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Defect Cluster-Induced X-Ray Diffuse Scattering in GaN Films Grown by MOCVD
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作者 马志芳 王玉田 +8 位作者 江德生 赵德刚 张书明 朱建军 刘宗顺 孙宝娟 段瑞飞 杨辉 梁骏吾 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2008年第7期1242-1245,共4页
High-resolution X-ray diffraction has been employed to investigate the diffuse scattering in a (0001) oriented GaN epitaxial film grown on sapphire substrate. The analysis reveals that defect clusters are present in... High-resolution X-ray diffraction has been employed to investigate the diffuse scattering in a (0001) oriented GaN epitaxial film grown on sapphire substrate. The analysis reveals that defect clusters are present in GaN films and their concentration increases as the density of threading dislocations increases. Meanwhile, the mean radius of these defect clus- ters shows a reverse tendency. This result is explained by the effect of clusters preferentially forming around dislocations, which act as effective sinks for the segregation of point defects. The electric mobility is found to decrease as the cluster concentration increases. 展开更多
关键词 X-ray diffuse scattering GAN defect cluster
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Triggering in-plane defect cluster on MoS_(2) for accelerated dinitrogen electroreduction to ammonia 被引量:9
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作者 Wanru Liao Ke Xie +5 位作者 Lijuan Liu Xiuyun Wang Yu Luo Shijing Liang Fujian Liu Lilong Jiang 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2021年第11期359-366,I0008,共9页
Electrochemical nitrogen reduction reaction (eNRR) is an alternative promising manner for sustainable N2 fixation with low-emission. The major challenge for developing an efficient electrocatalyst is the cleaving of t... Electrochemical nitrogen reduction reaction (eNRR) is an alternative promising manner for sustainable N2 fixation with low-emission. The major challenge for developing an efficient electrocatalyst is the cleaving of the stable Ntriple bondN triple bonds. Herein, we design a new MoS_(2) with in-plane defect cluster through a bottom-up approach for the first time, where the defect cluster is composed of three adjacent S vacancies. The well-defined in-plane defect clusters could contribute to the strong chemical adsorption and activation towards inert nitrogen, achieving an excellent eNRR performance with an ammonia yield rate of 43.4 ± 3 μg h^(−1) mgcat.^(−1) and a Faradaic efficiency of 16.8 ± 2% at −0.3 V (vs. RHE). The performance is much higher than that of MoS_(2) with the edge defect. Isotopic labeling confirms that N atoms of produced NH4+ originate from N2. Furthermore, the in-plane defect clusters realized the alternate hydrogenation of nitrogen in a side-on way to synthesize ammonia. This work provides a prospecting strategy for fine-tuning in-plane defects in a catalyst, and also promotes the progress of eNRR. 展开更多
关键词 In-plane defect clusters Ammonia synthesis MoS_(2) ELECTROCATALYSIS Isotopic labeling
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Effect of vacancy defect clusters on the optical property of the aluminium filter used for the space solar telescope 被引量:3
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作者 程秀围 关庆丰 +1 位作者 范鲜红 陈波 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第1期417-421,共5页
We investigate the microstructures of the pure aluminium foil and filter used on the space solar telescope, irradiated by photons with different doses. The vacancy defect clusters induced by proton irradiation in both... We investigate the microstructures of the pure aluminium foil and filter used on the space solar telescope, irradiated by photons with different doses. The vacancy defect clusters induced by proton irradiation in both samples are characterized by transmission electron microscopy, and the density and the size distribution of vacancy defect clusters are determined. Their transmittances are measured before and after irradiating the samples by protons with energy E = 100 keV and dose φ = 6 × 10^11/mm^2. Our experimental results show that the density and the size of vacancy defect clusters increase with the increase of irradiation doses in the irradiated pure aluminium foils. As irradiation dose increases, vacancies incline to form larger defect clusters. In the irradiated filter, a large number of banded void defects are observed at the agglomerate boundary, which results in the degradation of the optical and mechanical performances of the filter after proton irradiation. 展开更多
关键词 proton irradiation vacancy defect clusters aluminium filter optical performance
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Effects of O defects on adsorption of small Ag clusters on a MgO(001) surface 被引量:2
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作者 邓永和 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第1期466-471,共6页
The interaction of Ag atoms with a defective MgO(001) surface is systematically studied based on density functional theory. The Ag clusters are deposited on neutral and charged oxygen vacancies of the MgO(001) sur... The interaction of Ag atoms with a defective MgO(001) surface is systematically studied based on density functional theory. The Ag clusters are deposited on neutral and charged oxygen vacancies of the MgO(001) surface. The structures of Ag clusters take the shape of simple models of two- or three-dimensional (2D and 3D) metal particles deposited on the MgO surface. When the nucleation of the metal clusters occurs in the Fs (missing neutral O) centre, the interaction with the substrate is considerably stronger than that in the Fs^+ (missing O-) centre. The results show that the adsorption of Ag atoms on the MgO surface with oxygcn vacancy is stronger than on a clear MgO surface, thereby attracting more Ag atoms to cluster together, and forming atomic islands. 展开更多
关键词 Mg0(001) surface density functional theory calculations O defects Ag clusters
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Clusters of Radiation Defects in Silicon Crystals
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作者 Hrant N. Yeritsyan Aram A. Sahakyan +3 位作者 Norair E. Grigoryan Vachagan V. Harutunyan Vahan A. Sahakyan Armenuhi A. Khachatryan 《Journal of Modern Physics》 2015年第9期1270-1276,共7页
While considerable progress has been achieved in radiation influence on the solid states, the quantitative assessment of defect production is very scarce. In this paper radiation defects studies in silicon crystals ar... While considerable progress has been achieved in radiation influence on the solid states, the quantitative assessment of defect production is very scarce. In this paper radiation defects studies in silicon crystals are briefly reviewed and comprehensively analyzed depending on irradiation energy and dose, paying special attention to electron irradiation in wide energy spectrum when crystal lattice disordered regions (clusters) occur. Electron irradiation, which is a simple way to introduce intrinsic defects, was used as one of the most powerful techniques to study point and cluster defects which affect properties of semiconductors depending on irradiation energy. Fundamental aspects of radiation induced defects are discussed and it is shown that they bring information on the threshold energy for atomic displacement, on the recombination of vacancy—interstitial pair and mainly, on radiation defects cluster formation which essentially influences on the irradiating material properties. The determination of the irradiation critical dose and energy for the formation of homogeneous disordered regions (clusters) are detailed. 展开更多
关键词 clusterS of RADIATION defectS Point RADIATION defectS IRRADIATION DOSE IRRADIATION Energy SEMICONDUCTORS Silicon
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Defect engineering of rutile TiO_(2) ceramics:Route to high voltage stability of colossal permittivity 被引量:2
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作者 Yang Yu Yu Zhao +3 位作者 Yu-Long Qiao Yu Feng Wei-Li Li Wei-Dong Fei 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2021年第25期10-15,共6页
Donor-acceptor co-doped rutile TiO_(2) ceramics with colossal permittivity(CP)have been extensively investigated in recent years due to their potential applications in modern microelectronics.In addition to CP and low... Donor-acceptor co-doped rutile TiO_(2) ceramics with colossal permittivity(CP)have been extensively investigated in recent years due to their potential applications in modern microelectronics.In addition to CP and low dielectric loss,voltage stability is an essential property for CP materials utilized in high-power and high-energy density storage devices.Unfortunately,the voltage stability of CP materials based on codoped TiO_(2) does not catch enough attention.Here,we propose a strategy to enhance the voltage stability of co-doped TiO_(2),where different ionic defect clusters are formed by two acceptor ions with different radii to localize free carriers and result in high performance CP materials.The(Ta+Al+La)co-doped TiO_(2) ceramic with suitable La/Al ratio exhibits colossal permittivity with excellent temperature stability as well as outstanding dc bias stability.The density functional theory analysis suggests that La^(3+)Al^(3+)V_(0)Ti^(3+)defect clusters and Ta^(5+)-Al^(3+)pairs are responsible for the excellent dielectric properties in(Ta+Al+La)co-doped TiO_(2).The results and mechanisms presented in this work open up a feasible route to design high performance CP materials via defect engineering. 展开更多
关键词 Colossal permittivity Co-doped TiO_(2) defect cluster Voltage stability
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Insights into defect cluster formation in non-stoichiometric wustite(Fe_(1−x)O)at elevated temperatures:accurate force field from deep learning
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作者 Zeng Liang Kejiang Li +1 位作者 Jianliang Zhang Alberto N.Conejo 《npj Computational Materials》 2025年第1期326-336,共11页
The limited understanding of the microstructure and dynamic evolution associated with the nonstoichiometric characteristics of wustite has constrained the comprehension of iron oxide properties,diffusion,and phase tra... The limited understanding of the microstructure and dynamic evolution associated with the nonstoichiometric characteristics of wustite has constrained the comprehension of iron oxide properties,diffusion,and phase transformation behaviors.This study employs deep learning methods to train interatomic potential parameters for the Fe–O system,achieving precise atomic-scale simulations of the wustite phase structure and internal lattice defects.This approach addresses the shortcomings of large-scale molecular dynamics simulations in accurately describing the solid-phase structure of the Fe–O system.Utilizing these potential parameters,this research is the first to reveal the complex mechanisms underlying the non-stoichiometric nature of wustite(Fe_(1−x)O).The study found that cation vacancy defects in wustite tend to aggregate,forming stable cluster structures.It also elucidated the formation mechanisms of interstitial iron atoms and typical defect clusters in wustite,establishing the formation preference for Koch–Cohen defect clusters.These potential parameters and research methods can be further applied in future studies on iron oxide reduction,phase transformation mechanisms,and related material development,thereby advancing fundamental research in metallurgy and related industries. 展开更多
关键词 iron oxide properties iron oxide defect cluster formation deep learning methods fe o systemachieving train interatomic potential parameters non stoichiometric wustite interatomic potential parameters
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一种预焙阳极表面氧化缺陷的Mask R-CNN检测方法
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作者 刘博超 赵利平 +1 位作者 李国彦 刘立春 《机械设计与制造》 北大核心 2026年第2期33-36,41,共5页
为实现预焙阳极表面氧化缺陷的在线检测,采用Mask R-CNN对预焙阳极表面氧化缺陷进行检测。该方法以线扫描法采集到的图像数据作为输入,以ResNet101为网络骨架,经过特征提取网络获取图像中的特征信息,然后在区域推荐网络(RPN)中采用K-me... 为实现预焙阳极表面氧化缺陷的在线检测,采用Mask R-CNN对预焙阳极表面氧化缺陷进行检测。该方法以线扫描法采集到的图像数据作为输入,以ResNet101为网络骨架,经过特征提取网络获取图像中的特征信息,然后在区域推荐网络(RPN)中采用K-means聚类算法生成Anchor进而输出感兴趣区域(ROI),最终通过ROI Align以及预测网络输出类别信息以及边框信息,完成预焙阳极表面氧化缺陷的检测。试验结果表明,该方法能够有效的检测出预焙阳极表面氧化缺陷,并且准确率能达到95%,满足预焙阳极在线检测的标准。 展开更多
关键词 预焙阳极 氧化缺陷 深度学习 Mask R-CNN K-MEANS聚类算法
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First-principles study of helium clustering at initial stage in ThO2
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作者 邵宽 韩晗 +4 位作者 张伟 王昌英 郭永亮 任翠兰 怀平 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第9期371-375,共5页
The clustering behavior of helium atoms in thorium dioxide has been investigated by first-principles calculations. The results show that He atoms tend to form a cluster around an octahedral interstitial site(OIS). A... The clustering behavior of helium atoms in thorium dioxide has been investigated by first-principles calculations. The results show that He atoms tend to form a cluster around an octahedral interstitial site(OIS). As the concentration of He atoms in ThO2 increases, the strain induced by the He atoms increases and the octahedral interstitial site is not large enough to accommodate a large cluster, such as a He hexamer. We considered three different Schottky defect(SD) configurations(SD1, SD2, and SD3). When He atoms are located in the SD sites, the strain induced by the He atoms is released and the incorporation and binding energies decrease. The He trimer is the most stable cluster in SD1. Large He clusters, such as a He hexamer, are also stable in the SDs. 展开更多
关键词 first-principles study thorium dioxide helium cluster defective properties
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Large-scale cluster state generation with nuclear spins in diamonds
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作者 陈琼 冯芒 +1 位作者 杜江峰 海文华 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第1期142-149,共8页
The cluster state is an indispensable resource for one-way quantum computing (lWQC). We propose a practical scheme for constructing cluster states among nuclear spins in nitrogen-vacancy defect centres (NV centres... The cluster state is an indispensable resource for one-way quantum computing (lWQC). We propose a practical scheme for constructing cluster states among nuclear spins in nitrogen-vacancy defect centres (NV centres) in different diamonds. The entanglement of nuclear spins within an NV centre is made by hyperfine coupling via electron spin, and the entanglement between remote NV centres is accomplished using the parity projection of emitted photons. We discus the possibility to build large-scale nuclear-spin cluster states with diamonds. 展开更多
关键词 nitrogen-vacancy defect centre cluster state nuclear spin
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Algorithms for Masking Pixel Defects at Low Exposure Conditions for CMOS Image Sensors
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作者 Vinesh Sukumar Jason Tanner +1 位作者 Atif Sarwari Herbert L Hess 《Engineering(科研)》 2010年第4期220-227,共8页
This paper introduces certain innovative algorithms to mask for pixel defects seen in image sensors. Pixel defectivity rates scale with pixel architecture and process nodes. Smaller pixel and process nodes introduce m... This paper introduces certain innovative algorithms to mask for pixel defects seen in image sensors. Pixel defectivity rates scale with pixel architecture and process nodes. Smaller pixel and process nodes introduce more defects in manufacturing. Brief introduction to causes for pixel defectivity at lower pixel nodes is explained. Later in the paper, popular defect correction schemes used in image processing applications are discussed. A new approach for defect correction is presented and evaluated using images captured from an 8M Bayer image sensor. Experimentation for threshold evaluation is done and presented with practical results for better optimization of proposed algorithms. Experimental data shows that proposed defect corrections preserves a lot of edge details and corrects for bright and hot pixels/clusters, which are evaluated using histogram analysis. 展开更多
关键词 Hot PIXELS PIXEL clusterS defect CORRECTION cluster CORRECTION
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缺陷团簇对Cu/W纳米多层膜辐照肿胀影响的分子动力学模拟研究
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作者 陈文 李敏 +3 位作者 付宝勤 陈暾 崔节超 侯氢 《四川大学学报(自然科学版)》 北大核心 2025年第4期931-939,共9页
纳米结构材料具有优异的抗辐照损伤性能,可以抑制辐照肿胀,但其潜在物理机制仍待深入研究.为此,本文采用分子动力学方法模拟对比研究了单晶Cu、单晶W和Cu/W纳米多层膜3种材料中空位和间隙型缺陷团簇对辐照肿胀的影响.模拟结果表明,相同... 纳米结构材料具有优异的抗辐照损伤性能,可以抑制辐照肿胀,但其潜在物理机制仍待深入研究.为此,本文采用分子动力学方法模拟对比研究了单晶Cu、单晶W和Cu/W纳米多层膜3种材料中空位和间隙型缺陷团簇对辐照肿胀的影响.模拟结果表明,相同缺陷浓度时,间隙团簇引起的3种材料体积肿胀差异较小.空位团簇则不同,Cu/W纳米多层膜中空位团簇导致的体积收缩程度与单晶Cu类似,但显著高于单晶W.此外,Cu/W异质界面作为优异的缺陷陷阱,能够有效捕获空位/间隙型缺陷,有效降低晶粒中缺陷浓度.上述效应协同作用,使得Cu/W纳米多层膜展现出优异的抗辐照肿胀性能. 展开更多
关键词 Cu/W纳米多层膜 分子动力学 缺陷团簇 辐照肿胀
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Description and Classification of Leather Defects Based on Principal Component Analysis
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作者 DING Caihong HUANG Hao YANG Yanzhu 《Journal of Donghua University(English Edition)》 EI CAS 2018年第6期473-479,共7页
The accurate extraction and classification of leather defects is an important guarantee for the automation and quality evaluation of leather industry. Aiming at the problem of data classification of leather defects,a ... The accurate extraction and classification of leather defects is an important guarantee for the automation and quality evaluation of leather industry. Aiming at the problem of data classification of leather defects,a hierarchical classification for defects is proposed.Firstly,samples are collected according to the method of minimum rectangle,and defects are extracted by image processing method.According to the geometric features of representation, they are divided into dot,line and surface for rough classification. From analysing the data which extracting the defects of geometry,gray and texture,the dominating characteristics can be acquired. Each type of defect by choosing different and representative characteristics,reducing the dimension of the data,and through these characteristics of clustering to achieve convergence effectively,realize extracted accurately,and digitized the defect characteristics,eventually establish the database. The results showthat this method can achieve more than 90% accuracy and greatly improve the accuracy of classification. 展开更多
关键词 defect detection hierarchical classification principal component analysis REDUCE DIMENSION clustering model
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基于聚类算法的钢轨内部伤损检测与分类 被引量:1
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作者 吴福培 周旭 李昇平 《铁道学报》 北大核心 2025年第8期134-142,共9页
准确检测钢轨内部伤损对确保列车的运行安全具有重要意义。为提高钢轨内部伤损智能检测的学习能力,提出一种基于聚类算法的钢轨内部伤损检测与分类方法。首先,通过分析B型图像噪声特征提出基于游程编码的噪声去除方法,有效去除噪声并保... 准确检测钢轨内部伤损对确保列车的运行安全具有重要意义。为提高钢轨内部伤损智能检测的学习能力,提出一种基于聚类算法的钢轨内部伤损检测与分类方法。首先,通过分析B型图像噪声特征提出基于游程编码的噪声去除方法,有效去除噪声并保留关键信息。其次,基于轨头、轨腰、轨底三个区域常见伤损特征的分布规律,提出一种基于多维特征融合的聚类算法(CMF),以实现对钢轨内部伤损的准确分类。最后,由开发的伤损检测仪采集的76张钢轨B型图像进行伤损检测和分类,评估所提方法的准确性。实验结果表明,样品集所含的1554个伤损中,本文所提出方法的平均检测分类正确率为97.55%,漏检率为1.93%,其中轨头区域、轨腰区域和轨底区域的伤损检测正确率分别为99.03%、96.21%和97.99%,而对应漏检率分别为0.72%、2.79%和2.01%,实验结果验证了所提方法的有效性。 展开更多
关键词 钢轨内部伤损 缺陷检测 聚类算法 噪声去除
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基于机器视觉的电池模组极柱焊接缺陷检测
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作者 陈甦欣 姚俊杰 赵毅 《组合机床与自动化加工技术》 北大核心 2025年第5期136-139,144,共5页
为解决电池模组极柱焊接缺陷检测精度低、效率低的问题,提出了一种基于机器视觉的焊接缺陷检测算法。首先,对采集图像进行预处理操作;其次,通过组件筛选结合改进的Canny算法获取目标区域的无干扰边缘轮廓,为了改善拟合干扰现象,利用基... 为解决电池模组极柱焊接缺陷检测精度低、效率低的问题,提出了一种基于机器视觉的焊接缺陷检测算法。首先,对采集图像进行预处理操作;其次,通过组件筛选结合改进的Canny算法获取目标区域的无干扰边缘轮廓,为了改善拟合干扰现象,利用基于密度的聚类(density-based spatial clustering of applications with noise,DBSCAN)算法对焊接区域的内外圆边缘点集进行分离;然后,采用改进的最小二乘法对内外圆点集分别进行拟合得到精准的焊接区域;最后,以焊接区域内外圆的面积差和同心度来检测焊接面积缺陷和焊偏,通过双向扫面检测法进行焊接区域灰度值遍历,根据对应的灰度值范围和区域大小来检测焊穿和炸点缺陷。实验表明,该算法能够精确拟合焊接区域并准确识别出焊接缺陷,具有较高的检测精度和效率,能够满足工业生产需求。 展开更多
关键词 机器视觉 聚类 最小二乘法 圆拟合 缺陷检测
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基于谐波异常特征的配网电缆绝缘缺陷检测技术研究 被引量:2
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作者 王安哲 赵健康 +2 位作者 王昱力 王格 夏荣 《高电压技术》 北大核心 2025年第1期467-477,共11页
配网电缆因其复杂的运行环境和苛刻的停电检修要求,迫切需求准确有效的新型带电检测技术。为此以10 kV单芯电缆金属屏蔽层的感应电流作为研究对象,通过采用理论公式推导和建模仿真的方式,研究了感应电流中谐波畸变的演变规律、内含机理... 配网电缆因其复杂的运行环境和苛刻的停电检修要求,迫切需求准确有效的新型带电检测技术。为此以10 kV单芯电缆金属屏蔽层的感应电流作为研究对象,通过采用理论公式推导和建模仿真的方式,研究了感应电流中谐波畸变的演变规律、内含机理及其影响因素。仿真表明,绝缘缺陷位置的磁场畸变会引起金属屏蔽层中感应电流出现异常谐波分量,其成分为第3、5和7次谐波。进一步真型实验表明,谐波的主要成分与负荷电流、绝缘缺陷的类型以及绝缘材料的通流老化时间等因素相关,其中金属悬浮缺陷的3次谐波含量约为正常电缆的140.2%。最后,通过对实测谐波数据应用K-means聚类分析算法实现了配网电缆绝缘缺陷的有效分类。在导体电流为300 A时,水珠缺陷的识别率达84.09%,为实现绝缘缺陷及时预警和带电诊断提供了理论基础。 展开更多
关键词 电力电缆 谐波电流 磁场畸变 绝缘缺陷 聚类分析
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基于改进YOLO v5的钢带表面缺陷检测方法
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作者 贺智勇 李国红 +2 位作者 谢刚 谢新林 胡啸 《控制工程》 北大核心 2025年第12期2277-2282,共6页
针对工业钢带表面缺陷检测率低的问题,提出了一种改进YOLO v5的钢带表面缺陷检测算法。首先,在YOLO v5骨干网络中引入压缩激励(squeeze-and-excitation,SE)注意力机制,来强化模型对缺陷重要信息的提取能力,解决特征信息损失较大的问题;... 针对工业钢带表面缺陷检测率低的问题,提出了一种改进YOLO v5的钢带表面缺陷检测算法。首先,在YOLO v5骨干网络中引入压缩激励(squeeze-and-excitation,SE)注意力机制,来强化模型对缺陷重要信息的提取能力,解决特征信息损失较大的问题;其次,使用四尺度检测机制来增大网络模型的检测区域,加强深层与浅层语义信息的融合;最后,通过K均值(K-means++)聚类算法改进优化检测锚框,解决部分小目标检测困难的问题。针对NEU-DET数据集的验证结果表明,所提出模型的m AP为79.2%,较YOLO v5模型提升了3.3个百分点,既保持了YOLO系列轻量化的优势,又可实现较好的工业钢带小目标检测效果。 展开更多
关键词 缺陷检测 聚类算法 YOLO v5 注意力机制 四尺度检测
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市售12个品牌澳洲坚果开口壳果产品质量指标分析与评价
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作者 付镓榕 马尚玄 +8 位作者 郭刚军 黄克昌 姜家泰 徐文婷 兰秀华 魏元苗 杨悦雪 李源达 贺熙勇 《中国南方果树》 北大核心 2025年第6期1-6,13,共7页
为调查和分析市售澳洲坚果开口壳果产品的质量与品质状况,测定市售12个品牌的澳洲坚果开口壳果产品的开口宽度、开口弧度、开口质量、出仁率、杂质含量、缺陷果比例等指标,并进行层次聚类分析。结果表明,供试澳洲坚果开口壳果产品的质... 为调查和分析市售澳洲坚果开口壳果产品的质量与品质状况,测定市售12个品牌的澳洲坚果开口壳果产品的开口宽度、开口弧度、开口质量、出仁率、杂质含量、缺陷果比例等指标,并进行层次聚类分析。结果表明,供试澳洲坚果开口壳果产品的质量存在显著性差异,开口宽度中位数0.9~1.2 mm,开口弧度中位数218°~282°,未开口壳果占比0%~1.96%,果仁损伤率59.66%~93.05%,开口不达标壳果占比0%~1.89%。分析取仁效果发现,12个品牌产品均未存在不易打开壳果和完全开口壳果,不完全打开壳果占比0%~5.66%,黏壳果仁占比3.54%~35.95%,出仁率33.92%~40.82%,杂质含量0.006%~0.102%;壳果未出现虫果,但存在划痕、黑斑等缺陷,占比3.58%~52.27%;果仁存在哈变、虫蛀、皱缩、褐变、渗油等不同类型的缺陷,缺陷果仁占比0%~7.73%。聚类分析将12个品牌产品聚为两类,品牌11产品因多项指标表现不佳而单独成类。说明各品牌原料选择和加工控制存在差异,澳洲坚果产品生产企业应严格控制原料品质,改进加工工艺与设备,以提升产品质量。 展开更多
关键词 澳洲坚果 开口壳果 开口效果 果仁缺陷 聚类分析
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改进相位相关与聚类思想的Micro-LED芯片显微图像拼接
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作者 林坚普 王廷雨 +6 位作者 蔡苾芃 张建豪 梅婷 林珊玲 林志贤 乐建避 吴朝兴 《光学精密工程》 北大核心 2025年第4期641-652,共12页
针对现有Micro-LED芯片的显微图像由于存在大量相似且整齐排列的LED而导致算法拼接速度慢及准确率低的问题,本文提出了一种基于聚类思想的Micro-LED芯片显微图像拼接方法。首先使用最大类间方差法对图像进行预处理,随后使用自适应面积... 针对现有Micro-LED芯片的显微图像由于存在大量相似且整齐排列的LED而导致算法拼接速度慢及准确率低的问题,本文提出了一种基于聚类思想的Micro-LED芯片显微图像拼接方法。首先使用最大类间方差法对图像进行预处理,随后使用自适应面积拓展相位相关算法对相邻两幅图像的重叠区域进行峰值计算以求得初步配准的偏移量,接着使用图像分块联合差异值哈希算法的优化配准策略得到优化后的偏移量,最后引入基于密度的噪声应用空间聚类对可能存在的错误偏移量进行自动筛出和处理。实验结果表明本文算法平均耗时为64 ms,满足拼接实时性的需求,拼接正确率达到99.4%,配准精度控制在1个pixel之内,融合处理后在主观上可以达到完美的拼接效果,为错误偏移量导致的整体错位问题也提供了新的解决思路。本文算法有效解决了晶圆级Micro-LED芯片检测中显微图像拼接的关键环节,并可推广应用于具有重复特征且高精度要求的其他机器视觉自动化领域,具有较高的实际工程应用价值。 展开更多
关键词 图像拼接 Micro-LED芯片显微图像 相位相关 差异值哈希 聚类思想 缺陷检测
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碳纤维聚氨酯夹芯板气孔敲击信号识别方法研究
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作者 谭昭胜 涂君 +2 位作者 张旭 陈涛 宋小春 《传感器与微系统》 北大核心 2025年第9期37-40,45,共5页
碳纤维聚氨酯(CFR-PU)夹芯板在冷藏行业中应用广泛,然而,这类产品在制作过程中容易形成聚氨酯层内气孔缺陷,直接影响其保温效果以及结构稳定性。采用敲击法实现气孔缺陷检测。由于常规K-means算法对多种振动信号的区分正确率很难超过50%... 碳纤维聚氨酯(CFR-PU)夹芯板在冷藏行业中应用广泛,然而,这类产品在制作过程中容易形成聚氨酯层内气孔缺陷,直接影响其保温效果以及结构稳定性。采用敲击法实现气孔缺陷检测。由于常规K-means算法对多种振动信号的区分正确率很难超过50%,所以提出一种带约束K-means算法,以实现缺陷的定位和定量。研究搭建了一种敲击检测系统,先针对盲测中存在的4种情况进行区分试验,接着对有效检测距离进行探究,最后对缺陷大小进行定量划分。在3类试验中,本文所提出的带约束K-means方法均表现良好,缺陷识别准确率相较于常规K-means方法最高可提升6.55倍。 展开更多
关键词 碳纤维聚氨酯夹芯板 气孔缺陷 敲击法 K-MEANS聚类
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