is integrated along the wall-normal direction to link the tangential component of the effective body force for the IB method to the wall shear stress predicted by the wall model;(ii) a set of Lagrangian points near the wall are introduced to compute the normal component of the effective body force for the IB method by reconstructing the normal component of the velocity. This novel method will be a classical direct-forcing IB method if the grid is fine enough to resolve the flow near the wall. The method is used to simulate the flows around the DARPA SUBOFF model. The results obtained are well comparable to the measured experimental data and wall-resolved LES results. 展开更多
关键词 WALL model large-eddy simulation(LES) immersed boundary(IB)method diffuse-interface
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Influence of different solution methods on microstructure, precipitation behavior and mechanical properties of Al-Mg-Si alloy 被引量:9
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作者 Guan-jun GAO Chen HE +3 位作者 Yong LI Jia-dong LI Zhao-dong WANG R. D. K. MISRA 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2018年第5期839-847,共9页
The effects of different solution methods on microstructure, mechanical properties and precipitation behavior of Al-Mg-Si alloy were investigated by scanning electron microscope, transmission electron microscope, tens... The effects of different solution methods on microstructure, mechanical properties and precipitation behavior of Al-Mg-Si alloy were investigated by scanning electron microscope, transmission electron microscope, tensile test, and differential scanning calorimetry. The results revealed that the recrystallized grains of the alloy after the solution treatment with hot air became smaller and more uniform, compared with solution treatment with electrical resistance. The texture of the alloy after two solution treatment methods was different. More rotated cube components were formed through solution treatment with electrical resistance, which was better for improving the drawability of the alloy. The strength of the alloy under the solution treatment with hot air was higher before stamping, because of the small uniform grains and many clusters in the matrix. The alloy solution treated with hot air also possessed good bake hardenability, because the transformation occurred on more clusters in the matrix. 展开更多
关键词 Al-mg-Si alloy solution method recrystallization grain TEXTURE mechanical property precipitation activation energy
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Application of material-mesh algebraic collapsing acceleration technique in method of characteristics——based neutron transport code 被引量:5
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作者 Ming Dai Mao-Song Cheng 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2021年第8期95-109,共15页
The algebraic collapsing acceleration(ACA)technique maximizes the use of geometric flexibility of the method of characteristics(MOC).The spatial grids for loworder ACA are the same as the high-order transport,which ma... The algebraic collapsing acceleration(ACA)technique maximizes the use of geometric flexibility of the method of characteristics(MOC).The spatial grids for loworder ACA are the same as the high-order transport,which makes the numerical solution of ACA equations costly,especially for large-size problems.To speed-up the MOC transport iterations effectively for general geometry,a coarse-mesh ACA method that involves selectively merging fine-mesh cells with identical materials,called material-mesh ACA(MMACA),is presented.The energy group batching(EGB)strategy in the tracing process is proposed to increase the parallel efficiency for microscopic crosssection problems.Microscopic and macroscopic crosssection benchmark problems are used to validate and analyse the accuracy and efficiency of the MMACA method.The maximum errors in the multiplication factor and pin power distributions are from the VERA-4 B-2 D case with silver-indium-cadmium(AIC)control rods inserted and are 104 pcm and 1.97%,respectively.Compared with the single-thread ACA solution,the maximum speed-up ratio reached 25 on 12 CPU cores for microscopic cross-section VERA-4-2 D problem.For the C5 G7-2 D and LRA-2 D benchmarks,the MMACA method can reduce the computation time by approximately one half.The present work proposes the MMACA method and demonstrates its ability to effectively accelerate MOC transport iterations. 展开更多
关键词 Algebraic collapsing acceleration Material-mesh ACA method of characteristics OPENMP Arbitrary geometry
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Coupled Shell-Material Point Method for Bird Strike Simulation 被引量:1
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作者 Bo Wu Zhenpeng Chen +2 位作者 Xiong Zhang Yan Liu Yanping Lian 《Acta Mechanica Solida Sinica》 SCIE EI CSCD 2018年第1期1-18,共18页
In a bird strike, the bird undergoes large deformation like flows; while most part of the structure is in small deformation, the region near the impact point may experience large deformations, even fail. This paper de... In a bird strike, the bird undergoes large deformation like flows; while most part of the structure is in small deformation, the region near the impact point may experience large deformations, even fail. This paper develops a coupled shell-material point method (CSMPM) for bird strike simulation, in which the bird is modeled by the material point method (MPM) and the aircraft structure is modeled by the Belytschko-Lin-Tsay shell element. The interaction between the bird and the structure is handled by a particle-to-surface contact algorithm. The distorted and failed shell elements will be eroded if a certain criterion is reached. The proposed CSMPM takes full advantages of both the finite element method and the MPM for bird strike simulation and is validated by several numerical examples. 展开更多
关键词 Bird strike simulation Material point method Shell element COUPLING Adaptiveconversion
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Numerical and experimental study of twin-fluid two-phase internal-mixing atomizer to develop maximum entropy method 被引量:4
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作者 Alireza MOHAMMADI Fathollah OMMI 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2020年第9期2281-2294,共14页
This paper presents an analytical, numerical, and experimental study on atomization characteristics and droplet distribution of a twin-fluid two-phase internal mixing atomizer to develop a Maximum Entropy Method(MEM).... This paper presents an analytical, numerical, and experimental study on atomization characteristics and droplet distribution of a twin-fluid two-phase internal mixing atomizer to develop a Maximum Entropy Method(MEM). A two-phase Eulerian-Lagrangian method is utilized for atomization modeling of the inside and outside atomizer. In order to modify energy and momentum sources in the MEM, parametric studies are performed, and experimental tests are carried out to verify the results by applying the shadowgraph method. An advanced test stand is developed to prepare a wide range of changes in atomization characteristics and mixing ratios. A high degree of consistency is found between numerical results from the developed MEM and experimental tests with different gas-phase pressures and liquid flow rates. The droplet diameter and velocity distribution are reviewed based on various Weber numbers, sources of energy, and momentum. Turbulence modeling assists to estimate the breakup length and time scale precisely in the developed MEM, and distribution ranges with mean values are achieved. With reference to a strong correlation between upstream turbulence flow and the developed MEM verified by experimental tests, an ideal droplet size and velocity distribution prediction is observed. 展开更多
关键词 ATOMIZATION Droplet distribution Internal-mixing atomizer Maximum entropy method Shadowgraph technique Test stand
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PESEDOSPECTRAL-MULTIWAVELET-GALERKIN METHOD FOR ADVECTION-DIFFUSION PROBLEM WITH COMPLEX BOUNDARY
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作者 WuBoying WangLi FengGuotai 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2004年第1期16-19,共4页
The element of pesedospectral-multiwavelet-Galerkin method, and how tocombine it with penalty method for treating boundary conditions are given. Multiwavelet bases don'toverlap on the given scale, and possess the ... The element of pesedospectral-multiwavelet-Galerkin method, and how tocombine it with penalty method for treating boundary conditions are given. Multiwavelet bases don'toverlap on the given scale, and possess the same compact set in a group of several functions, sothey can be directly used to the numerical discretion on the finite interval. Numerical tests showthat general boundary conditions can be enforced with the penalty method, and thatpesedospectral-multiwavelet-Galerkin method can well track the solutions' development. This alsoproves that pesedospectral-multiwavelet-Galerkin method is effective. 展开更多
关键词 Multiwavelet's multiresolution analysis Advection-diffusion equations Semigroup method Penalty method Pesedospectral-multiwavelet-Galerkin method
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基于L-M神经网络算法的断路器合闸动作时间在线估测方法
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作者 戴龙成 倪辉 +4 位作者 张一帆 黄智慧 董恩源 于家英 窦俊廷 《广东电力》 北大核心 2025年第11期67-74,共8页
针对发生预击穿时,断路器合闸动作时间难以准确测量的问题,提出一种基于辅助开关动作时间估测断路器合闸动作时间的原理。对现场运行断路器动作数据进行分析,结果表明辅助开关动作时间与断路器合闸动作时间有很强的相关性,可以用一次线... 针对发生预击穿时,断路器合闸动作时间难以准确测量的问题,提出一种基于辅助开关动作时间估测断路器合闸动作时间的原理。对现场运行断路器动作数据进行分析,结果表明辅助开关动作时间与断路器合闸动作时间有很强的相关性,可以用一次线性方程来表示二者之间的关系。提出基于L-M神经网络算法的辅助开关动作时间预测方法,利用现场运行数据,进行模型训练,得到辅助开关动作时间和环境温度等参数之间的预测模型。仿真结果表明,预测模型对辅助开关的预测精度误差在±0.43 ms以内,满足选相合闸要求。所提断路器合闸动作时间预测方法,可以在线准确估测断路器合闸动作时间,为提高选相合闸的精度提供理论和技术支持。 展开更多
关键词 选相合闸 合闸动作时间预测 l-m神经网络 辅助开关 现场运行数据
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基于改进VMD和L-M神经网络的局部放电信号去噪 被引量:1
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作者 袁莎莎 李梦莹 +3 位作者 戴莹莹 江超 杨传凯 薛亮 《计算机应用与软件》 北大核心 2025年第2期323-329,373,共8页
为有效去除局部放电信号中的噪声干扰,提出改进VMD(Variational Mode Decomposition)算法和L-M神经网络的去噪方法。利用噪声预处理结合分解能量误差自适应地确定VMD算法的最优模态分解层数;引入正态分布直方图区分局部放电信号和窄带... 为有效去除局部放电信号中的噪声干扰,提出改进VMD(Variational Mode Decomposition)算法和L-M神经网络的去噪方法。利用噪声预处理结合分解能量误差自适应地确定VMD算法的最优模态分解层数;引入正态分布直方图区分局部放电信号和窄带干扰信号,重构局部放电信号;利用L-M神经网络对残留白噪声进行拟合滤除。所提方法对仿真和实测信号进行去噪处理,并与传统去噪方法对比。结果表明,所提方法的去噪评估指标更明显,对噪声干扰的去除效果更优。 展开更多
关键词 局部放电 VMD算法 l-m神经网络 窄带干扰 白噪声
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Modelling of Wage and Income Distributions Using the Method of L-Moments 被引量:1
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作者 Diana Bilkova 《Journal of Mathematics and System Science》 2012年第1期13-19,共7页
Commonly used statistical procedure to describe the observed statistical sets is to use their conventional moments or cumulants. When choosing an appropriate parametric distribution for the data set is typically that ... Commonly used statistical procedure to describe the observed statistical sets is to use their conventional moments or cumulants. When choosing an appropriate parametric distribution for the data set is typically that parameters of a parametric distribution are estimated using the moment method of creating a system of equations in which the sample conventional moments lay in the equality of the corresponding moments of the theoretical distribution. However, the moment method of parameter estimation is not always convenient, especially for small samples. An alternative approach is based on the use of other characteristics, which the author calls L-moments. L-moments are analogous to conventional moments, but they are based on linear combinations of order statistics, i.e., L-statistics. Using L-moments is theoretically preferable to the conventional moments and consists in the fact that L-moments characterize a wider range of distribution. When estimating from sample L-moments, L-moments are more robust to the presence of outliers in the data. Experience also shows that, compared to conventional moments, L-moments are less prone to bias of estimation. Parameter estimates obtained using L-moments are mainly in the case of small samples often even more accurate than estimates of parameters made by maximum likelihood method. Using the method of L-moments in the case of small data sets from the meteorology is primarily known in statistical literature. This paper deals with the use of L-moments in the case for large data sets of income distribution (individual data) and wage distribution (data are ordered to form of interval frequency distribution of extreme open intervals). This paper also presents a comparison of the accuracy of the method of L-moments with an accuracy of other methods of point estimation of parameters of parametric probability distribution in the case of large data sets of individual data and data ordered to form of interval frequency distribution. 展开更多
关键词 l-mOMENTS method of l-moments of parameter estimation lognormal distribution wage distribution income distribution.
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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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