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A modified multi-group model of angular and momentum distribution of cosmic ray muons for thickness measurement and material discrimination of slabs 被引量:5
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作者 Sa Xiao Wei-Bo He +2 位作者 Ming-Cong Lan Ying Chen Mao-Bing Shuai 《Nuclear Science and Techniques》 SCIE CAS CSCD 2018年第2期111-117,共7页
Muon tomography is a capable imaging technique to measure the geometry of high-Z objects. However,most existed algorithms used in muon tomography have obscured the effects of angular distribution and momentum spectra ... Muon tomography is a capable imaging technique to measure the geometry of high-Z objects. However,most existed algorithms used in muon tomography have obscured the effects of angular distribution and momentum spectra of cosmic ray muons and reduced the spatial resolution. We present a modified multi-group model that takes into account these effects and calibrates the model by the material of lead. Performance tests establish that the model is capable of measuring the thickness of a Pb slab and identifying the material of an unknown slab on a reasonable exposure timescale, in both cases of complete and incomplete angular data. Results show that the modified multi-group model is helpful for improvements in image resolution in real applications. 展开更多
关键词 MUON tomography MODIFIED multi-GROUP model angular distribution MOMENTUM spectra
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Uniformity and continuity of effective strain in AZ91D processed by multi-pass equal channel angular extrusion 被引量:3
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作者 张晓华 罗守靖 杜之明 《中国有色金属学会会刊:英文版》 EI CSCD 2008年第1期92-98,共7页
AZ91D magnesium alloy was processed by equal channel angular extrusion(ECAE).The influence of extrusion temperature,extrusion pass and extrusion route on the ultimate strength of the extruded billet was analyzed.The p... AZ91D magnesium alloy was processed by equal channel angular extrusion(ECAE).The influence of extrusion temperature,extrusion pass and extrusion route on the ultimate strength of the extruded billet was analyzed.The process of multi-pass extrusion was simulated with the method of finite element analysis,and the continuity and uniformity of effective strain in multi-pass extrusion were investigated.The results show that extrusion pass plays the most important role in improving the ultimate strength of AZ91D magnesium alloy,the extrusion route is the second,and the extrusion temperature is the last.From the numerical simulation,there exists the continuity of the accumulated deformation in multi-pass extrusion and the effective strain increases linearly.The tendency of the strain uniformity is different in multi-pass extrusion with extrusion routes.The results of experiment agree with those of numerical simulation. 展开更多
关键词 AZ91D合金 等通道挤压 模拟实验 温度设置
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基于GASF与MSCAM-DenseNet的小样本齿轮故障诊断方法 被引量:1
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作者 史丽晨 张鹏 +1 位作者 王海涛 周星宇 《计算机集成制造系统》 北大核心 2025年第8期3033-3045,共13页
针对小样本条件下所得样本不足,特征未能有效提取导致诊断精度下降的问题,提出一种GASF与MSCAM-DenseNet相结合的小样本齿轮故障诊断方法。首先,运用格拉姆角和域(GASF)将多源振动信号变换为二维特征,采用二维离散小波变换(2D-DWT)重构... 针对小样本条件下所得样本不足,特征未能有效提取导致诊断精度下降的问题,提出一种GASF与MSCAM-DenseNet相结合的小样本齿轮故障诊断方法。首先,运用格拉姆角和域(GASF)将多源振动信号变换为二维特征,采用二维离散小波变换(2D-DWT)重构多源特征。其次,由于一般的密集连接卷积网络(DenseNet)不具备识别多尺度特征的能力,因而在DenseNet中引入多尺度通道注意力机制(MSCAM),提出一种改进网络模型,即MSCAM-DenseNet。最后,以重构后的GASF作为MSCAM-DenseNet的输入,待特征识别完成后,由网络分类器完成故障特征分类。采用实验室行星齿轮数据集和东南大学齿轮箱数据集对所提模型验证,并与其他诊断模型进行对比。实验结果证明,所提方法在小样本、变工况条件下具有较高的故障识别准确率,较强的泛化能力和抗噪能力。 展开更多
关键词 齿轮 小样本故障诊断 格拉姆角和域 二维离散小波变换 多尺度通道注意力机制
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UCA-OAM通信系统下的联合域信道估计
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作者 李汀 张春洁 +1 位作者 刘尚龙 解培中 《系统工程与电子技术》 北大核心 2025年第10期3492-3503,共12页
聚焦轨道角动量(orbital angular momentum,OAM)技术在无线通信中的应用,针对收发端均匀圆形天线(uniform circular antenna,UCA)阵列未对准的多径通信场景,提出OAM域与空间域联合的信道估计方案。由于收发端UCA难以严格对齐且OAM波束... 聚焦轨道角动量(orbital angular momentum,OAM)技术在无线通信中的应用,针对收发端均匀圆形天线(uniform circular antenna,UCA)阵列未对准的多径通信场景,提出OAM域与空间域联合的信道估计方案。由于收发端UCA难以严格对齐且OAM波束易产生多径效应,方案分两阶段进行信道估计。第一阶段在OAM域估计直达径参数,应用旋转不变技术信号参数估计算法得到直达径信道;第二阶段在空间域估计散射径参数,通过混合信号与直达径信号相减得到散射信号,利用逆离散傅里叶变换和多信号分类算法估计角度参数完成信道估计。仿真结果表明,该方案能准确估计直达径和散射径参数,均方误差曲线性能良好,为OAM技术在无线通信中的应用提供有效方案。 展开更多
关键词 轨道角动量 无线通信 多径效应 信道估计
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Multi-features Based Approach for Moving Shadow Detection 被引量:4
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作者 周宁 周曼丽 +1 位作者 许毅平 方宝红 《Journal of Donghua University(English Edition)》 EI CAS 2004年第6期76-80,共5页
In the video-based surveillance application, moving shadows can affect the correct localization and detection of moving objects. This paper aims to present a method for shadow detection and suppression used for moving... In the video-based surveillance application, moving shadows can affect the correct localization and detection of moving objects. This paper aims to present a method for shadow detection and suppression used for moving visual object detection. The major novelty of the shadow suppression is the integration of several features including photometric invariant color feature, motion edge feature, and spatial feature etc. By modifying process for false shadow detected, the averaging detection rate of moving object reaches above 90% in the test of Hall-Monitor sequence. 展开更多
关键词 MOVING SHADOW detection multi - features MOVING OBJECT DETECTION
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The Large Sky Area Multi-Object Fiber Spectroscopic Telescope (LAMOST) 被引量:49
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作者 Xiang-Qun Cui Yong-Heng Zhao +52 位作者 Yao-Quan Chu Guo-Ping Li Qi Li Li-Ping Zhang Hong-Jun Su Zheng-Qiu Yao Ya-Nan Wang Xiao-Zheng Xing Xin-Nan Li Yong-Tian Zhu Gang Wang Bo-Zhong Gu A-Li Luo Xin-Qi Xu Zhen-Chao Zhang Gen-Rong Liu Hao-Tong Zhang De-Hua Yang Shu-Yun Cao Hai-Yuan Chen Jian-Jun Chen Kun-Xin Chen Ying Chen Jia-Ru Chu Lei Feng Xue-Fei Gong Yong-Hui Hou Hong-Zhuan Hu Ning-Sheng Hu Zhong-Wen Hu Lei Jia Fang-Hua Jiang Xiang Jiang Zi-Bo Jiang Ge Jin Ai-Hua Li Yan Li Ye-Ping Li Guan-QunLiu Zhi-Gang Liu Huo-Ming Shi Zheng-Hong Tang Qing-Sheng Tao Xiang-Yan Yuan Chao Zhai Jing Zhang Yan-Xia Zhang Yong Zhang Ming Zhao Fang Zhou Guo-Hua Zhou Jie Zhu Si-Cheng Zou 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2012年第9期1197-1242,共46页
The Large Sky Area Multi-Object Fiber Spectroscopic Telescope (LAMOST, also called the Guo Shou Jing Telescope) is a special reflecting Schmidt telescope. LAMOST’s special design allows both a large aperture (effecti... The Large Sky Area Multi-Object Fiber Spectroscopic Telescope (LAMOST, also called the Guo Shou Jing Telescope) is a special reflecting Schmidt telescope. LAMOST’s special design allows both a large aperture (effective aperture of 3.6 m–4.9 m) and a wide field of view (FOV) (5°). It has an innovative active reflecting Schmidt configuration which continuously changes the mirror’s surface that adjusts during the observation process and combines thin deformable mirror active optics with segmented active optics. Its primary mirror (6.67m×6.05 m) and active Schmidt mirror (5.74m×4.40 m) are both segmented, and composed of 37 and 24 hexagonal sub-mirrors respectively. By using a parallel controllable fiber positioning technique, the focal surface of 1.75 m in diameter can accommodate 4000 optical fibers. Also, LAMOST has 16 spectrographs with 32 CCD cameras. LAMOST will be the telescope with the highest rate of spectral acquisition. As a national large scientific project, the LAMOST project was formally proposed in 1996, and approved by the Chinese government in 1997. The construction started in 2001, was completed in 2008 and passed the official acceptance in June 2009. The LAMOST pilot survey was started in October 2011 and the spectroscopic survey will launch in September 2012. Up to now, LAMOST has released more than 480 000 spectra of objects. LAMOST will make an important contribution to the study of the large-scale structure of the Universe, structure and evolution of the Galaxy, and cross-identification of multiwaveband properties in celestial objects. 展开更多
关键词 techniques: wide field telescope - active optics - multi fiber - spectroscopy survey - data reduction
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基于改进V-I轨迹的非侵入式负荷辨识方法 被引量:1
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作者 李剑文 梅飞 +2 位作者 张晓光 封通通 李欣 《电力工程技术》 北大核心 2025年第5期128-137,共10页
针对目前非侵入式负荷辨识方法对负荷特征信息挖掘不足和辨识模型规模庞大的问题,文中提出一种基于改进V-I轨迹的非侵入式负荷辨识方法。首先利用格拉姆角场(Gramian angular field,GAF)和颜色编码技术,将有功电流、瞬时功率、V-If轨迹... 针对目前非侵入式负荷辨识方法对负荷特征信息挖掘不足和辨识模型规模庞大的问题,文中提出一种基于改进V-I轨迹的非侵入式负荷辨识方法。首先利用格拉姆角场(Gramian angular field,GAF)和颜色编码技术,将有功电流、瞬时功率、V-If轨迹进行融合形成新的负荷特征,然后通过深度可分离卷积(depthwise separable convolution,DSC)模块和混合空洞卷积(hybrid dilated convolution,HDC)模块优化卷积神经网络(convolutional neural network,CNN)模型框架,构建轻量化负荷辨识模型,最后利用公开数据集进行实验分析。结果表明,文中所提方法的F1分数为0.953,可实现在减少软硬件资源占用的基础上进一步提升对用电负荷的辨识精度。 展开更多
关键词 非侵入式负荷监测 颜色编码 多特征融合 V-If轨迹 轻量化模型 格拉姆角场(GAF)
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A Comparative Study of Acute Hemodynamic Effects of Multi -site Cardiac Pacing in patients with cardiac function NYHA class ⅠtoⅡ without bundle branch block 被引量:2
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作者 朱参战 崔长琮 +5 位作者 张全发 薛小临 刘维维 刘引会 《South China Journal of Cardiology》 CAS 2001年第2期101-105,共5页
Objective To compare the acute hemodynamic effects of five different pacing modes in patients with cardiac function NYHA class Ⅰ to Ⅱ without bundle branch block (BBB). Methods This study included 12 patients (SSS ... Objective To compare the acute hemodynamic effects of five different pacing modes in patients with cardiac function NYHA class Ⅰ to Ⅱ without bundle branch block (BBB). Methods This study included 12 patients (SSS 7, Ⅲ°AVB 5) undergoing pacemaker implantation. Right ventricular apex (RVA), right ventricular outflow tract (RVOT), right ventricular bifocal (RV-Bi), left ventricular base (LVB) and bi -ventricular (Bi-Ⅴ) pacing at 60 -80 ppm were done in VVI mode prior to implantation of DDD pacemaker. The cardiac index (CI), mean pulmonary artery pressure (mPAP) and pulmonary capillary wedge pressure (PCWP) were measured with Swan - Ganz thermodilution catheter after 5 minutes of each pacing mode. Results (1) Comparing to pacing at RVA (CI: 2. 41± 0. 38 L/min per m2, PCWP: 16. 7 ±3.3 mmHg), the CI increased and the PCWP decreased significantly in pacing at RVOT(CI: 2. 63 ± 0.46, PCWP: 13. 8±2. 3), LVB(CI: 2. 78±0.52, PCWP: 14. 4±3.1), RV-Bi(CI: 2. 83±0.57, PCWP: 12. 8± 2. 5) and Bi -Ⅴ pacing (CI: 2. 94± 0.60, PCWP: 12. 7±2. 5), P < 0. 01, respectively. (2) The CI of RV-Bi and Bi-Ⅴ pacing was higher than that of RVOT and LVB pacing, the PCWP was lower, P < 0. 05, respectively. (3) There was no significant difference between RV - Bi pacing and Bi-Ⅴ pacing in CI and PCWP. Conclusion There is no significant difference between RV - Bi pacing and Bi -V pacing in the acute hemodynamic effects; however,dual - site pacing is much better than single site pacing in that aspect for patients with cardiac function NYHA class Ⅰ to Ⅱ without BBB. Among single site pacing, the RVOT and LVB pacing is better than RVA pacing in cardiac function. 展开更多
关键词 multi - site cardiac pacingHemodynamics
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基于GAF-CNN与MISSA-XGBoost的高压隔离开关故障诊断方法
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作者 董媛 马宏忠 +3 位作者 张驰 葛轩豪 徐睿涵 胡国栋 《科学技术与工程》 北大核心 2025年第31期13416-13426,共11页
针对变电站中高压隔离开关因复杂环境和长期运行引发的机械故障诊断问题,提出了一种基于格拉姆角场(Gramian angular field,GAF)结合卷积神经网络(convolutional neural network,CNN)特征提取与多策略改进麻雀搜索算法(multi-strategy i... 针对变电站中高压隔离开关因复杂环境和长期运行引发的机械故障诊断问题,提出了一种基于格拉姆角场(Gramian angular field,GAF)结合卷积神经网络(convolutional neural network,CNN)特征提取与多策略改进麻雀搜索算法(multi-strategy improved sparrow search algorithm,MISSA)优化的极端梯度提升(extreme gradient boosting,XGBoost)故障诊断方法。通过GAF将高压隔离开关的振动信号转换为二维图像,生成相应的图像集,并利用CNN进行特征提取;引入MISSA优化XGBoost分类器的参数,建立高压隔离开关机械故障诊断模型;最后基于该模型识别不同的状态类型。实验结果表明,与传统故障诊断模型相比,所提方法的识别准确率超过96%,能够有效识别高压隔离开关的机构卡涩、松动和三相不同期故障,为高压隔离开关状态检修提供了理论依据。 展开更多
关键词 高压隔离开关 振动信号 格拉姆角场 多策略改进麻雀搜索算法 XGBoost分类器 故障诊断
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Research on A Master - slave Multi - microcomputers Control System for Hollow Spindle Fancy Yarn Spinning Machine
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作者 李志蜂 陈子展 阵瑞琪 《Journal of China Textile University(English Edition)》 EI CAS 1999年第1期49-52,共4页
In this paper, a successfully studied and developed master - slave muld - microcomputers control system based on PC - BUS for hollow spindle fancy yarn spinning machine, mainly Its overall scheme, software and hardwar... In this paper, a successfully studied and developed master - slave muld - microcomputers control system based on PC - BUS for hollow spindle fancy yarn spinning machine, mainly Its overall scheme, software and hardware construction, is introduced. Spinning experiments show that the system achieves satisfactory result. This system can solve the diftkultles of mechatronical fusion between domestic hollow splndk fancy yarn spuming muchine and its microcomputer control technology. 展开更多
关键词 hollow SPINDLE FANCY YAM spinning machine mechatrvnical fusion MASTER - SLAVE multi - microcomputers control system PC - BUS.
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On the Representation of Multi-layer Woven Structure
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作者 易洪雷 丁辛 《Journal of China Textile University(English Edition)》 EI CAS 1999年第3期14-16,共3页
A quantitative method is developed to identify the structures of multi-layer woven fabric in this study. Six structural parameters are selected to represent the fabric structure. With some design criteria for the rein... A quantitative method is developed to identify the structures of multi-layer woven fabric in this study. Six structural parameters are selected to represent the fabric structure. With some design criteria for the reinforcement of textile composites, the relationships among the structural parameters are derived for different binding patterns of the fabric structure. The conditions, which meet the requirements of structural cell stability,are also discussed. 展开更多
关键词 multi - layer woven FABRIC structural parame-ter BINDING PATTERN TEXTILE composite .
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A super-high angular resolution principle for coded-mask X-ray imaging beyond the diffraction limit of a single pinhole
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作者 Chen Zhang Shuang-Nan Zhang 《Chinese Journal of Astronomy and Astrophysics》 CSCD 2009年第3期333-340,共8页
High angular resolution X-ray imaging is always useful in astrophysics and solar physics. In principle, it can be performed by using coded-mask imaging with a very long mask-detector distance. Previously, the diffract... High angular resolution X-ray imaging is always useful in astrophysics and solar physics. In principle, it can be performed by using coded-mask imaging with a very long mask-detector distance. Previously, the diffraction-interference effect was thought to degrade coded-mask imaging performance dramatically at the low energy end with its very long mask-detector distance. The diffraction-interference effect is described with numerical calculations, and the diffraction-interference cross correlation reconstruction method (DICC) is developed in order to overcome the imaging performance degradation. Based on the DICC, a super-high angular resolution principle (SHARP) for coded-mask X-ray imaging is proposed. The feasibility of coded mask imaging beyond the diffraction limit of a single pinhole is demonstrated with simulations. With the specification that the mask element size is 50 × 50 μm^2 and the mask-detector distance is 50 m, the achieved angular resolution is 0.32arcsec above about 10keV and 0.36arcsec at 1.24keV (λ = 1 nm), where diffraction cannot be neglected. The on-axis source location accuracy is better than 0.02 arcsec. Potential applications for solar observations and wide-field X-ray monitors are also briefly discussed. 展开更多
关键词 INSTRUMENTATION high angular resolution - techniques image processing - telescopes
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Computer-aided Pattern Design of Multi-bar Warp Knitted Fabrics
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作者 李炜 《Journal of China Textile University(English Edition)》 EI CAS 2000年第1期85-87,共3页
To meet the development trend of multi-bar warp knit-ting machine towards high-speed,advanced technologyand computer control and the requirements of variousproducts with small quantity,there are many researcheson the ... To meet the development trend of multi-bar warp knit-ting machine towards high-speed,advanced technologyand computer control and the requirements of variousproducts with small quantity,there are many researcheson the computer-aided pattern design of multi-barwarp knitted fabrics.In terms of the special propertiesof the computer-aided pattern design of multi-barwarp knitted fabrics,the Object Oriented Program(OOP)programming-Object Windows class Library(OWL)programming is selected.According to thecharacters of the OWL programming,various functionsare defined.Pattern design and technical parameters canbe output,which offers a great convenience for the fac-tory. 展开更多
关键词 multi - bar WARP KNITTED fabric computer -aided PATTERN design PATTERN Object Windows class Library (OWL) programming.
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MODS: A Novel Metaheuristic of Deterministic Swapping for the Multi-Objective Optimization of Combinatorials Problems
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作者 Elias David Nifio Ruiz Carlos Julio Ardila Hemandez +2 位作者 Daladier Jabba Molinares Agustin Barrios Sarmiento Yezid Donoso Meisel 《Computer Technology and Application》 2011年第4期280-292,共13页
This paper states a new metaheuristic based on Deterministic Finite Automata (DFA) for the multi - objective optimization of combinatorial problems. First, a new DFA named Multi - Objective Deterministic Finite Auto... This paper states a new metaheuristic based on Deterministic Finite Automata (DFA) for the multi - objective optimization of combinatorial problems. First, a new DFA named Multi - Objective Deterministic Finite Automata (MDFA) is defined. MDFA allows the representation of the feasible solutions space of combinatorial problems. Second, it is defined and implemented a metaheuritic based on MDFA theory. It is named Metaheuristic of Deterministic Swapping (MODS). MODS is a local search strategy that works using a MDFA. Due to this, MODS never take into account unfeasible solutions. Hence, it is not necessary to verify the problem constraints for a new solution found. Lastly, MODS is tested using well know instances of the Bi-Objective Traveling Salesman Problem (TSP) from TSPLIB. Its results were compared with eight Ant Colony inspired algorithms and two Genetic algorithms taken from the specialized literature. The comparison was made using metrics such as Spacing, Generational Distance, Inverse Generational Distance and No-Dominated Generation Vectors. In every case, the MODS results on the metrics were always better and in some of those cases, the superiority was 100%. 展开更多
关键词 METAHEURISTIC deterministic finite automata combinatorial problem multi - objective optimization metrics.
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Multi-Barycenter Mechanics, N-Body Problem and Rotation of Galaxies and Stars
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作者 Honglai Zhu 《Journal of Applied Mathematics and Physics》 2023年第10期3251-3273,共23页
In the present paper, the establishment of a systematic multi-barycenter mechanics is based on the multi-particle mechanics. The new theory perfects the basic theoretical system of classical mechanics, which finds the... In the present paper, the establishment of a systematic multi-barycenter mechanics is based on the multi-particle mechanics. The new theory perfects the basic theoretical system of classical mechanics, which finds the law of mutual interaction between particle groups, reveals the limitations of Newton’s third law, discovers the principle of the intrinsic relationship between gravity and tidal force, reasonably interprets the origin and change laws for the rotation angular momentum of galaxies and stars and so on. By applying new theory, the multi-body problem can be transformed into a special two-body problem and for which an approximate solution method is proposed, the motion law of each particle can be roughly obtained. 展开更多
关键词 multi-Barycenter Mechanics Translation Principle for a Vector System Variation Principle for a Vector Origin and Change Laws for the Rotation angular Momentum of Galaxies and Stars multi-Body Problem
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基于GADF-Inception-SAM的转子故障诊断方法
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作者 伍济钢 张源 曾嘉 《噪声与振动控制》 北大核心 2025年第3期98-104,221,共8页
针对现有转子故障诊断方法缺乏多尺度特征提取能力以及强噪声导致故障分类准确率较低的问题,提出一种基于格拉姆角差场(Gramian Angular Difference Field,GADF)、Inception模块与锐度感知最小化(Sharpness Awareness Minimization,SAM... 针对现有转子故障诊断方法缺乏多尺度特征提取能力以及强噪声导致故障分类准确率较低的问题,提出一种基于格拉姆角差场(Gramian Angular Difference Field,GADF)、Inception模块与锐度感知最小化(Sharpness Awareness Minimization,SAM)的故障诊断方法。首先,对故障信号进行GADF变换,并使用多传感器信息融合策略将由不同传感器信号变换得到的图像进行水平拼接;接着,将拼接后的图像输入到Inception-SAM模型中进行分类识别,其中,Inception模块能增强神经网络对于多尺度特征的提取能力,SAM能增强模型的泛化性能。实验结果表明,所提方法在转子故障诊断中的分类准确率能够达到99.64%,而且相比其他图片编码方法和神经网络模型,该方法具有更高的故障分类准确率;同时,抗噪性能测试证明该方法在高噪声条件下仍具有较高的准确率。 展开更多
关键词 故障诊断 格拉姆角差场 多传感器信息融合 锐度感知最小化 转子
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Measurement of the g Factor of the 3.1232 MeV 19/2^(-) Level in ^(43)Sc by Perturbed Angular Distribution Method
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作者 Zhu Sheng-yun Li An-li +2 位作者 Gou Zheng-hui Zheng Sheng-nan Li Guang-sheng 《Chinese journal of nuclear physics》 1994年第3期239-242,共4页
The g-factor hence the magnetic moment,of the isomeric state <sup>43</sup>Sc(|9/2<sup>-</sup>,3.1232 MeV)has been measured by the time differential perturbed angular distributionmethod.The me... The g-factor hence the magnetic moment,of the isomeric state <sup>43</sup>Sc(|9/2<sup>-</sup>,3.1232 MeV)has been measured by the time differential perturbed angular distributionmethod.The measured values are g=0.3279(19)and μ=3.108(18)nm. 展开更多
关键词 G-FACTOR Magnetic moment Perturbed angular distribution method ^(43)Sc(19/2^(-))
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基于响应数据图像化和深度残差收缩网络的结构损伤诊断
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作者 李书进 张杰玲 赵源 《建筑科学与工程学报》 北大核心 2026年第1期28-40,共13页
利用卷积神经网络(CNN)处理二维图像的优势以及深度残差收缩网络(DRSN)在抗噪性、稳定性和鲁棒性上的良好表现,提出一种将动力响应信号图像化处理后利用DRSN对结构损伤进行诊断的方法。以复杂损伤工况下的平面和空间框架结构的节点损伤... 利用卷积神经网络(CNN)处理二维图像的优势以及深度残差收缩网络(DRSN)在抗噪性、稳定性和鲁棒性上的良好表现,提出一种将动力响应信号图像化处理后利用DRSN对结构损伤进行诊断的方法。以复杂损伤工况下的平面和空间框架结构的节点损伤诊断问题为研究对象,从模型的样本输入和特征学习两方面出发,通过格拉姆角场(GAF)变换和数据增强处理将各监测点的一维结构动力响应信号构造为图像增强样本集,同时构建了适用于框架结构节点损伤位置和损伤程度诊断的DRSN多标签分类模型,并从训练收敛速度、诊断准确率、训练样本类别及网络结构几方面对其诊断性能进行了研究。通过对所提方法在强噪声干扰下的抗噪性能及处理新样本时的泛化性能进行研究,验证其有效性和实用性。结果表明:采用图像增强样本集训练的DRSN模型在诊断准确率、迭代收敛速度和稳定性方面的表现优于普通卷积神经网络模型,且在不同的诊断对象上表现出了良好的鲁棒性和适应性;DRSN的自适应调整阈值降噪机制具有出色的抗噪性能和泛化性能,使其在强噪声、小样本情况下的表现更具优势。 展开更多
关键词 损伤诊断 深度残差收缩网络 卷积神经网络 格拉姆角场 多标签分类 数据增强
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基于多模态融合特征的并分支发动机寿命预测方法
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作者 李亚男 郭梦阳 +3 位作者 邓国军 陈允峰 任建吉 原永亮 《计算机应用》 北大核心 2026年第1期305-313,共9页
针对发动机运行数据的多模态以及难以实现有效的发动机寿命预测问题,提出一种融合图像和发动机运行时间数据潜在关系的多模态融合特征并分支发动机寿命预测方法。首先,利用滑动窗口对发动机运行数据进行分割,以构造发动机运行数据的序... 针对发动机运行数据的多模态以及难以实现有效的发动机寿命预测问题,提出一种融合图像和发动机运行时间数据潜在关系的多模态融合特征并分支发动机寿命预测方法。首先,利用滑动窗口对发动机运行数据进行分割,以构造发动机运行数据的序列样本,并采用格拉姆角场(GAF)将构造的序列样本转化为图像;其次,用序列样本和图像分别通过双向长短期记忆(BiLSTM)网络和卷积神经网络(CNN)获取趋势和周期等传感器之间的潜在关系特征;最后,引入交叉注意力机制(CAM)实现2种模态特征的融合并实现发动机寿命的预测。在公开的C-MAPSS数据集上的实验结果表明,该预测方法的R-squared(R^(2))高于0.99,而均方根误差(RMSE)在1以内。可见,该方法能在保证预测精度的同时改善计算效率。 展开更多
关键词 寿命预测 多模态融合 格拉姆角场 卷积神经网络 交叉注意力机制
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基于POV-ray的行播作物方向亮温仿真研究 被引量:3
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作者 王剑庚 余涛 +3 位作者 李虎 赵峰 顾行发 薛廉 《计算机应用》 CSCD 北大核心 2009年第4期1003-1007,共5页
利用POV-ray光线追踪方法,对植被真实结构模型(CLAMP)生成的复杂行播场景下的方向亮温(DBT)进行快速演算,并针对CLAMP模型中集聚指数,平均叶倾角和叶面积指数,对冠层方向亮温的影响做敏感性分析,得到在不同参数输入条件下DBT的一些规律... 利用POV-ray光线追踪方法,对植被真实结构模型(CLAMP)生成的复杂行播场景下的方向亮温(DBT)进行快速演算,并针对CLAMP模型中集聚指数,平均叶倾角和叶面积指数,对冠层方向亮温的影响做敏感性分析,得到在不同参数输入条件下DBT的一些规律。结果表明,集聚指数可以有效地控制叶片在空间的分布情况,对于DBT的结果有较大影响;平均叶倾角对DBT的各向异性特征影响明显;叶面积指数是表征作物生长阶段的关键参数,对DBT的影响很大。 展开更多
关键词 多角度遥感 垄行作物 方向亮温 POV-RAY 植被真实结构模型
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