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First-Principles Study on Native Defect Complexes in InN 被引量:1
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作者 赵风歧 史俊杰 杨茂 《Communications in Theoretical Physics》 SCIE CAS CSCD 2010年第1期145-148,共4页
We present first-principles calculations of the formation energy of different native defects and their complexes in wurtzite InN using density-functional theory and the pseudopotential plane-wave method. Our calculati... We present first-principles calculations of the formation energy of different native defects and their complexes in wurtzite InN using density-functional theory and the pseudopotential plane-wave method. Our calculations are aimed in the three cases: N/In = 1, N/In 〉 1 (N-rich), and N/In 〈 1 (In-rich). Our results indicate that the antisite defect has the lowest formation energy under N/In = 1. The formation energy of nitrogen interstitial (nitrogen vacancy) defect is significantly low under the N-rich (In-rich) condition. Thus the antisite defect is an important defect if N/In = 1, and the nitrogen interstitial (nitrogen vacancy) defect is a vital defect under the N-rich (In-rich) condition. The atomic site relaxation around the nitrogen interstitial and vacancy is investigated. Our calculations show that the nitrogen vacancy cannot be observed although it is one of the most important defects in InN. Our results are confirmed by experiments. 展开更多
关键词 density-functional theory native defect complexes formation energy
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A cyclic self-enhancement technique for complex defect profile reconstruction based on thermographic evaluation
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作者 Haochen Liu Shuozhi Wang +2 位作者 Yifan Zhao Kailun Deng Zhenmao Chen 《Acta Mechanica Sinica》 2025年第5期117-130,共14页
Although machine Learning has demonstrated exceptional applicability in thermographic inspection,precise defect reconstruction is still challenging,especially for complex defect profiles with limited defect sample div... Although machine Learning has demonstrated exceptional applicability in thermographic inspection,precise defect reconstruction is still challenging,especially for complex defect profiles with limited defect sample diversity.Thus,this paper proposes a self-enhancement defect reconstruction technique based on cycle-consistent generative adversarial network(Cycle-GAN)that accurately characterises complex defect profiles and generates reliable artificial thermal images for dataset augmentation,enhancing defect characterisation.By using a synthetic dataset from simulation and experiments,the network overcomes the limited samples problem by learning the diversity of complex defects from finite element modelling and obtaining the thermography uncertainty patterns from practical experiments.Then,an iterative strategy with a self-enhancement capability optimises the characterisation accuracy and data generation performance.The designed loss function structure with cycle consistency and identity loss constrains the GAN’s transfer variation to guarantee augmented data quality and defect reconstruction accuracy simultaneously,while the self-enhancement results significantly improve accuracy in thermal images and defect profile reconstruction.The experimental results demonstrate the feasibility of the proposed method by attaining high accuracy with optimal loss norm for defect profile reconstruction with a Recall score over 0.92.The scalability investigation of different materials and defect types is also discussed,highlighting its capability for diverse thermography quantification and automated inspection scenarios. 展开更多
关键词 Non-destructive testing and evaluation complex defect reconstruction Generative adversarial network Thermographic data augmentation SELF-ENHANCEMENT
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3D Printing Hip Prostheses Offer Accurate Reconstruction,Stable Fixation,and Functional Recovery for Revision Total Hip Arthroplasty with Complex Acetabular Bone Defect 被引量:7
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作者 Yongqiang Hao Lei Wang +5 位作者 Wenbo Jiang Wen Wu Songtao Ai Lu Shen Shuang Zhao Kerong Dai 《Engineering》 SCIE EI 2020年第11期1285-1290,共6页
Complicated and large acetabular bone defects present the main challenges and difficulty in the revision of total hip arthroplasty(THA).This study aimed to explore the advantages of three-dimensional(3D)printing techn... Complicated and large acetabular bone defects present the main challenges and difficulty in the revision of total hip arthroplasty(THA).This study aimed to explore the advantages of three-dimensional(3D)printing technology in the reconstruction of such acetabular bone defects.We retrospectively analyzed the prognosis of four severe bone defects around the acetabulum in three patients who were treated using 3D printing technology.Reconstruction of bone defect by conventional methods was difficult in these patients.In this endeavor,we used radiographic methods,related computer software such as Materialise's interactive medical image control system and Siemens NX software,and actual surgical experience to estimate defect volume,prosthesis stability,and installation accuracy,respectively.Moreover,a Harris hip score was obtained to evaluate limb function.It was found that bone defects could be adequately reconstructed using a 3D printing prosthesis,and its stability was reliable.The Harris hip score indicated a very good functional recovery in all three patients.In conclusion,3D printing technology had a good therapeutic effect on both complex and large bone defects in the revision of THA.It was able to achieve good curative effects in patients with large bone defects. 展开更多
关键词 3D printing Hip revision complex and large acetabular bone defect Accurate reconstruction
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Feature Extraction of Fabric Defects Based on Complex Contourlet Transform and Principal Component Analysis 被引量:1
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作者 吴一全 万红 叶志龙 《Journal of Donghua University(English Edition)》 EI CAS 2013年第4期282-286,共5页
To extract features of fabric defects effectively and reduce dimension of feature space,a feature extraction method of fabric defects based on complex contourlet transform (CCT) and principal component analysis (PC... To extract features of fabric defects effectively and reduce dimension of feature space,a feature extraction method of fabric defects based on complex contourlet transform (CCT) and principal component analysis (PCA) is proposed.Firstly,training samples of fabric defect images are decomposed by CCT.Secondly,PCA is applied in the obtained low-frequency component and part of highfrequency components to get a lower dimensional feature space.Finally,components of testing samples obtained by CCT are projected onto the feature space where different types of fabric defects are distinguished by the minimum Euclidean distance method.A large number of experimental results show that,compared with PCA,the method combining wavdet low-frequency component with PCA (WLPCA),the method combining contourlet transform with PCA (CPCA),and the method combining wavelet low-frequency and highfrequency components with PCA (WPCA),the proposed method can extract features of common fabric defect types effectively.The recognition rate is greatly improved while the dimension is reduced. 展开更多
关键词 fabric defects feature extraction complex contourlet transform(CCT) principal component analysis(PCA)CLC number:TP391.4 TS103.7Document code:AArticle ID:1672-5220(2013)04-0282-05
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Effect of Boron (Nitrogen)-Divacancy Complex Defects on the Electronic Properties of Graphene Nanoribbon
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作者 Zhiyong Wang Junchao Jin Mengyao Sun 《Graphene》 2017年第1期19-25,共7页
We report the effect of boron (nitrogen)-divacancy complex defects on the electronic properties of graphene nanoribbon by means of density functional theory. It is found that the defective subbands appear in the condu... We report the effect of boron (nitrogen)-divacancy complex defects on the electronic properties of graphene nanoribbon by means of density functional theory. It is found that the defective subbands appear in the conduction band and valence band in accordance with boron (nitrogen)-divacancy defect, respectively;the impurity subbands don’t lead to the transition from the metallic characteristic to a semiconducting one. These complex defects affect the electronic band structures around the Fermi level of the graphene nanoribbon;the charge densities of these configurations have also changed distinctly. It is hoped that the theoretical results are helpful in designing the electronic device. 展开更多
关键词 complex defectS ELECTRONIC Properties Graphene NANORIBBON
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Image segmentation of small defects in precision weldments with complex structure 被引量:3
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作者 石端虎 刚铁 +1 位作者 袁媛 杨双羊 《China Welding》 EI CAS 2007年第1期52-56,共5页
In this paper, the X-ray nondestructive test method of small defects in precision weldments with complex structure was presented. To resolve the difficulty of defect segmentation in variable grey image, the image proc... In this paper, the X-ray nondestructive test method of small defects in precision weldments with complex structure was presented. To resolve the difficulty of defect segmentation in variable grey image, the image processing based on Visual Basic programming method was adopted. The methods of automatic contrast and partial grey stretch were used to enhance the X-ray detection image which has relatively low contrast, then automatic threshold method was carried out to segment the two high intensity zones, and weld zones which contain the small defects was extracted. Smoothing and sharpen processing were proceeded on the extracted weld zones, and small defects in X-ray detection image of weldments with complex structure were segmented by using the method of background subtraction in the end. The effects of raster were eliminated, and because of that the image processing was only proceeded on the extracted weld zones, the calculated speed using the above provided algorithm was improved. 展开更多
关键词 X-ray testing complex structure Visual Basic program small defects image segmentation
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Defect types and room-temperature ferromagnetism in undoped rutile TiO_2 single crystals 被引量:1
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作者 李东翔 秦秀波 +5 位作者 郑黎荣 李玉晓 曹兴忠 李卓昕 杨静 王宝义 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第3期491-494,共4页
Room-temperature ferromagnetism has been experimentally observed in annealed rutile TiO2 single crystals when a magnetic field is applied parallel to the sample plane.By combining X-ray absorption near the edge struct... Room-temperature ferromagnetism has been experimentally observed in annealed rutile TiO2 single crystals when a magnetic field is applied parallel to the sample plane.By combining X-ray absorption near the edge structure spectrum and positron annihilation lifetime spectroscopy,Ti^3+-V O defect complexes(or clusters) have been identified in annealed crystals at a high vacuum.We elucidate that the unpaired 3d electrons in Ti^3+ ions provide the observed room-temperature ferromagnetism.In addition,excess oxygen ions in the TiO2 lattice could induce a number of Ti vacancies which obviously increase magnetic moments. 展开更多
关键词 ANNEALING oxygen vacancies Ti^3+-V O defect complexes FERROMAGNETISM
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Infrared studies of oxygen-related complexes in electron-irradiated Cz-Si
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作者 陈贵锋 阎文博 +2 位作者 陈洪建 崔会英 李养贤 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第7期2988-2991,共4页
This paper investigates the infrared absorption spectra of oxygen-related complexes in silicon crystals irradiated with electron (1.5 MeV) at 360 K.Two groups of samples with low [Oi] = 6.9 x 10^17 cm^-3 and high [O... This paper investigates the infrared absorption spectra of oxygen-related complexes in silicon crystals irradiated with electron (1.5 MeV) at 360 K.Two groups of samples with low [Oi] = 6.9 x 10^17 cm^-3 and high [Oi] = 1.06 x 10^18 cm^-3 were used.We found that the concentration of the VO pairs have different behaviour to the annealing temperature in different concentration of oxygen specimen,it is hardly changed in the higher concentration of oxygen specimen.It was also found that the concentration of VO2 in lower concentration of oxygen specimen gets to maximum at 450 ℃ and then dissapears at 500 ℃,accompanied with the appearing of VO3. For both kinds of specimens,the concentration of VO3 reachs to maximum at 550 ℃ and does not disappear completely at 600 ℃. 展开更多
关键词 electron irradiation CZ-SI defect complex annealing processes
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PLASTIC LIMIT LOAD ANALYSIS OF DEFECTIVE PIPELINES 被引量:1
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作者 ChenGang LiuYinghua XuBingye 《Acta Mechanica Solida Sinica》 SCIE EI 2003年第2期102-109,共8页
The integrity assessment of defective pipelines represents a practically important task of structural analysis and design in various technological areas,such as oil and gas indus- try,power plant engineering and chemi... The integrity assessment of defective pipelines represents a practically important task of structural analysis and design in various technological areas,such as oil and gas indus- try,power plant engineering and chemical factories.An iterative algorithm is presented for the kinematic limit analysis of 3-D rigid-perfectly plastic bodies.A numerical path scheme for radial loading is adopted to deal with complex multi-loading systems.The numerical procedure has been applied to carry out the plastic collapse analysis of pipelines with part-through slot under internal pressure,bending moment and axial force.The effects of various shapes and sizes of part-through slots on the collapse loads of pipelines are systematically investigated and evaluated.Some typical failure modes corresponding to different configurations of slots and loading forms are studied. 展开更多
关键词 limit load iterative algorithm defective pipeline complex loadings
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Reconstruction of composite defects of the nose following tumor resection–a single author's experience and evaluation of the outcome
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作者 Mohammed Ahmed Rifaat 《The Chinese-German Journal of Clinical Oncology》 CAS 2013年第9期427-434,共8页
Objective:The aim of the study was to present our experience in reconstruction of complex defects of the nose.Methods:Fourteen patients presenting with large composite defects of the nose were anatomically reconstruct... Objective:The aim of the study was to present our experience in reconstruction of complex defects of the nose.Methods:Fourteen patients presenting with large composite defects of the nose were anatomically reconstructed after full tumor clearance of a skin cancer.The aesthetic outcome was assessed subjectively and objectively while the functional outcome was only assessed subjectively in 13 patients.Results:Basal cell carcinoma(BCC),represented the tumor excised in 10 patients while the remaining 4 patients suffered from squamous cell carcinoma(SCC).One patient died of extensive local recurrence of SCC after 6 months.The commonest flap used for inner lining was the septal flap while the forehead paramedian flap provided the external coverage for the majority of patients.All flaps survived completely except in one patient who developed distal paramedian forehead flap necrosis.Two patients developed multiple abscesses and sinuses discharging parts of cartilage grafts through the flaps’skin with one patient suffering from total extrusion of the costal cartilage grafts.Two other patients suffered from severe nostril stenosis.All patients had variable degree of difficulty in airway passage,while most patients were satisfied with the total nasal appearance.The objective assessment of the overall appearance of the nose scored less than the subjective satisfaction.Conclusion:Reconstruction of complex nasal defects has a high learning curve.Intranasal flaps are usually of limited size and nostril asymmetry is likely to occur.Local or regional skin flaps if available are still considered a good choice for inner as well as outer lining. 展开更多
关键词 RECONSTRUCTION complex defects NOSE OUTCOME
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Numerical Simulation of Liquid Crystal Flow Induced by Annihilation of a Pair of Defects
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作者 Shigeomi Chono Tomohiro Tsuji 《Open Journal of Fluid Dynamics》 2018年第4期343-360,共18页
We investigate the flow induced by annihilation of a pair of defects in liquid crystals using the Doi theory with the Marrucci-Greco potential, in which the orientation state is described with the orientational distri... We investigate the flow induced by annihilation of a pair of defects in liquid crystals using the Doi theory with the Marrucci-Greco potential, in which the orientation state is described with the orientational distribution function. We have numerically studied both the transient behaviors of two defects with different structures and their velocity field, and estimated the magnitude of the induced velocity. A defect with positive strength moves faster than one with negative strength. The long-range order of the molecular orientation field has a large effect on the annihilation time, and the annihilation time is reduced by increasing the long-range order. We find that flows are induced during the annihilation of a pair of defects and that several vortices are generated in the vicinity of the defects. The maximum velocity is predicted to develop spatially between the two defects just after their annihilation in time. In our simulation, the maximum induced velocity reaches an order of 10 μm/s. The induced velocity increases with increasing long range-order and nematic potential strength. 展开更多
关键词 complex Fluid Liquid CRYSTAL defect ANNIHILATION Generation of FLOW
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SDH-DETR轻量化绝缘子缺陷检测算法
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作者 周景 刘心 +1 位作者 唐振洋 董晖 《电子测量技术》 北大核心 2025年第11期88-104,共17页
为解决无人机在输电线路绝缘子巡检中目标检测算法面临的模型复杂度高、小目标缺陷检测精度不足和上下采样过程中容易造成特征丢失等挑战,本文提出了一种基于轻量化改进的RT-DETR绝缘子缺陷检测算法(SDH-DETR)。首先,以RT-DETR作为基线... 为解决无人机在输电线路绝缘子巡检中目标检测算法面临的模型复杂度高、小目标缺陷检测精度不足和上下采样过程中容易造成特征丢失等挑战,本文提出了一种基于轻量化改进的RT-DETR绝缘子缺陷检测算法(SDH-DETR)。首先,以RT-DETR作为基线算法,降低优化难度并提高鲁棒性;其次,采用轻量级StarNet作为主干网络,在显著降低模型复杂度的同时提升特征提取能力;接着,引入DySample动态上采样模块,通过基于采样点的自适应上采样方法,有效减少细节丢失与图像失真;最后,利用Harr小波变换下采样模块(HWD),实现低频与高频信息的高效融合,抑制复杂背景干扰并增强对小目标的检测能力。在复杂背景数据集上的验证实验表明,SDH-DETR的平均精度达98.5%,较基线算法提升0.9%,参数量和计算量分别减少43%和46.1%,检测速度达78.6 fps。这表明该算法在保证高准确性的同时,实现了轻量化设计,满足了输电线路巡检对效率和性能的实际需求。 展开更多
关键词 输电线路 目标检测 绝缘子缺陷检测 复杂背景 轻量化 RT-DETR算法
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隐形矫治联合义齿修复治疗复杂牙列缺损伴错[牙合]畸形
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作者 赵航 陶培 秦优赛 《中国医疗美容》 2025年第9期139-143,共5页
目的探讨隐形矫治联合义齿修复治疗复杂牙列缺损伴错[牙合]畸形。方法选取2022年4月至2024年3月郑州大学第一附属医院收治的80例复杂牙列缺损伴错[牙合]畸形患者,分为观察组和对照组,各40例,对照组采用单纯口腔修复治疗,观察组采用口腔... 目的探讨隐形矫治联合义齿修复治疗复杂牙列缺损伴错[牙合]畸形。方法选取2022年4月至2024年3月郑州大学第一附属医院收治的80例复杂牙列缺损伴错[牙合]畸形患者,分为观察组和对照组,各40例,对照组采用单纯口腔修复治疗,观察组采用口腔正畸与口腔修复联合治疗,通过咬合力测定仪测定患者最大咬合力,同时采用吸光度法测定咀嚼效率,采用数字化口腔模型分析系统,测量牙弓宽度、牙弓长度以及牙齿间的邻接关系,以量化指标评估牙齿排列的整齐程度,采用探针测量患者牙龈指数(GI),通过视诊和菌斑染色剂辅助检查菌斑指数(PLI)。结果治疗后两组患者牙齿排列整齐度评分均升高,且观察组评分高于对照组,差异有统计学意义(P<0.05);治疗后观察组咬合力、ME、OCA均高于对照组,差异有统计学意义(P<0.05);治疗后两组患者GI和PLI均降低,且观察组低于对照组,差异有统计学意义(P<0.05)。结论口腔正畸与口腔修复联合治疗复杂牙列缺损伴错[牙合]畸形,在改善牙齿排列、咬合功能、牙周健康方面均优于单纯口腔修复治疗,值得临床推广应用。 展开更多
关键词 口腔正畸 口腔修复 复杂牙列缺损 错[牙合]畸形
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复杂背景下合金钢电镀工件表面缺陷机器视觉挖掘
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作者 赵海燕 王婧 +2 位作者 刘晓宇 刘琨 肖楷乐 《电镀与精饰》 北大核心 2025年第11期128-134,共7页
合金钢电镀工件加工环境中,机械设备、传送带、夹具等元素会形成复杂背景,同时光照不均、尘埃、油污等因素也会干扰图像质量,导致工件图像缺陷边缘信息不显著,增加了前景与背景区域分割难度,直接进行工件缺陷识别难以准确区分缺陷区域,... 合金钢电镀工件加工环境中,机械设备、传送带、夹具等元素会形成复杂背景,同时光照不均、尘埃、油污等因素也会干扰图像质量,导致工件图像缺陷边缘信息不显著,增加了前景与背景区域分割难度,直接进行工件缺陷识别难以准确区分缺陷区域,影响缺陷挖掘效果。针对这一问题,本文提出了一种复杂背景下合金钢电镀工件表面缺陷的机器视觉挖掘方法。通过引导滤波和直方图均衡化对合金钢电镀工件图像进行预处理,消除背景干扰并提高对比度,获取包含更多细节的细粒图像。采用拉普拉斯变换方法对细粒图像进行边缘增强处理,突出缺陷边缘信息,显著提升图像边缘清晰度和对比度。使用自适应阈值算法对增强后的图像进行前景与背景分割,提取仅包含工件及其缺陷的前景图像,减少数据处理复杂性。应用谱多流形聚类技术,将分类器中的相似点分配到不同的缺陷流形结构中,对缺陷区域进行精准划分,更准确地识别微小缺陷,实现复杂背景下合金钢电镀工件表面缺陷的机器视觉挖掘。通过实验证明,应用本文所提方法对图像边缘进行处理后,图像边缘清晰度为3.2 lp/mm,对比度方差为0.96,图像分割后的IoU值为99.6%,说明该方法在工件表面缺陷视觉挖掘中具有较好的效果。 展开更多
关键词 复杂背景 合金钢电镀工件 表面缺陷 机器视觉挖掘
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复杂应力场中含空洞缺陷的非圆形隧道解析解
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作者 牛星 王大鹏 +2 位作者 王景春 饶晨捷 丁浩东 《铁道标准设计》 北大核心 2025年第9期126-135,共10页
为研究深埋条件下含有空洞缺陷的非圆形隧道开挖引起的围岩应力、变形分布规律,基于保角映射和复变函数理论,将隧道真实断面映射为复平面上的单位圆,并利用柯西积分法求解,得到复杂应力场中含有空洞缺陷的非圆形隧道应力、位移的解析解... 为研究深埋条件下含有空洞缺陷的非圆形隧道开挖引起的围岩应力、变形分布规律,基于保角映射和复变函数理论,将隧道真实断面映射为复平面上的单位圆,并利用柯西积分法求解,得到复杂应力场中含有空洞缺陷的非圆形隧道应力、位移的解析解,分析缺陷深度和宽度、主应力场倾角θ、主应力场应力比λ对围岩应力、位移分布的影响。结果表明,含缺陷隧道与无缺陷隧道在缺陷处的应力和位移均存在较大差异,缺陷深度的增加会加剧缺陷处应力集中现象,引起x方向位移减小,y方向位移增大;缺陷宽度的增大会削弱缺陷处的应力集中现象,对缺陷处位移影响不大。主应力场倾角增大同样会引起缺陷处应力集中现象加剧,隧道环向全范围内x方向位移减小、y方向位移增大。随着主应力场应力比的增大,缺陷处及隧道底部σ_(y)逐渐由压应力转换为拉应力,隧道其他位置的应力集中现象随主应力场应力比的增大而增大,x方向位移随主应力场应力比的增大而增大,y方向位移则随主应力场应力比的增大先减小后增大。 展开更多
关键词 非圆形隧道 复杂应力场 空洞缺陷 复变函数理论 解析解
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PMC-YOLO:一种烧结复杂环境下的篦条缺陷检测方法 被引量:1
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作者 申旭桓 马宗方 +4 位作者 袁立新 陈陆义 崔衡 董武刚 殷浩 《机械科学与技术》 北大核心 2025年第1期84-91,共8页
为应对传统篦条缺陷检测方法效率低、易干扰等问题,该文提出一种PMC-YOLO篦条缺陷检测算法,以翅冀的篦条故障作为实验检测对象。首先,通过渐进特征融合网络AFPN(Asymptotic feature pyramid network)结合路径聚合网络PANet(Path aggrega... 为应对传统篦条缺陷检测方法效率低、易干扰等问题,该文提出一种PMC-YOLO篦条缺陷检测算法,以翅冀的篦条故障作为实验检测对象。首先,通过渐进特征融合网络AFPN(Asymptotic feature pyramid network)结合路径聚合网络PANet(Path aggregation network)的思想,提出一种P-AFPN特征融合方式,使模型适应不同层次的特征信息;其次,设计MC-SimSPPF模块,在SimSPPF(Simplified spatial pyramid pooling-fast)模块引入混合局部通道注意力机制MLCA(Mixed local channel attention),增强网络对有用特征的捕捉;之后,利用PP-LCNet(Pyramid lightweight convolutional neural network)实现主干网络的轻量级设计,确保高速度的同时维持高精度;最后,使用Focal-EIoU损失函数,准确地描述边界框之间的差异,提升目标定位精度。结果显示,改进的PMC-YOLO模型大小仅9.9 MB,平均检测精度达到93.8%,提升5.3%,检测速度达87 frame/s,适合在嵌入式设备上部署,且满足烧结环境下实时篦条缺陷检测需求。 展开更多
关键词 缺陷检测 篦条 PMC-YOLO 烧结复杂环境
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密集特征加权融合网络用于复杂天气下的绝缘子表面缺陷检测 被引量:1
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作者 吕中亮 夏可文 +3 位作者 卢震宇 曾超 叶伟拓 陈橙 《高电压技术》 北大核心 2025年第3期1114-1125,共12页
在电力输电系统的巡检中,由于各种复杂天气的影响,极易导致绝缘子成像出现遮挡、模糊等问题。针对该问题,为更好地反映真实巡检场景,首先采用Albumentations图像增强框架构建了一个包括正常天气、太阳照射、雨天、雾天、雪天等多种复杂... 在电力输电系统的巡检中,由于各种复杂天气的影响,极易导致绝缘子成像出现遮挡、模糊等问题。针对该问题,为更好地反映真实巡检场景,首先采用Albumentations图像增强框架构建了一个包括正常天气、太阳照射、雨天、雾天、雪天等多种复杂气象条件下的绝缘子表面缺陷数据集。其次,基于YOLOv5s模型进行改进,提出了两种深层次的密集特征加权融合颈部网络,以替代原有颈部网络并加强对各种复杂天气下微弱、模糊特征的学习能力。最后,在模型的头部网络中,引入Focal-EfficientIOULoss作为损失函数,以应对由于复杂天气干扰导致的边界框回归正负样本失衡问题。实验表明,当交并比阈值为0.5时,该文所提模型在复杂天气绝缘子数据集中的均值平均精度达到99.3%,同时检测精度和召回率分别达到100%和98.1%。相对于其他检测模型,该模型在各项指标上都表现出良好的性能,能够更好地满足复杂天气下绝缘子表面模糊自爆缺陷的高精度检测任务。 展开更多
关键词 复杂天气 绝缘子 缺陷检测 特征融合 损失函数
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基于YOLOv8-RFL模型的电力绝缘子缺陷检测方法
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作者 聂凯 李泽 +3 位作者 高文豪 李诚真 刘永鹏 李清泉 《电网技术》 北大核心 2025年第9期3948-3957,I0140,共11页
在电力巡检过程中,无人机等边端智能检测设备往往面临输电线路绝缘子缺陷目标小、背景因素复杂等难点,且边端设备的硬件条件限制了模型的规模,导致设备算力有限,模型准确率偏低。针对上述问题,该文提出了一种基于YOLOv8-RFL(You only lo... 在电力巡检过程中,无人机等边端智能检测设备往往面临输电线路绝缘子缺陷目标小、背景因素复杂等难点,且边端设备的硬件条件限制了模型的规模,导致设备算力有限,模型准确率偏低。针对上述问题,该文提出了一种基于YOLOv8-RFL(You only look once version 8-RFL)模型的输电线路绝缘子缺陷检测方法。首先,通过对原有主干网络C2f(CSPDarknet53 to 2-Stage FPN)模块进行改进,增强模型对于绝缘子缺陷的特征提取能力;其次,构建基于特征聚焦的泛化特征金字塔网络(focusing generalized feature pyramid networks,FGFPN),采用“特征聚焦-扩散”的思想,精细化小缺陷目标的特征表达;然后,设计基于交叉注意机制的特征语义融合模块(feature semantic fusion module,FSFM),优化了对关键特征信息的捕获和利用;最后,提出轻量化权重共享检测头(Lightweight weight sharing detection head,LWSD),在保证检测精度的同时提高模型的计算效率和实时性。实验表明,改进后的YOLOv8-RFL模型均值平均精度(mean average precision,mAP)达到了93.2%,相较于基准模型提升了5.9%,在降低模型参数量和所需计算量的同时,实现了更好的绝缘子小目标缺陷检测效果,对于复杂背景下的输电线路绝缘子缺陷检测具有一定的现实意义。 展开更多
关键词 绝缘子缺陷检测 电力巡检 复杂背景 小目标检测 改进YOLOv8
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含复杂腐蚀缺陷X80油气管道剩余强度预测
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作者 王禹轩 易先中 +4 位作者 贺育贤 操作 高彦哲 张玺亮 高成元 《石油机械》 北大核心 2025年第8期116-124,共9页
针对含复杂腐蚀缺陷对X80油气集输管道剩余强度的预测精度问题,采用有限元分析法研究了深度比、直径比和偏移量对管道剩余强度的影响规律。通过灰色关联度法(GRA)分析了腐蚀深度、腐蚀直径及偏移量对管道剩余强度的影响程度,基于PSO-BP... 针对含复杂腐蚀缺陷对X80油气集输管道剩余强度的预测精度问题,采用有限元分析法研究了深度比、直径比和偏移量对管道剩余强度的影响规律。通过灰色关联度法(GRA)分析了腐蚀深度、腐蚀直径及偏移量对管道剩余强度的影响程度,基于PSO-BP算法建立了剩余强度预测模型,对含复杂腐蚀缺陷油气管道的剩余强度进行预测。研究结果表明:含复杂腐蚀缺陷油气管道的最大等效应力位于深腐蚀中心,环向应力减小速度快于轴向应力;复杂腐蚀缺陷下管道剩余强度计算值与标准对比的最大误差为7.6%,验证了仿真结果的可靠性;各因素对剩余强度的影响程度依次为深腐蚀深度>浅腐蚀深度>深腐蚀直径>浅腐蚀直径>轴向偏移量>径向偏移量;与BP模型相比,PSO-BP模型剩余强度预测的最大误差降低了16.51%,总样本拟合率达到99.82%。研究结果可为油气管道维修策略的制定提供参考。 展开更多
关键词 油气管道 复杂腐蚀缺陷 剩余强度预测 灰色关联度法 PSO-BP模型
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介质表面M形及W形缺陷在反平面剪切波作用下的位移响应对比分析
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作者 宋云秋 李欣竺 +1 位作者 杨小斌 杨在林 《振动与冲击》 北大核心 2025年第22期72-78,共7页
通过建立具有M形及W形边界的半空间解析模型,对比研究了两种形状的介质表面缺陷在反平面剪切波作用下的动力响应。其中M形边界中间部位为大于180°的楔形尖角,而W形边界中间部位的楔形角小于180°,两者在几何形状上以水平面呈... 通过建立具有M形及W形边界的半空间解析模型,对比研究了两种形状的介质表面缺陷在反平面剪切波作用下的动力响应。其中M形边界中间部位为大于180°的楔形尖角,而W形边界中间部位的楔形角小于180°,两者在几何形状上以水平面呈对称关系。基于二维波动方程的分离变量解对几何边界的要求,引入多级分区技术将模型分区并分别构造无穷级数形式的波场表达式。由于边界条件复杂引入了多个局部坐标系,采用复变函数法简化坐标变换关系。最后通过快速傅里叶变换将计算出的频域结果转换到时间域,分析两种边界对平面波的散射情况。 展开更多
关键词 反平面剪切波 表面缺陷 多级分区技术 复变函数法 频-时转换
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