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Subdomain Model for Predicting Armature Reaction Field of Dual-Stator Consequent-Pole PM Machines Accounting for Tooth-Tips 被引量:5
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作者 Minchen Zhu Lijian Wu +1 位作者 Youtong Fang Thierry Lubin 《CES Transactions on Electrical Machines and Systems》 CSCD 2019年第2期143-150,共8页
This paper presents an exact analytical subdomain model of dual-stator consequent-pole permanent-magnet(DSCPPM)machines accounting for tooth-tips,which can accurately predict the armature reaction field distribution i... This paper presents an exact analytical subdomain model of dual-stator consequent-pole permanent-magnet(DSCPPM)machines accounting for tooth-tips,which can accurately predict the armature reaction field distribution in DSCPPM machines.In the proposed subdomain model,the field domain is composed of four types of sub-regions,viz.magnets,outer/inner air gaps,slots and slot openings.The analytical expressions of vector potential in each sub-region are determined by boundary and interface conditions.In comparison to the analytically predicted results,the corresponding flux density field distributions computed by finite element(FE)method are analyzed,which confirms the excellent accuracy of the developed subdomain model. 展开更多
关键词 Analytical model rmature reaction consequent-pole dual-stator permanent-magnet machines subdomain model.
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ON ALGEBROID FUNCTIONS IN A SUBDOMAIN OF THE COMPLEX PLANE 被引量:1
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作者 余军扬 《Acta Mathematica Scientia》 SCIE CSCD 1998年第4期394-398,共5页
This paper discusses some basic properties of algebroid functions in a subdomain of the complex plane and some similar results (to those in the whole complex plane) and a new situation are showed.
关键词 algebroid function subdomain function element analytic continuation
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Electromagnetic Performance Prediction for the Symmetrical Dual Three-phase Surface-mounted PMSM under Open-phase Faults Based on Accurate Subdomain Model 被引量:1
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作者 Zhe Liang Deliang Liang +1 位作者 Peng Kou Shaofeng Jia 《CES Transactions on Electrical Machines and Systems》 CSCD 2022年第4期422-437,共16页
The paper presents an accurate analytical subdomain model for predicting the electromagnetic performance in the symmetrical dual three-phase surface-mounted permanent magnet synchronous machine(PMSM)under open-phase f... The paper presents an accurate analytical subdomain model for predicting the electromagnetic performance in the symmetrical dual three-phase surface-mounted permanent magnet synchronous machine(PMSM)under open-phase faulty conditions.The model derivations are extended from previous accurate subdomain models accounting for slotting effects.Compared with most conventional subdomain models for traditional three-phase machines with nonoverlapping winding arrangement,the subdomain model proposed in this paper applied for the 24-slot/4-pole dual three-phase machine with symmetrical overlapping winding arrangement.In order to investigate the postfault electromagnetic performance,the reconfigured phase currents and then current density distribution in stator slots under different open-circuit conditions are discussed.According to the developed model and postfault current density distribution,the steady-state electromagnetic performance,such as the electromagnetic torque and unbalanced magnetic force,under open-circuit faulty conditions are obtained.For validation purposes,finite element analysis(FEA)is employed to validate the analytical results.The result indicate that the postfault electromagnet performance can be accurately predicted by the proposed subdomain model,which is in good agreement with FEA results. 展开更多
关键词 Dual three-phase Permanent magnet synchronous machine subdomain model Electromagnetic torque Unbalanced magnetic force Open-phase fault
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Adaptive subdomain integration method for representing complex localized geometry in ANCF
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作者 Gang He Kang Gao +2 位作者 Zuqing Yu Jun Jiang Qian Li 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2022年第3期149-162,I0004,共15页
In this work,we propose incorporating the finite cell method(FCM)into the absolute nodal coordinate formulation(ANCF)to improve the efficiency and robustness of ANCF elements in simulating structures with complex loca... In this work,we propose incorporating the finite cell method(FCM)into the absolute nodal coordinate formulation(ANCF)to improve the efficiency and robustness of ANCF elements in simulating structures with complex local features.In addition,an adaptive subdomain integration method based on a triangulation technique is devised to avoid excessive subdivisions,largely reducing the computational cost.Numerical examples demonstrate the effectiveness of the proposed method in large deformation,large rotation and dynamics simulation. 展开更多
关键词 Adaptive subdomain integration Finite cell method Triangulation meshing Absolute nodal coordinate formulation Localized geometry
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An Efficient Particle Subdomain Quadrature Scheme for the Material Point Method
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作者 Zheng Sun Xiaornin Zhou 《Acta Mechanica Solida Sinica》 SCIE EI CSCD 2021年第2期274-285,共12页
The material point method(MPM)has been proved to be an effective numerical method for large deformation problems.However,the MPM suffers from the cell crossing error as that the material particles are used to represen... The material point method(MPM)has been proved to be an effective numerical method for large deformation problems.However,the MPM suffers from the cell crossing error as that the material particles are used to represent the deformed material and to perform the particle quadrature.In this paper,an efficient subdomain quadrature material point method(sqMPM)is proposed to eliminate the cell crossing error efficiently.The particle domain is approximated to be the line segment,rectangle,and cuboid for the one-,two-,and three-dimensional problems,respectively,which are divided into several different subdomains based on the topological relationship between the particle domain and background grid.A single Gauss quadrature point is placed at the center of each subdomain and used for the information mapping.The material quantities of each Gauss quadrature point are determined by the corresponding material particle and the subdomain volume without the cumbersome reconstruction algorithm.Numerical examples for one-,two-,and three-dimensional large deformation problems demonstrate the effectiveness and highly enhanced convergence and efficiency of the proposed sqMPM. 展开更多
关键词 Material point method Cell crossing error subdomain quadrature Large deformation
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Time-Spectral Solution of Initial-Value Problems—Subdomain Approach
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作者 Jan Scheffel Ahmed A. Mirza 《American Journal of Computational Mathematics》 2012年第2期72-81,共10页
Temporal and spatial subdomain techniques are proposed for a time-spectral method for solution of initial-value problems. The spectral method, called the generalised weighted residual method (GWRM), is a generalisatio... Temporal and spatial subdomain techniques are proposed for a time-spectral method for solution of initial-value problems. The spectral method, called the generalised weighted residual method (GWRM), is a generalisation of weighted residual methods to the time and parameter domains [1]. A semi-analytical Chebyshev polynomial ansatz is employed, and the problem reduces to determine the coefficients of the ansatz from linear or nonlinear algebraic systems of equations. In order to avoid large memory storage and computational cost, it is preferable to subdivide the temporal and spatial domains into subdomains. Methods and examples of this article demonstrate how this can be achieved. 展开更多
关键词 Initial-Value Problem Multiple TIME Scales Time-Spectral SPECTRAL METHOD WEIGHTED RESIDUAL METHOD subdomains Domain Decomposition
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Uniform Hölder Bounds for Competition Systems with Strong Interaction on a Subdomain
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作者 Jiahao Ni Shan Zhang 《Journal of Applied Mathematics and Physics》 2023年第6期1525-1540,共16页
We prove the uniform Hölder bounds of solutions to a singularly perturbed elliptic system arising in competing models in population dynamics. In this system, two species compete to some extent throughout the whol... We prove the uniform Hölder bounds of solutions to a singularly perturbed elliptic system arising in competing models in population dynamics. In this system, two species compete to some extent throughout the whole domain but compete strongly on a subdomain. The proof relies upon the blow up technique and the monotonicity formula by Alt, Caffarelli and Friedman. 展开更多
关键词 Singularly Perturbation subdomain Free Boundary Problem Liouville Type Theorem
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Role of autoantibodies against the linker subdomains of envoplakin and periplakin in the pathogenesis of paraneoplastic pemphigus 被引量:3
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作者 LI Jing BU Ding-fang HUANG Yong-chu ZHU Xue-jun 《Chinese Medical Journal》 SCIE CAS CSCD 2009年第5期486-495,共10页
Background The presence of autoantibodies against multiple epidermal proteins is an important feature in paraneoplastic pemphigus (PNP). Circulating anti-desmoglein 3 autoantibody, the major pathogenic autoantibody ... Background The presence of autoantibodies against multiple epidermal proteins is an important feature in paraneoplastic pemphigus (PNP). Circulating anti-desmoglein 3 autoantibody, the major pathogenic autoantibody in pemphigus vulgaris (PV), has been proved pathogenic in PNP. Because of many clinical differences between PNP and PV, we speculate about the involvement of other autoantibodies in the pathogenesis of PNP. Envoplakin (EPL) and periplakin (PPL) are recognized by most PNP sera. Their linker subdomains are highly homologous and necessary for the association of intermediate filaments. Methods We characterized the autoantibodies against the linker subdomains of EPL and PPL in PNP patients' sera and their associated tumors by enzyme-linked immunosorbent assay (ELISA) and immunofluorence. We also applied the purified autoantibodies against EPL and PPL from PNP sera to cultured human epidermal keratinocytes (HEK), to evaluate the changes of cell-cell adhesion. Results Autoantibodies against EPL and PPL were detected in most PNP patients by ELISA, and the decrease of these autoantibodies after removal of the tumors was roughly comparable to the improvement of clinical symptoms. Cultured tumor cells from PNP patients secreted these autoantibodies. Specific immunoglobulin receptors for EPL and PPL were found on B lymphocytes in tumors from PNP. Furthermore, purified anti-EPL and anti-PPL autoantibodies from PNP sera were capable of dissociating cultured human epidermal keratinocytes. Conclusion Autoantibodies against EPL and PPL may also be pathogenic in PNP. 展开更多
关键词 envoplakin periplakin linker subdomain paraneoplastic pemphigus PATHOGENESIS
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An adaptive scaled boundary finite element method by subdividing subdomains for elastodynamic problems 被引量:4
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作者 ZHANG ZiHua YANG ZhenJun +1 位作者 LIU GuoHua HU YunJin 《Science China(Technological Sciences)》 SCIE EI CAS 2011年第S1期101-110,共10页
The scaled boundary finite element method(SBFEM)is a semi-analytical numerical method,which models an analysis domain by a small number of large-sized subdomains and discretises subdomain boundaries only.In a subdomai... The scaled boundary finite element method(SBFEM)is a semi-analytical numerical method,which models an analysis domain by a small number of large-sized subdomains and discretises subdomain boundaries only.In a subdomain,all fields of state variables including displacement,stress,velocity and acceleration are semi-analytical,and the kinetic energy,strain energy and energy error are all integrated semi-analytically.These advantages are taken in this study to develop a posteriori h-hierarchical adaptive SBFEM for transient elastodynamic problems using a mesh refinement procedure which subdivides subdomains.Because only a small number of subdomains are subdivided,mesh refinement is very simple and efficient,and mesh mapping to transfer state variables from an old mesh to a new one is also very simple but accurate.Two 2D examples with stress wave propagation were modelled.The results show that the developed method is capable of capturing propagation of steep stress regions and calculating accurate dynamic responses,using only a fraction of degrees of freedom required by adaptive finite element method. 展开更多
关键词 scaled boundary finite element method subdivision of subdomains h-hierarchical adaptivity mesh mapping transient elastodynamics
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覆铜实心转子感应电机二维磁场解析及等效电路参数计算
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作者 朱利伟 邓智泉 +1 位作者 王澳华 高志国 《电工技术学报》 北大核心 2026年第6期1907-1921,共15页
覆铜实心转子感应电机的转子磁场分布复杂,采用传统集总参数磁路分析法无法展示电机内的磁场分布,也难以考虑转差率对等效电路参数的影响。对此,该文以求解覆铜实心转子内电磁场为目标,使用柱坐标下的子域解析法,充分考虑定子开槽、槽... 覆铜实心转子感应电机的转子磁场分布复杂,采用传统集总参数磁路分析法无法展示电机内的磁场分布,也难以考虑转差率对等效电路参数的影响。对此,该文以求解覆铜实心转子内电磁场为目标,使用柱坐标下的子域解析法,充分考虑定子开槽、槽口形状对电磁场的影响,对气隙、转子铜层和转子铁心电磁场进行解析计算,并通过二维涡流场有限元进行验证。相比有限元法,解析法选择适当的谐波次数能够大幅缩短计算时间。针对覆铜实心转子感应电机,对比分析了子域解析法与传统波阻抗法的等效电路模型及其输入阻抗参数与输出特性。结果表明,相较于传统波阻抗法,子域解析法在不同转差率条件下均与有限元计算结果具有更高的一致性。 展开更多
关键词 覆铜实心转子感应电机 子域解析法 电磁场分布 波阻抗法 等效电路
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RAPID EXACT CONTROLLABILITY OF THE WAVE EQUATION BY CONTROLS DISTRIBUTED ON A TIME-VARIANT SUBDOMAIN 被引量:1
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作者 LIUKANGSHENG YONGJIONGMIN 《Chinese Annals of Mathematics,Series B》 SCIE CSCD 1999年第1期65-76,共12页
Consider the wave equation with distributed controls supported on a subdomain, calledcontrol subdomain, which is allowed to be variant in time. For any prescribed time duration,the authors work out a scheme for changi... Consider the wave equation with distributed controls supported on a subdomain, calledcontrol subdomain, which is allowed to be variant in time. For any prescribed time duration,the authors work out a scheme for changing the control subdomain such that the wave equationis exactly controllable on this time duration, where the control subdomain at any time is allowedto have arbitrarily small measure and relatively simple shape. 展开更多
关键词 Rapid exact controllability Wave equation Control subdomain Unique continuation
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SPLITTING A CONCAVE DOMAIN TO CONVEX SUBDOMAINS 被引量:1
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作者 H.C. Huang W.M. Xue(Department of mathematics, Hong Kong Baptist University, Kowloon, Hongkong)S. Zhang(ICMSEC, Chinese Academy of Sciences, Beijing, China) 《Journal of Computational Mathematics》 SCIE CSCD 1997年第3期279-287,共9页
We will study the convergence property of Schwarz alternating method for concave region where the concave region is decomposed into convex subdomains. Optimality of regular preconditioner deduced from Schwarz alternat... We will study the convergence property of Schwarz alternating method for concave region where the concave region is decomposed into convex subdomains. Optimality of regular preconditioner deduced from Schwarz alternating is also proved.It is shown that the convergent rate and the condition number are independent of the mesh size but dependent on the relative geometric position of subdomains.Special care is devoted to non-uniform meshes, exclusively, local properties like the shape regularity of the finite elements are utilized. 展开更多
关键词 MATH ZHANG Figure SPLITTING A CONCAVE DOMAIN TO CONVEX subdomainS
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永磁电机环流损耗及抑制措施仿真分析
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作者 郭琳 《防爆电机》 2026年第2期53-57,共5页
随着高速永磁同步电机向高功率密度发展,工作频率显著升高,绕组内的交流铜耗,特别是由并绕股线间不平衡漏磁引起的环流损耗,成为影响电机效率与温升的关键因素。现针对一台18槽16极永磁同步电机,建立了基于子域法的二维电磁场解析模型,... 随着高速永磁同步电机向高功率密度发展,工作频率显著升高,绕组内的交流铜耗,特别是由并绕股线间不平衡漏磁引起的环流损耗,成为影响电机效率与温升的关键因素。现针对一台18槽16极永磁同步电机,建立了基于子域法的二维电磁场解析模型,快速求解槽内漏磁场分布。结合电路理论构建了股线环流分析模型,揭示了环流产生机理。通过有限元仿真与解析计算对比,系统分析了并绕股数、工作频率及绕组排布方式对环流损耗的影响规律。针对高频PWM供电产生的非正弦电流,建立了场-路-控联合仿真系统,量化了各次谐波电流对环流损耗的贡献。为抑制环流,提出了两种基于槽内股线换位的优化方法,仿真结果表明,所提换位方法可显著均衡股线电感,将环流损耗降低50%以上。为高速永磁电机的低损耗绕组设计提供了理论依据与有效技术途径。 展开更多
关键词 永磁同步电机 环流损耗 子域法 槽内换位 高频谐波 有限元仿真
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基于解析-有限元混合模型的永磁电机优化设计应用
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作者 梁瀚森 周泽宇 +1 位作者 刘世锋 马吉恩 《电工技术》 2026年第1期54-57,共4页
针对电机优化设计中有限元法所需计算时间过长的问题,提出一种利用解析-有限元混合模型提高优化效率的方法。首先,对解析-有限元混合模型的建模方法进行归纳和总结;其次,针对1台待优化的游标永磁电机,建立了解析-有限元混合模型并作为... 针对电机优化设计中有限元法所需计算时间过长的问题,提出一种利用解析-有限元混合模型提高优化效率的方法。首先,对解析-有限元混合模型的建模方法进行归纳和总结;其次,针对1台待优化的游标永磁电机,建立了解析-有限元混合模型并作为优化程序的电磁场计算底层结构,同时在顶层设计中使用遗传算法,以实现对电机的多目标优化;最后,通过Ansys Maxwell软件验证了优化方案的有效性。 展开更多
关键词 永磁电机 子域解析法 有限元法 混合模型 多目标优化
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基于子域法与遗传算法的多段调制磁极永磁同步电机优化设计
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作者 韩咏 王琨 +2 位作者 王世煜 齐一搏 白亮 《现代制造工程》 北大核心 2026年第3期137-145,107,共10页
为进一步提高传统表贴式永磁同步电机气隙磁场的正弦化,加速电机优化设计进程,采用子域解析模型与遗传算法对多段调制磁极永磁同步电机进行优化设计。首先,电机采用若干不等宽度永磁体阵列组成多段调制磁极的结构设计,阵列中磁块的极弧... 为进一步提高传统表贴式永磁同步电机气隙磁场的正弦化,加速电机优化设计进程,采用子域解析模型与遗传算法对多段调制磁极永磁同步电机进行优化设计。首先,电机采用若干不等宽度永磁体阵列组成多段调制磁极的结构设计,阵列中磁块的极弧系数和间隔符合正弦分布,使产生的气隙磁场波形趋于正弦波。然后,采用子域解析模型计算气隙磁场波形,并计算电磁转矩、反电动势等电机性能指标。随后,通过有限元仿真对子域解析模型计算精度进行对比验证,结果表明,子域法所得结果精度较高,且计算迅速。最后,利用遗传算法对多段调制磁极永磁同步电机结构参数进行寻优,通过有限元仿真将优化结果与传统偏心磁极结构进行对比,结果表明优化后电机的电磁转矩波形含有较少谐波分量,表现出较低的转矩脉动和较大的转矩输出。 展开更多
关键词 永磁同步电机 子域模型 遗传算法 多目标优化 磁场性能
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基于深度子领域适应卷积神经网络的结构损伤识别 被引量:1
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作者 张健飞 曹雨 《振动与冲击》 北大核心 2025年第3期251-260,共10页
针对卷积神经网络(convolutional neural networks,CNN)结构损伤识别模型泛化能力差的问题,提出了一种基于深度子领域适应卷积神经网络(deep subdomain adaptation convolutional neural networks,DSACNN)的结构损伤识别方法。以实际结... 针对卷积神经网络(convolutional neural networks,CNN)结构损伤识别模型泛化能力差的问题,提出了一种基于深度子领域适应卷积神经网络(deep subdomain adaptation convolutional neural networks,DSACNN)的结构损伤识别方法。以实际结构为目标域,以有限元模型为源域,根据损伤类别将源域和目标域划分成一系列子领域。在CNN中嵌入子领域适应模块,构建DSACNN模型,通过最小化源域上的损伤分类误差和领域之间的局部最大均值差异,对齐两个领域对应子领域的特征、建立特征与损伤类别之间的映射,从而将源域上的损伤识别能力迁移到目标域之上。模型的训练无需已知目标域样本的损伤标签,采用预训练全局领域适应提高其伪标签的准确率。试验结果表明:与全局领域适应模型相比,基于预训练全局领域适应的DSACNN模型在模拟目标域上准确率最大提高幅度达到21.8%,在实测目标域上提高了9.6%,具有更强的泛化能力。 展开更多
关键词 结构损伤识别 子领域适应 局部最大均值差异 卷积神经网络(CNN)
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细长旋转杆管柱与采出液耦合振动与碰撞数值方法研究
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作者 岳欠杯 王笑笑 +2 位作者 王岗 李辉 徐燕璐 《振动工程学报》 北大核心 2025年第2期249-259,共11页
针对浸没在流体中细长杆管柱间相互接触问题,基于嵌套网格技术,建立了细长旋转杆管柱与采出液耦合振动和碰撞的数值求解方法。将外环空流体域分为相互嵌套的子区域:背景网格和组件网格,推导了各嵌套区域流场边界传递信息的插值计算公式... 针对浸没在流体中细长杆管柱间相互接触问题,基于嵌套网格技术,建立了细长旋转杆管柱与采出液耦合振动和碰撞的数值求解方法。将外环空流体域分为相互嵌套的子区域:背景网格和组件网格,推导了各嵌套区域流场边界传递信息的插值计算公式,采用分域方法对采出液流体域与杆柱固体域耦合进行求解,并建立了物理量传递方法和归一化收敛准则。搭建了垂直旋转杆柱与采出液耦合模拟实验装置,并将数值模拟结果和实验结果进行比较,验证了本文数值方法的正确性。研究了不同流体黏度、杆柱旋转速度条件下细长杆管柱间耦合振动与碰撞特性,结果表明:流体黏度越大,杆柱运动受流体黏性阻力的影响越明显,碰撞时的接触压力越小,振动越小;杆柱转速越大,振动越剧烈,杆柱受扭转变形的影响越明显,碰撞时的法向加速度越小,接触压力因此减小;当管柱间发生碰撞时,杆柱任意一点加速度发生突变,振动加剧。 展开更多
关键词 流固耦合振动 旋转杆柱 振动与碰撞 嵌套网格 分域方法
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数字孪生驱动小波注意力迁移网络的齿轮箱故障诊断方法 被引量:1
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作者 朱朋 邓蕾 +2 位作者 汤宝平 张小龙 刘永刚 《仪器仪表学报》 北大核心 2025年第10期86-95,共10页
针对仿真数据驱动的故障诊断方法存在动力学模型响应与实测数据分布差异较大、模型泛化性差的问题,提出了一种数字孪生驱动小波注意力迁移网络的齿轮箱故障诊断方法。首先,基于集中参数法建立了齿轮传动系统虚拟模型,实现物理实体的映射... 针对仿真数据驱动的故障诊断方法存在动力学模型响应与实测数据分布差异较大、模型泛化性差的问题,提出了一种数字孪生驱动小波注意力迁移网络的齿轮箱故障诊断方法。首先,基于集中参数法建立了齿轮传动系统虚拟模型,实现物理实体的映射,并采用实测正常数据对虚拟模型中关键敏感参数进行优化修正,进而融合齿轮故障失效机理模型生成丰富的孪生故障数据集。其次,设计了离散小波注意力特征提取网络模型,该模型的设计融合了离散小波变换的多尺度信号分解和通道注意力机制动态聚焦强相关故障特征的特点,能在小波域层面上有效地提取孪生数据与实测数据的域不变故障特征。然后,考虑了孪生与实测数据的边缘分布及条件分布差异,结合最大均值差异和动态局部最大均值差异提出了联合子域自适应准则,匹配孪生与实测数据的联合分布差异,实现齿轮箱孪生模型向真实物理实体的迁移故障诊断。最后,在多级平行齿轮箱实验台上对所提方法进行试验验证,试验结果表明:所提方法在所有迁移任务下均获得了较优的诊断结果,平均分类精度可达98.10%,能够在含标签的高质量故障数据稀缺条件下有效地实现孪生数据向实测数据的迁移故障诊断。 展开更多
关键词 数字孪生 小波注意力网络 联合子域自适应 数据稀缺 齿轮箱故障诊断
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五相实心转子感应电机磁场及参数计算 被引量:4
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作者 许浩 赵镜红 +1 位作者 熊义勇 王涵铭 《华中科技大学学报(自然科学版)》 北大核心 2025年第1期28-34,共7页
针对五相实心转子感应电机磁场分布复杂,转子侧阻抗参数受磁通密度和转差率影响难以准确计算,而子域法计算复杂,不满足电机设计初期快速计算的要求等问题,将电机求解域划分为定子槽载流子域、槽开口子域、气隙子域和实心转子子域,结合... 针对五相实心转子感应电机磁场分布复杂,转子侧阻抗参数受磁通密度和转差率影响难以准确计算,而子域法计算复杂,不满足电机设计初期快速计算的要求等问题,将电机求解域划分为定子槽载流子域、槽开口子域、气隙子域和实心转子子域,结合安培环路定理和静磁学原理对定子槽边界条件进行简化.采用傅里叶级数法对气隙和实心转子交界面条件进行分析,建立用于磁场计算的快速子域模型,求得各子域磁场分布.在此基础上计算转子阻抗和电磁转矩,随后搭建有限元模型并与解析结果进行对比,验证了快速子域模型的正确性. 展开更多
关键词 五相实心转子感应电机 定子槽开口子域 快速子域模型 磁场解析及参数计算 有限元验证
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基于度量学习和子域自适应的辐射源个体识别 被引量:1
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作者 周锋 杜奕航 +2 位作者 赵芸 乔晓强 张涛 《电讯技术》 北大核心 2025年第3期347-353,共7页
为解决辐射源个体识别中信号传输环境变化引起的数据分布不一致,导致仅接受单一分布数据集训练的网络模型识别准确率严重退化这一问题,提出结合度量学习和子域自适应的辐射源个体识别方法。该方法借鉴了领域自适应中子域自适应的思想,... 为解决辐射源个体识别中信号传输环境变化引起的数据分布不一致,导致仅接受单一分布数据集训练的网络模型识别准确率严重退化这一问题,提出结合度量学习和子域自适应的辐射源个体识别方法。该方法借鉴了领域自适应中子域自适应的思想,应用局部最大均值差异损失来缩小不同分布下相同辐射源类别之间的差异,并在其基础上加入基于欧氏距离和余弦相似度的度量学习损失,稳定迁移效果。实验表明,在同时使用了度量学习损失和子域自适应方法后,目标域识别准确率相比于未使用迁移方法提高了38.7%左右,并且模型具有良好的泛化能力。 展开更多
关键词 辐射源个体识别 度量学习 子域自适应 余弦相似度
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