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Three-dimensional simulation method of multipactor in microwave components for high-power space application 被引量:5
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作者 李韵 崔万照 +4 位作者 张 娜 王新波 王洪广 李永东 张剑锋 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第4期686-693,共8页
Based on the particle-in-cell technology and the secondary electron emission theory, a three-dimensional simulation method for multipactor is presented in this paper. By combining the finite difference time domain met... Based on the particle-in-cell technology and the secondary electron emission theory, a three-dimensional simulation method for multipactor is presented in this paper. By combining the finite difference time domain method and the panicle tracing method, such an algorithm is self-consistent and accurate since the interaction between electromagnetic fields and particles is properly modeled. In the time domain aspect, the generation of multipactor can be easily visualized, which makes it possible to gain a deeper insight into the physical mechanism of this effect. In addition to the classic secondary electron emission model, the measured practical secondary electron yield is used, which increases the accuracy of the algorithm. In order to validate the method, the impedance transformer and ridge waveguide filter are studied. By analyzing the evolution of the secondaries obtained by our method, multipactor thresholds of these components are estimated, which show good agreement with the experimental results. Furthermore, the most sensitive positions where multipactor occurs are determined from the phase focusing phenomenon, which is very meaningful for multipactor analysis and design. 展开更多
关键词 MULTIPACTOR numerical method THREE-dimensionAL HIGH-power THRESHOLD
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Effects of Dimensional Tolerances on the Friction Power Loss of Hydrodynamic Journal Bearing System 被引量:2
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作者 魏塬 陈照波 +1 位作者 焦映厚 徐武彬 《Journal of Donghua University(English Edition)》 EI CAS 2014年第3期266-271,共6页
According to the dimensional tolerances on hydrodynamic journal bearing system, a nonlinear oil film force model was established,and the Reynolds' equation was solved by adopting finite difference method. In order... According to the dimensional tolerances on hydrodynamic journal bearing system, a nonlinear oil film force model was established,and the Reynolds' equation was solved by adopting finite difference method. In order to fulfill different dimensional tolerances in the system,adopting 2kfactor design and using the eccentricity ratio corresponding to the stability critical curve,the effects of the friction power loss brought by the dimensional tolerances of the dynamic viscosity,bearing width,bearing diameter and journal diameter were analyzed. The effect on dynamic characteristics of the hydrodynamic journal bearing system was quantitatively analyzed,and the nonlinear dynamic analysis, modeling and calculation methods were studied while considering the manufacturing tolerances. The results show that in contrast to the impacts of the tolerances in journal diameter,dynamic viscosity and bearing width,the bearing diameter tolerance would lead to the rise in the power loss, and the dimensional tolerances have different degrees of impacts on the journal bearing system. The friction power loss decreased as the eccentricity ratio increased, and when the eccentricity ratio was 0. 695 the power loss came to the minimum.The investigation would find the best solution and reduce energy consumption,then control varieties of nonlinear dynamical behavior effectively,and provide a theoretical basis for hydrodynamic journal bearing system in parameter design. 展开更多
关键词 hydrodynamic journal bearing dimensional tolerances factor design friction power loss
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Preoperative serum vascular endothelial growth factor correlated to three dimensional power Doppler indices in ovarian masses
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作者 Maged R. AbouSeeda Ghada M. Mansour Sahar S. Ez-Elarab 《Open Journal of Obstetrics and Gynecology》 2014年第3期112-119,共8页
Objective: To assess the preoperative serum levels of vascular endothelial growth factor (VEGF) in ovarian masses compared to normal controls and to find a correlation between VEGF and Doppler indices in ovarian masse... Objective: To assess the preoperative serum levels of vascular endothelial growth factor (VEGF) in ovarian masses compared to normal controls and to find a correlation between VEGF and Doppler indices in ovarian masses. Methods: The study was conducted from December 2009 to September 2012 in the oncology and ultrasound units in department of obstetrics and gynecology, Ain Shams University on 150 patients with ovarian masses. During preoperative workup, serum Ca-125 levels and serum VEGF levels were obtained. Ultrasonographic examination included two and three dimensional power Doppler ultrasound (3DPD). Laparotomic approaches were undertaken to obtain the final pathologic results. VEGF was measured in one hundred normal cases as controls. Results: Final ovarian pathology revealed seventy three malignant ovarian masses and seventy seven were benign. Serum Ca-125 levels in malignant cases were higher compared to those in benign cases (p < 0.001). Preoperative serum VEGF revealed higher levels in malignant ovarian masses than benign conditions and normal controls (p < 0.001). Three dimensional power Doppler indices, vascularization index (VI), flow index (FI) and vascularization flow index (VFI), correlated positively with serum VEGF levels. Conclusion: Preoperative serum VEGF revealed higher levels in malignant ovarian masses than benign conditions and normal controls. These levels positively correlated with the Doppler vascular indices of the masses. 展开更多
关键词 OVARIAN Cancer OVARIAN Mass Three dimensionAL power DOPPLER VEGF VI FI VFI
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基于点云数据和改进幂律变换函数的对接焊缝图像增强
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作者 黄山松 刘畅 +1 位作者 高延峰 张华 《热加工工艺》 北大核心 2026年第1期206-212,共7页
针对核工业大型金属构件焊缝图像对比度低的问题,提出一种基于点云数据和改进幂律变换函数的图像增强算法。首先,通过线结构光相机扫描获取焊缝三维点云图像,采用改进的分段幂律变换函数对点云图像进行非线性增强,使高于和低于母材表面... 针对核工业大型金属构件焊缝图像对比度低的问题,提出一种基于点云数据和改进幂律变换函数的图像增强算法。首先,通过线结构光相机扫描获取焊缝三维点云图像,采用改进的分段幂律变换函数对点云图像进行非线性增强,使高于和低于母材表面的缺陷都得到显著增强。随后,利用min-max标准化方法将点云z坐标标准化到[0,255]范围,并将其转换为深度图像。最后,运用对比度受限直方图均衡化方法对深度图像进行二次增强,平衡亮度的同时提升图像对比度。结果表明:该算法能有效减轻环境光源不均对图像的影响,在保持图像亮度平衡的同时,仍能突显图像细节特征并提高图像对比度。相较于直方图均衡化、拉普拉斯变换、伽马变换和对比度受限直方图均衡化算法,本文算法在边缘强度、像素均值和信息熵等方面表现更为优越。 展开更多
关键词 图像增强 幂律灰度变换 三维点云 CLAHE增强
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基于gt-power软件的某汽车排气系统消声器改进 被引量:5
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作者 黄东洋 宋晓琳 《机械科学与技术》 CSCD 北大核心 2015年第1期151-154,共4页
通过gt-power软件对发动机某一转速下排气系统尾管噪声进行仿真。提出几种消声器改进方案,选出最佳方案。在该方案基础上,分析几种因素变化对消声器性能影响,选出较为理想的参数。最终使功率损失、插入损失等指标达到较好的水平,解决了... 通过gt-power软件对发动机某一转速下排气系统尾管噪声进行仿真。提出几种消声器改进方案,选出最佳方案。在该方案基础上,分析几种因素变化对消声器性能影响,选出较为理想的参数。最终使功率损失、插入损失等指标达到较好的水平,解决了尾管噪声过高的问题。得出了穿孔管,插入管长度,扩张腔体积对消声性能影响较大的结论。 展开更多
关键词 排气系统 消声器 改进 GT-power 插入损失 功率损失
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基于Power Designer的三维工程地质数据仓库模型构建——以长春市中心区为例
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作者 黄静莉 《吉林地质》 2015年第4期132-136,共5页
论文以长春市地下空间的岩土体可利用性为研究主题,以勘察工程中提供的钻孔数据及其相关信息为源数据,采用Power Designer16.1设计并实现了长春市中心区的三维工程地质数据仓库的逻辑数据模型和物理数据模型。采用模型驱动架构的方式,... 论文以长春市地下空间的岩土体可利用性为研究主题,以勘察工程中提供的钻孔数据及其相关信息为源数据,采用Power Designer16.1设计并实现了长春市中心区的三维工程地质数据仓库的逻辑数据模型和物理数据模型。采用模型驱动架构的方式,利用反向工程技术从Access数据库系统中将现存的数据结构抽取出来形成数据模型,结合研究主题建立了星型数据结构模型,并将生成的SQL脚本文件导入SQL Server2005中进行检查修正后运行正常。 展开更多
关键词 城市地下空间 工程地质钻孔数据 三维工程地质数据仓库 power DESIGNER
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quantum gases power law potential grand potential condensation hierarchy
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作者 Mir Mehedi Faruk Md.Sazzad Hossain Md.Muktadir Rahman 《Communications in Theoretical Physics》 SCIE CAS CSCD 2016年第2期169-176,共8页
The changes in characteristics of Bose condensation of ideal Bose gas due to an external generic power law potential U =∑~d_(i=1)ci|xi/ai|~(ni) are studied carefully. Detailed calculation of Kim et al.(J. Phys... The changes in characteristics of Bose condensation of ideal Bose gas due to an external generic power law potential U =∑~d_(i=1)ci|xi/ai|~(ni) are studied carefully. Detailed calculation of Kim et al.(J. Phys. Condens. Matter 11(1999) 10269) yielded the hierarchy of condensation transitions with changing fractional dimensionality. In this manuscript, some theorems regarding specific heat at constant volume CV are presented. Careful examination of these theorems reveal the existence of hidden hierarchy of the condensation transition in trapped systems as well. 展开更多
关键词 Investigation of Bose Condensation in Ideal Bose Gas Trapped under Generic power Law Potential in d dimension
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One-dimensional ZnO nanostructure-based optoelectronic 被引量:4
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作者 张铮 康卓 +2 位作者 廖庆亮 张晓梅 张跃 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第11期15-25,共11页
Semiconductor nanowires, with their unique capability to bridge the nanoscopic and macroscopic worlds, have been demonstrated to have potential applications in energy conversion, electronics, optoelectronics, and bios... Semiconductor nanowires, with their unique capability to bridge the nanoscopic and macroscopic worlds, have been demonstrated to have potential applications in energy conversion, electronics, optoelectronics, and biosensing devices. Onedimensional(1D) ZnO nanostructures, with coupled semiconducting and piezoelectric properties, have been extensively investigated and widely used to fabricate nanoscale optoelectronic devices. In this article, we review recent developments in 1D ZnO nanostructure based photodetectors and device performance enhancement by strain engineering piezoelectric polarization and interface modulation. The emphasis is on a fundamental understanding of electrical and optical phenomena, interfacial and contact behaviors, and device characteristics. Finally, the prospects of 1D ZnO nanostructure devices and new challenges are proposed. 展开更多
关键词 one-dimensional ZnO optoelectronics self-powered photodetector strain engineering Van der Waals heterostructure
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Multi-aiming Strategy Design for Quadruple Prism Shaped Central Receiver in Solar Power Tower System 被引量:2
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作者 Wenjun Huang Yingmei Qi +2 位作者 Fuxing Yi Dewen Li Hao Wang 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2017年第2期223-230,共8页
For solar power tower technology, the improvement of interception efficiency of heliostat field and the extension of central receiver U+02BC s life time are two technical difficulties. To the receiver, higher intercep... For solar power tower technology, the improvement of interception efficiency of heliostat field and the extension of central receiver U+02BC s life time are two technical difficulties. To the receiver, higher interception efficiency means more thermal shocks and stronger stresses of high temperatures mainly contribute to the reduction of receiver's life time. To address these problems, a semi-random distribution strategy is proposed to select the best aiming point of the heliostat, and the distribution of onedimensional array arranged on the centerline of the receiver is carried out for further optimization. It is shown by simulation that through our optimization the temperature distribution on the receiver surface becomes much more uniform while maintaining acceptable interception efficiency. © 2017 Chinese Association of Automation. 展开更多
关键词 PRISMS Solar energy
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三维power-normal分布的性质及参数估计问题的研究 被引量:1
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作者 孙丽红 李树有 《辽宁工业大学学报(自然科学版)》 2017年第3期190-195,共6页
应用了Clayton连接函数的性质给出了三维power-normal分布的分布函数及概率密度函数,并详细研究了三维power-normal分布的基本性质,同时,根据所构造出的三维power-normal分布模型,对其中的参数进行了最大似然估计的讨论。并给出了参数... 应用了Clayton连接函数的性质给出了三维power-normal分布的分布函数及概率密度函数,并详细研究了三维power-normal分布的基本性质,同时,根据所构造出的三维power-normal分布模型,对其中的参数进行了最大似然估计的讨论。并给出了参数的最大似然估计的算法。结合费永法在文献中的1964年到1973年10年间长江大通站、淮河中渡站及黄河花园口站的天然年流经量数据作为样本数据,利用MATLAB程序计算了参数的最大似然估计。 展开更多
关键词 power-normal分布 极大似然估计 Clayton连接函数 三维分布 MATLAB
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双向数据扩充和LSTNet的户用光伏发电预测 被引量:4
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作者 王媛媛 尹有鹏 +3 位作者 籍宏震 张立志 曹成军 叶宇轩 《可再生能源》 北大核心 2025年第1期45-53,共9页
整县光伏政策促使小容量屋顶光伏急剧增长,实现屋顶分布式光伏超短期发电功率的准确预测是分析海量细粒户用光伏电站对电力系统影响的前提。然而,屋顶分布式光伏在原有波动性的基础上存在小容量、分散式、离线式经营的特点,同时缺乏准... 整县光伏政策促使小容量屋顶光伏急剧增长,实现屋顶分布式光伏超短期发电功率的准确预测是分析海量细粒户用光伏电站对电力系统影响的前提。然而,屋顶分布式光伏在原有波动性的基础上存在小容量、分散式、离线式经营的特点,同时缺乏准确的气象数据,使得光伏功率预测异常复杂。为此,文章在有限数据下纵向地从光伏系统历史功率数据中搜索相似样本,横向地收集相邻分布式光伏发电用户功率数据,实现双向数据扩充,在一定程度上克服了光伏发电预测对于一些关键输入特征的依赖;在此基础上借助LSTNet(Long-and Short-term Time-series Network)神经网络的短期局部特征捕捉、长期时序信息强化、周期线性成分提取功能实现光伏功率预测。实验结果表明,在缺乏重要辐照数据的情况下,所提模型仍具有较好的预测精度。 展开更多
关键词 整县光伏 光伏发电 短期功率预测 双向数据扩充 神经网络
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Two-Dimensional Self-Consistent Kinetic Model for Solenoidal Inductively Coupled Plasma 被引量:1
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作者 毛明 戴忠玲 王友年 《Plasma Science and Technology》 SCIE EI CAS CSCD 2007年第1期30-34,共5页
A two-dimensional self-consistent kinetic model was developed to study the influence of the various factors on the electron energy distribution function. These factors include gas pressure the driving frequency, the ... A two-dimensional self-consistent kinetic model was developed to study the influence of the various factors on the electron energy distribution function. These factors include gas pressure the driving frequency, the radius and length of the inductively coupled plasma equipment, the amplitude of the radio-frequency coil current, and the number of turns of rf coils. The spatial profiles of the rf electric field and power density have also been calculated under the same parameters. Numerical results show that the electron energy distribution functions are significantly modified and the spatial profiles of the rf electric field and rf power density are also demonstrated. 展开更多
关键词 TWO-dimensionAL inductively coupled plasma electron energy distribution power deposition
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One-dimensional dynamic equations of a piezoelectric semiconductor beam with a rectangular cross section and their application in static and dynamic characteristic analysis 被引量:2
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作者 Peng LI Feng JIN Jianxun MA 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2018年第5期685-702,共18页
Within the framework of continuum mechanics, the double power series ex- pansion technique is proposed, and a series of reduced one-dimensional (1D) equations for a piezoelectric semiconductor beam are obtained. The... Within the framework of continuum mechanics, the double power series ex- pansion technique is proposed, and a series of reduced one-dimensional (1D) equations for a piezoelectric semiconductor beam are obtained. These derived equations are universal, in which extension, flexure, and shear deformations are all included, and can be degen- erated to a number of special cases, e.g., extensional motion, coupled extensional and flexural motion with shear deformations, and elementary flexural motion without shear deformations. As a typical application, the extensional motion of a ZnO beam is analyzed sequentially. It is revealed that semi-conduction has a great effect on the performance of the piezoelectric semiconductor beam, including static deformations and dynamic be- haviors. A larger initial carrier density will evidently lead to a lower resonant frequency and a smaller displacement response, which is a little similar to the dissipative effect. Both the derived approximate equations and the corresponding qualitative analysis are general and widely applicable, which can clearly interpret the inner physical mechanism of the semiconductor in the piezoelectrics and provide theoretical guidance for further experimental design. 展开更多
关键词 piezoelectric semiconductor beam reduced one-dimensional (1D) equation double power series expansion technique stress relaxation initial carrier density
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电化学储能电站运行风险评价模型与应用研究 被引量:2
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作者 陈西江 毛晓萱 胡少华 《安全与环境学报》 北大核心 2025年第4期1257-1266,共10页
为提升电化学储能电站风险管控水平和本质安全能力,研究基于等级全息模型(Hierarchical Holographic Modeling,HHM)建立电化学储能电站运行风险评价指标体系,包括人员因素、电池因素、环境因素、管理因素4个一级指标,以及壳体破损、荷... 为提升电化学储能电站风险管控水平和本质安全能力,研究基于等级全息模型(Hierarchical Holographic Modeling,HHM)建立电化学储能电站运行风险评价指标体系,包括人员因素、电池因素、环境因素、管理因素4个一级指标,以及壳体破损、荷电状态等20个二级指标。运用最优最劣法(Best-Worst Method,BWM)和改进CRITIC(Criteria Importance Through Intercriteria Correlation)法确定评价指标的主客观权重,利用博弈论方法计算评价指标的组合权重,并应用二维云模型通过仿真分析确定风险指标等级,构建了基于BWM-改进CRITIC-二维云模型的电化学储能电站运行风险评价模型。工程应用结果显示:永川松溉储能电站运行风险等级为Ⅲ级,处于一般风险。该电站电池荷电状态和单体间温度不一致的概率等级、后果等级风险云数字特征较高,分别为5.05、6.58和5.87、5.78,二者在风险管控中应处于核心地位。 展开更多
关键词 安全工程 储能电站 风险评价 二维云模型
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POWER GEOPAK在神塘河泵站基坑开挖设计中的应用
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作者 崔敏 《江淮水利科技》 2022年第4期17-19,I0002,共4页
基坑开挖是水利工程设计的重要组成部分,面对复杂多变的地形和地质条件,采用传统的二维设计方法,需要设计人员具有较强的空间想象力和判断力。POWER GEOPAK是Bentley公司系列三维设计软件之一,能够将测量图转为三维地形,并在三维地形上... 基坑开挖是水利工程设计的重要组成部分,面对复杂多变的地形和地质条件,采用传统的二维设计方法,需要设计人员具有较强的空间想象力和判断力。POWER GEOPAK是Bentley公司系列三维设计软件之一,能够将测量图转为三维地形,并在三维地形上建立基坑开挖模型,可直观地模拟开挖方案,准确地计算工程量。通过修改模型参数,可以便捷地修改设计方案,避免许多重复的工作,提高了工程设计效率,因此越来越广泛的运用于工程设计中。 展开更多
关键词 基坑开挖 三维设计 power GEOPAK
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Effect of Load Power Factor on Electromechanical Wave Propagation in Ring Power System
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作者 MOHAMMED Heikal 《Computer Aided Drafting,Design and Manufacturing》 2008年第2期109-112,共4页
One-dimensional ring power system is discredited to a number of nodes each containing a generator with internal reactance and load branch of resistance and reactance with a certain power factor. When a disturbance occ... One-dimensional ring power system is discredited to a number of nodes each containing a generator with internal reactance and load branch of resistance and reactance with a certain power factor. When a disturbance occurs at any machine in the power system, simulative analysis is performed to verify how the variation of load power factor affecting the behavior of electromechanical wave propagation by using the MATLAB package, from which different situations are presented and discussed. These results show the type of load has no effect on the behavior of electromechanical wave propagation. 展开更多
关键词 electromechanical wave propagation one-dimensional power system continuum system load power factor MATLAB
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基于IAHP-CRITIC二维云模型的舰船电力系统韧性评价 被引量:1
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作者 胡涛 刘昊邦 +3 位作者 陈童 王宇江 李明贵 杜凯 《系统工程与电子技术》 北大核心 2025年第1期217-229,共13页
舰船电力系统是舰船正常运行的关键,具有高度的复杂性和模糊性,导致难以对其韧性做出准确、客观地评价。对此,基于对舰船电力系统主要任务的分析,对舰船电力系统韧性评价指标体系进行构建,采用区间层次分析法(interval analytic hierarc... 舰船电力系统是舰船正常运行的关键,具有高度的复杂性和模糊性,导致难以对其韧性做出准确、客观地评价。对此,基于对舰船电力系统主要任务的分析,对舰船电力系统韧性评价指标体系进行构建,采用区间层次分析法(interval analytic hierarchy process,IAHP)和层间相关性准则重要性法(criteria importance though intercrieria correlation,CRITIC)分别求解评价指标体系的主、客观权重,并运用改进博弈论方法确定组合权重,降低权重计算的主观性和随机性。结合二维云模型从防御能力和恢复能力两个维度对舰船电力系统韧性进行评价,更为全面、客观地反映舰船电力系统韧性。示例表明,所提方法能够有效解决舰船电力系统韧性评价中的随机性和不确定性问题,有利于得到更为准确、客观的评价结果。 展开更多
关键词 舰船电力系统 二维云模型 韧性评价 区间层次分析法 层间相关性准则重要性法
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基于Power BI的核电大修工单成本分析工具开发与应用
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作者 苏向南 邹玮 周辉 《中国核电》 2024年第3期315-320,共6页
介绍了基于Power BI搭建大修工单成本分析数据模型的开发过程以及应用情况。通过与工单系统的动态关联,准确统计出大修某个工单、某个系统、某个子项、某个区域或是某次大修的成本。基于对大修成本数据的精细分析,从单纯的财务指标计划... 介绍了基于Power BI搭建大修工单成本分析数据模型的开发过程以及应用情况。通过与工单系统的动态关联,准确统计出大修某个工单、某个系统、某个子项、某个区域或是某次大修的成本。基于对大修成本数据的精细分析,从单纯的财务指标计划驱动完成了向业务精益驱动的过程管控转变,持续挖掘大修成本的精益空间,单次大修直接经济效益均超过1000万元,累计效益达7648万元,同时提升成本管理的事前决策支持与业务指导能力,促进大修业务管理水平的持续提升。 展开更多
关键词 核电 大修成本 作业成本 维度建模 工单成本 价值维修
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基于TimeGAN和LightGBM的多维时间序列故障样本扩充与诊断研究 被引量:1
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作者 马良玉 翟亮亮 韩立凯 《电力科学与工程》 2025年第9期13-21,共9页
火电机组热力系统故障往往会经历从轻微到严重的发展过程,而轻度和早期故障因特征不明显很容易被漏诊,这将导致故障进一步发展带来更严重的后果。鉴于机组实际运行中故障样本较为稀缺且记录的多为特征明显的中、重度故障样本,为提高轻... 火电机组热力系统故障往往会经历从轻微到严重的发展过程,而轻度和早期故障因特征不明显很容易被漏诊,这将导致故障进一步发展带来更严重的后果。鉴于机组实际运行中故障样本较为稀缺且记录的多为特征明显的中、重度故障样本,为提高轻度故障诊断的及时性和准确率,提出一种基于时间对抗生成网络(Time-series generative adversarial networks, Time GAN)和轻量级梯度提升机(Light gradient boosting machine, LightGBM)的多维时间序列故障样本扩充及故障诊断方法。数据方面,利用Time GAN对已有的中、重度故障数据进行扩充,生成反映真实故障样本分布且更具多样性的故障样本;模型方面,基于扩充后的故障样本集,采用贝叶斯寻优的LightGBM算法建立故障分类模型,以提高轻度和早期故障的识别能力。以600 MW火电机组高压加热器系统故障诊断为例开展实验研究,结果表明所提方法对轻微故障的诊断效果明显改善,验证了故障样本扩充和诊断方法的有效性。 展开更多
关键词 火电机组 故障诊断 多维时间序列 样本扩充 时间对抗生成网络 轻量级梯度提升机
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弹性资源介入下基于知识矩阵跨维度迁移的电力调度优化
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作者 唐昊 杨晨芳 +2 位作者 程文娟 王正风 史明光 《控制工程》 北大核心 2025年第6期995-1007,共13页
各类源荷弹性资源逐渐介入电网,使得电力系统的动态特性进一步复杂化。为提升电力系统调度优化任务的学习效率,基于弹性资源介入前源电力系统的调度知识矩阵提出一种跨维度迁移的学习优化方法。首先,利用欧式-动态时间弯曲距离,给出源... 各类源荷弹性资源逐渐介入电网,使得电力系统的动态特性进一步复杂化。为提升电力系统调度优化任务的学习效率,基于弹性资源介入前源电力系统的调度知识矩阵提出一种跨维度迁移的学习优化方法。首先,利用欧式-动态时间弯曲距离,给出源任务与目标任务间关联特征的相似度判定方法。然后,引入主成分分析特征降维技术,建立源任务与目标任务间相似状态/动作的映射关系,提出基于调度知识矩阵跨维度迁移的强化学习方法,解决因源任务与目标任务状态或动作维数不同而导致的历史调度知识不能直接利用的问题。最后,以IEEE-300节点系统进行仿真分析,结果表明,所提方法能有效利用源任务的历史调度知识,实现弹性资源介入时复杂电力系统的快速调度优化。 展开更多
关键词 跨维度知识迁移 电力调度 欧式-动态时间弯曲距离 弹性资源 强化学习
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