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Selective serotonin re-uptake inhibitor sertraline inhibits bone healing in a calvarial defect model 被引量:5
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作者 R.Nicole Howie Samuel Herberg +6 位作者 Emily Durham Zachary Grey Grace Bennfors Mohammed Elsalanty Amanda C.LaRue William D.Hill James J.Cray 《International Journal of Oral Science》 SCIE CAS CSCD 2018年第4期212-222,共11页
Bone wound healing is a highly dynamic and precisely controlled process through which damaged bone undergoes repair and complete regeneration. External factors can alter this process, leading to delayed or failed bone... Bone wound healing is a highly dynamic and precisely controlled process through which damaged bone undergoes repair and complete regeneration. External factors can alter this process, leading to delayed or failed bone wound healing. The findings of recent studies suggest that the use of selective serotonin reuptake inhibitors(SSRIs) can reduce bone mass, precipitate osteoporotic fractures and increase the rate of dental implant failure. With 10% of Americans prescribed antidepressants, the potential of SSRIs to impair bone healing may adversely affect millions of patients’ ability to heal after sustaining trauma. Here, we investigate the effect of the SSRI sertraline on bone healing through pre-treatment with(10 mg·kg-1sertraline in drinking water, n = 26) or without(control, n = 30) SSRI followed by the creation of a 5-mm calvarial defect. Animals were randomized into three surgical groups:(a) empty/sham,(b) implanted with a DermaMatrix scaffold soak-loaded with sterile PBS or(c) DermaMatrix soak-loaded with542.5 ng BMP2. SSRI exposure continued until sacrifice in the exposed groups at 4 weeks after surgery. Sertraline exposure resulted in decreased bone healing with significant decreases in trabecular thickness, trabecular number and osteoclast dysfunction while significantly increasing mature collagen fiber formation. These findings indicate that sertraline exposure can impair bone wound healing through disruption of bone repair and regeneration while promoting or defaulting to scar formation within the defect site. 展开更多
关键词 Selective serotonin re-uptake inhibitor sertraline inhibits bone healing in a calvarial defect model
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Yield Modeling of Rectangular Defect Outline 被引量:1
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作者 王俊平 郝跃 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2005年第8期1514-1518,共5页
In integrated circuits, the defects associated with photolithography are assumed to be in the shape of circular discs in order to perform the estimation of yield and fault analysis. However,real defects exhibit a grea... In integrated circuits, the defects associated with photolithography are assumed to be in the shape of circular discs in order to perform the estimation of yield and fault analysis. However,real defects exhibit a great variety of shapes. In this paper,a novel yield model is presented and the critical area model of short circuit is correspondingly provided. In comparison with the circular model corrently available, the new model takes the similarity shape to an original defect, the two-dimensional distributional characteristic of defects, the feature of a layout routing and the character of yield estimation into account. As for the aspect of prediction of yield, the experimental results show that the new model may predict the yield caused by real defects more accurately than the circular model does. It is significant that the yield is accurately estimated and improved using the proposed model. 展开更多
关键词 real defect rectangular defect model critical area yield modeling
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A grain boundary defect model for ZnO ceramic varistors by deep heat treatment
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作者 陈志雄 林国淙 +1 位作者 付刚 唐大海 《Science China Mathematics》 SCIE 1998年第1期71-78,共8页
Studies on ZnO ceramic varistors by deep heat treatment at 650–900 C are reported. The current creep time curve exhibits a peak during the continuous action of a dc biasing voltage; the forwardV-l characteristic is i... Studies on ZnO ceramic varistors by deep heat treatment at 650–900 C are reported. The current creep time curve exhibits a peak during the continuous action of a dc biasing voltage; the forwardV-l characteristic is improved rather than degraded after the action of the biasing voltage. We assume that the zinc interstitial cations Zni are out diffused rapidly and the concentration of Zni in the depletion layer is decreased rapidly during deep heat treatment; the oxygen anions O’o could be accumulated at the grain interface if the out diffusion quantity of Zni is not enough to react with the O’o; the current creep phenomenon above results from the migration of the interface O’o by the biasing voltage. We suggest an improved grain boundary defect model for the ZnO varistors by deep heat treatment, and examine the model using the experimental data of lifetime positron-annihilation spectroscopy. 展开更多
关键词 ZNO CERAMIC VARISTOR heat treatment grain boundary defect model current creep POSITRON annihilation.
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Accurate 3D Reconstruction of Subject-Specific Knee Finite Element Model to Simulate the Articular Cartilage Defects 被引量:8
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作者 董跃福 胡广洪 +3 位作者 张罗莲 胡杨 董英海 徐卿荣 《Journal of Shanghai Jiaotong university(Science)》 EI 2011年第5期620-627,共8页
The biomechanical relationship between the articular cartilage defect and knee osteoarthritis (OA) has not been clearly defined. This study presents a 3D knee finite element model (FEM) to determine the effect of cart... The biomechanical relationship between the articular cartilage defect and knee osteoarthritis (OA) has not been clearly defined. This study presents a 3D knee finite element model (FEM) to determine the effect of cartilage defects on the stress distribution around the defect rim. The complete knee FEM, which includes bones, articular cartilages, menisci and ligaments, is developed from computed tomography and magnetic resonance images. This FEM then is validated and used to simulate femoral cartilage defects. Based on the obtained results, it is confirmed that the 3D knee FEM is reconstructed with high-fidelity level and can faithfully predict the knee contact behavior. Cartilage defects drastically affect the stress distribution on articular cartilages. When the defect size was smaller than 1.00cm2, the stress elevation and redistribution were found undistinguishable. However, significant stress elevation and redistribution were detected due to the large defect sizes ( 1.00cm2). This alteration of stress distribution has important implications relating to the progression of cartilage defect to OA in the human knee joint. 展开更多
关键词 3D reconstruction knee joint finite element model (FEM) cartilage defect osteoarthritis (OA)
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Software Residual defects Prediction Model based on BBNs
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作者 Zheng,Cuifang Wu, Zhijie Xia,Tao Zhang,Weiyan 《微计算机信息》 北大核心 2006年第01X期272-274,共3页
The importance of software residual defects and some prediction residual defects models are introduced. The problem that is not easy adapted to a general model is discussed. The model of prediction residual defects ba... The importance of software residual defects and some prediction residual defects models are introduced. The problem that is not easy adapted to a general model is discussed. The model of prediction residual defects based on BBNs is proposed and the detailed processes of the approach are given. 展开更多
关键词 软件缺陷 残差 BBNs 预测模型
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A Grain Boundary Defect Model for ZnO Ceramic Varistors by Deep Heat Treatment
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作者 陈志雄 林国淙 +1 位作者 付刚 唐大海 《广州师院学报(自然科学版)》 1998年第11期47-55,共9页
TheleakagecurentofZnOvaristorwithexcelentlynonlinearvoltageampere(V-I)characteristicsincreasesgradualyundert... TheleakagecurentofZnOvaristorwithexcelentlynonlinearvoltageampere(V-I)characteristicsincreasesgradualyunderthelongdurationl... 展开更多
关键词 氧化锌压敏陶瓷 高温 晶界缺陷模型
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Model Tests of Pile Defect Detection
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作者 Li Guocheng Wang Jingtao School of Civil Engineering , Huazhong University of Science and Technology , Wuhan 430074 《Journal of China University of Geosciences》 SCIE CSCD 2001年第4期321-324,共4页
The pile, as an important foundation style, is being used in engineering practice. Defects of different types and damages of different degrees easily occur during the process of pile construction. So, dietecting defec... The pile, as an important foundation style, is being used in engineering practice. Defects of different types and damages of different degrees easily occur during the process of pile construction. So, dietecting defects of the pile is very important. As so far, there are some difficult problems in pile defect detection. Based on stress wave theory, some of these typical difficult problems were studied through model tests. The analyses of the test results are carried out and some significant results of the low-strain method are obtained, when a pile has a gradually-decreasing crosssection part, the amplitude of the reflective signal originating from the defect is dependent on the decreasing value of the rate of crosssection β. No apparent signal reflected from the necking appeares on the velocity response curve when the value of β is less than about 3. 5 %. 展开更多
关键词 model tests pile defect detection stress wave responses.
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Prediction of shear-related defect locations in semi-solid casting using numerical flow models 被引量:1
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作者 F.PINEAU G.D'AMOURS 《中国有色金属学会会刊:英文版》 CSCD 2010年第S3期878-882,共5页
Contaminated surfaces of the feedstock materials in aluminum alloy casting processes often produce various types of defects which can affect the tensile properties of the final products as well as their fatigue reliab... Contaminated surfaces of the feedstock materials in aluminum alloy casting processes often produce various types of defects which can affect the tensile properties of the final products as well as their fatigue reliabilities.Semi-solid processing takes advantage of a much higher apparent viscosity of the die cast materials by limiting the risk of oxides formed at the free surfaces to become incorporated into the casting when the material is injected into the die.Most of existing semi-solid processes that use billets as feedstock material are however tied up with a different type of contaminated surface.During the injection phase,the external-skin on the periphery of the billet,which has been in contact with air and lubricant during the transfer in the shot sleeve,can be incorporated into the casting.When subjected to a heat treatment,the lubricant is decomposed and produces lens shape porosities.This might be a cause of reject for most structural parts.To avoid this kind of defects,the paths along which the billet skin evolves must be controlled during filling.In order to investigate the possibility of skin inclusion into cast parts during injection of the billet,a two-phase finite element mixture model is employed to model the metal flow.The formation of a skin on the periphery of the billet is modeled by setting an initial solid phase concentration profile in the radial direction.Microscopic observations of the real castings show that the approach is able to model the shear layers and to predict the paths along which the"lens porosity"defects could be formed.An Arbitrary Eulerian-Lagangian(ALE) method is also investigated and appears to be very promising to follow the skin movement in the casting. 展开更多
关键词 oxide SKIN defects TWO-PHASE flow finite element modeling ARBITRARY Eulerian-Lagangian(ALE) method
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A Mathematical Model for Predicting Shrinkage Defect of Ductile Iron Castings
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作者 ZhiqiangHan Junyi Su Kaike Cai Metallurgy School, University of Science and Technology Beijing, Beijing 100083, China Xi’an Jiaotong University, Xi’an 710049, China 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2000年第1期24-29,共6页
The shrinkage defect of a ductile iron casting is attributed to the volume variations occurring in solidification, which consist of liquid contraction, solidification shrinkage, graphitization expansion, and mold cavi... The shrinkage defect of a ductile iron casting is attributed to the volume variations occurring in solidification, which consist of liquid contraction, solidification shrinkage, graphitization expansion, and mold cavity enlargement. Based on this understanding, a mathematical model for predicting the shrinkage defect of the casting is developed, in which the volume variations of the casting in soli- dification are numerically simulated, especially, the mold cavity enlargement is quantitatively calculated. Moreover, the reliability of the model is verified in production and experiment. 展开更多
关键词 ductile iron casting shrinkage defect mold cavity enlargement mathematical model
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含局部缺陷的角接触球轴承时变位移激励及动力学建模 被引量:2
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作者 雷春丽 宋瑞哲 +3 位作者 樊高峰 刘凯 薛伟 李建华 《北京航空航天大学学报》 北大核心 2025年第3期753-762,共10页
角接触球轴承在长时间工作的情况下,会产生故障损伤从而影响系统正常运行。以外圈具有局部缺陷的角接触球轴承为研究对象,提出不同局部缺陷轮廓的判别方法,建立角接触球轴承局部缺陷时变位移激励广义表征模型,研究局部缺陷演化过程及其... 角接触球轴承在长时间工作的情况下,会产生故障损伤从而影响系统正常运行。以外圈具有局部缺陷的角接触球轴承为研究对象,提出不同局部缺陷轮廓的判别方法,建立角接触球轴承局部缺陷时变位移激励广义表征模型,研究局部缺陷演化过程及其位移激励机理。在此基础上,考虑轴承缺陷引起的时变位移对动力学特性的影响,基于赫兹接触理论,建立角接触球轴承故障动力学模型,并通过实验验证了所建模型的正确性。分析结果表明:矩形局部缺陷最终会演化成梯形形态;不同缺陷形貌诱发的位移激励变化趋势是不同的;与局部缺陷的长度相比,宽度对位移激励的影响更大。研究结果对轴承优化设计和故障诊断提供了理论基础。 展开更多
关键词 角接触球轴承 局部缺陷 时变位移激励 缺陷演变 动力学建模
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颌骨缺损数字化模型网格数量减少对模型精度影响的研究 被引量:1
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作者 潘景光 刘昱晨 +3 位作者 张婷民 王馨 白石柱 张生睿 《口腔颌面修复学杂志》 2025年第2期116-120,共5页
目的:针对上颌骨缺损数字化模型进行网格数量减少操作,研究模型精度的变化,评价网格减少操作对模型精度的影响。方法:选择赵铱民分类的V类和Ⅶ类上颌骨缺损树脂模型各10个。使用口内扫描仪扫描得到数字化模型,保存为STL格式作为测试集... 目的:针对上颌骨缺损数字化模型进行网格数量减少操作,研究模型精度的变化,评价网格减少操作对模型精度的影响。方法:选择赵铱民分类的V类和Ⅶ类上颌骨缺损树脂模型各10个。使用口内扫描仪扫描得到数字化模型,保存为STL格式作为测试集。使用Meshmixer软件对原始模型分别进行网格数量90%、75%、50%和25%不同比例减少操作。对网格数量减少前后模型的三角面片数量、三角面片顶点数、模型文件大小和模型3D偏差等参数进行比较分析。结果:三角面片数量、三角面片顶点数和模型文件大小等参数随着网格减少数量的增加而减少;模型3D偏差随着网格减少数量增加而增大;50%网格数量减少条件下,模型组间3D偏差不存在统计学差异;75%网格数量减少条件下,模型组间3D偏差存在显著统计学差异。结论:对颌骨缺损数字化模型进行网格数量减少操作,50%比例以内与原模型对比精度不会受到影响;75%比例条件下模型3D偏差存在显著差异。 展开更多
关键词 颌骨缺损 数字化模型 网格减少 模型配准 3D偏差
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骨缺损范围可控颌骨放射性骨坏死动物模型的建立
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作者 田佳灵 赵弼洲 《中国实验动物学报》 北大核心 2025年第2期225-231,共7页
目的 建立一种可控骨缺损范围的,具有早期、轻型颌骨放射性骨坏死(osteoradionecrosis of jaws, ORNJ)特征的动物模型。方法 应用电子直线加速器单次高剂量照射的方法,据照射剂量不同,分为a组(对照组)、b组(12 Gy组)、c组(14 Gy组),每... 目的 建立一种可控骨缺损范围的,具有早期、轻型颌骨放射性骨坏死(osteoradionecrosis of jaws, ORNJ)特征的动物模型。方法 应用电子直线加速器单次高剂量照射的方法,据照射剂量不同,分为a组(对照组)、b组(12 Gy组)、c组(14 Gy组),每组随机分配6只兔。b组、c组两组右侧下颌骨部位进行放疗照射。1周后所有动物于右侧下颌角处制备标准一致的骨缺损。4周后处死,进行大体观察;下颌骨标本锥形束CT(cone-beam CT,CBCT)扫描及HU值对比;苏木素-伊红(HE)染色组织学观察;抗酒石酸酸性磷酸酶(tartrate resistant acid phosphatase, Trap)染色组织学观察及破骨细胞计数对比,进行统计学分析。结果 4周后b组、c组术区软组织轻度肿胀,皮肤发紫,口腔粘膜可观察到糜烂破溃,c组更为显著;CBCT检查提示b组、c组两组照射部位骨皮质毛糙,c组骨皮质连续性欠佳,骨缺损范围各组均未观察到明显变化。HU值对比提示b组、c组两组较a组显著减小;HE染色组织学观察提示b组、c组两组骨连续性变差,可见大量纤维组织增生,无细胞空白骨陷窝增多,并能观察到炎细胞浸润;Trap染色破骨细胞计数提示c组破骨细胞较a组显著增多。结论 应用电子直线加速器,对兔下颌角部位进行14 Gy单次照射,并制造骨缺损创伤,4周后可以建立符合ORNJ早期诊断标准,并且骨缺损范围可控的动物模型。 展开更多
关键词 颌骨放射性骨坏死 骨缺损 可控 动物模型
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Software Defect Prediction Using Hybrid Machine Learning Techniques: A Comparative Study
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作者 Hemant Kumar Vipin Saxena 《Journal of Software Engineering and Applications》 2024年第4期155-171,共17页
When a customer uses the software, then it is possible to occur defects that can be removed in the updated versions of the software. Hence, in the present work, a robust examination of cross-project software defect pr... When a customer uses the software, then it is possible to occur defects that can be removed in the updated versions of the software. Hence, in the present work, a robust examination of cross-project software defect prediction is elaborated through an innovative hybrid machine learning framework. The proposed technique combines an advanced deep neural network architecture with ensemble models such as Support Vector Machine (SVM), Random Forest (RF), and XGBoost. The study evaluates the performance by considering multiple software projects like CM1, JM1, KC1, and PC1 using datasets from the PROMISE Software Engineering Repository. The three hybrid models that are compared are Hybrid Model-1 (SVM, RandomForest, XGBoost, Neural Network), Hybrid Model-2 (GradientBoosting, DecisionTree, LogisticRegression, Neural Network), and Hybrid Model-3 (KNeighbors, GaussianNB, Support Vector Classification (SVC), Neural Network), and the Hybrid Model 3 surpasses the others in terms of recall, F1-score, accuracy, ROC AUC, and precision. The presented work offers valuable insights into the effectiveness of hybrid techniques for cross-project defect prediction, providing a comparative perspective on early defect identification and mitigation strategies. . 展开更多
关键词 defect Prediction Hybrid Techniques Ensemble models Machine Learning Neural Network
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针刺陶瓷基复合材料孔隙缺陷参数化表征及其弹性参数预测
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作者 孙士勇 李海林 王俊龙 《复合材料科学与工程》 北大核心 2025年第4期20-27,67,共9页
针刺陶瓷基复合材料在航空航天等热端结构上具有广泛应用前景,但在预制、沉积等过程中产生的制造缺陷导致其性能分散性大,难以准确预测其力学行为。本文基于X射线显微镜和三维图像重构技术,结合概率拟合方法,对材料孔隙缺陷的尺寸和结... 针刺陶瓷基复合材料在航空航天等热端结构上具有广泛应用前景,但在预制、沉积等过程中产生的制造缺陷导致其性能分散性大,难以准确预测其力学行为。本文基于X射线显微镜和三维图像重构技术,结合概率拟合方法,对材料孔隙缺陷的尺寸和结构特征进行参数化表征,发现与单向层相比,网胎层孔隙率高,且孔隙等效直径大,但长宽比小。采用椭球拟合和多尺度建模方法,对材料的弹性性能进行了预测和分析,预测结果与实验结果相差约3.1%,具有较好的准确性。通过对孔隙参数的讨论发现:单向层孔隙在分布方向上具有较好的统一性,对纤维束长度方向弹性性能的削减程度低于对其他方向弹性性能的削减程度;相较而言,网胎层具有较高的孔隙率,通过改善工艺参数降低网胎层孔隙率,有利于进一步提高材料整体的弹性性能。 展开更多
关键词 针刺陶瓷基复合材料 X射线显微镜 孔隙缺陷表征 多尺度建模 弹性性能
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基于改进可控扩散模型的缺陷图像生成算法 被引量:1
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作者 陈广庆 陈雅惠 +2 位作者 周鹏 刘梓煜 陈玉伦 《电子测量技术》 北大核心 2025年第6期152-160,共9页
工业场景下,缺陷工件的获取和标注非常困难,对工件缺陷检测带来极大的阻碍。通过少量真实缺陷样本生成大量缺陷样本,极大地缓解了缺陷样本稀缺的问题,但是现有的缺陷生成方法普遍存在生成缺陷样本的表观真实性差和与掩模对齐性差的问题... 工业场景下,缺陷工件的获取和标注非常困难,对工件缺陷检测带来极大的阻碍。通过少量真实缺陷样本生成大量缺陷样本,极大地缓解了缺陷样本稀缺的问题,但是现有的缺陷生成方法普遍存在生成缺陷样本的表观真实性差和与掩模对齐性差的问题。针对现有问题,文中提出了一种新颖的可控扩散模型AnomalyAlign来生成与掩膜高度对齐的逼真工业缺陷图像。AnomalyAlign在继承文生图大模型Stable Diffusion的先验知识基础上,提出了强语义对齐文本提示生成器,通过该生成器获取语义层面上与真实图像更加对齐的文本提示,促进了模型的收敛;同时,AnomalyAlign还提出了一种缺陷对齐损失来提高生成的缺陷图像和掩模之间的对齐性。通过MVTec-AD上的大量实验验证,AnomalyAlign可以生成与掩模高度对齐的逼真且多样化的缺陷图像,并有效地提升了下游缺陷检测任务的性能。 展开更多
关键词 工业缺陷检测 可控扩散模型 图像生成 微调大模型
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基于扩散模型检测的高铁接触网绝缘子缺陷语义描述方法 被引量:1
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作者 陈永 安卓奥博 周建宇 《电工技术学报》 北大核心 2025年第13期4100-4111,共12页
高铁接触网绝缘子作为高速铁路牵引供电的重要装置,可为接触网提供电气部件绝缘和腕臂结构支撑,其安全性对于高速铁路行车至关重要。针对绝缘子检测时易受复杂环境背景干扰,导致缺陷检测精度低以及无法提供缺陷语义描述的问题,该文提出... 高铁接触网绝缘子作为高速铁路牵引供电的重要装置,可为接触网提供电气部件绝缘和腕臂结构支撑,其安全性对于高速铁路行车至关重要。针对绝缘子检测时易受复杂环境背景干扰,导致缺陷检测精度低以及无法提供缺陷语义描述的问题,该文提出一种基于扩散模型检测的绝缘子缺陷描述方法。首先,构建大核空间选择特征提取网络,加强绝缘子缺陷特征信息的提取能力;其次,基于扩散模型设计融合扩散机制的检测解码器,并对解码器生成的噪声框进行逆向贝叶斯扩散,还原绝缘子真值框的预测,提高模型的抗背景干扰能力;最后,设计交叉注意力机制的编码器和解码器,实现图像与文本的跨模态映射,并通过文本过滤机制驱动的多模态语言视觉预训练(BLIP)模型,完成绝缘子缺陷文本描述输出。实验结果表明,所提绝缘子缺陷检测模型的平均准确度达到93.04%,相较于DTER和Faster RCNN的mAP0.5分别提升4.63%和5.78%,且F1-score高达82.91%,平均双语评估替换评价指标(BLEU)和基于精确率的图像描述评价指标(CIDEr)分别达到83.51%和1.94。与其他方法相比,具有更高的检测精度和缺陷语义描述准确性,能够满足对高速铁路绝缘子缺陷的检测需求。 展开更多
关键词 高铁接触网 绝缘子缺陷检测 缺陷语义描述 扩散模型 交叉注意力机制
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诊断和提高迁移学习模型鲁棒性的可视分析方法
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作者 刘真 颜菁 +2 位作者 吴兆国 林菲 吴向阳 《计算机辅助设计与图形学学报》 北大核心 2025年第6期1073-1087,共15页
虽然迁移学习可以使开发人员根据复杂的预训练模型(教师模型)构建符合目标任务的自定义模型(学生模型),但是迁移学习中的学生模型可能会继承教师模型中的缺陷,而模型鲁棒性是作为衡量模型缺陷继承的重要指标之一.在迁移学习领域中,通常... 虽然迁移学习可以使开发人员根据复杂的预训练模型(教师模型)构建符合目标任务的自定义模型(学生模型),但是迁移学习中的学生模型可能会继承教师模型中的缺陷,而模型鲁棒性是作为衡量模型缺陷继承的重要指标之一.在迁移学习领域中,通常会运用缺陷缓解或学生模型和教师模型联合训练的方法,达到减少继承教师模型的缺陷知识目的.因此,文中提出一种用于探索迁移学习过程中模型鲁棒性变化情况的可视分析方法,并构建了相应的原型系统——TLMRVis.该方法首先计算了学生模型的鲁棒性能指标;其次在数据实例层面展示模型各类别的表现性能;然后在实例特征层面通过模型抽象化方式去揭示教师模型和学生模型之间继承的重用知识;最后结合模型切片方法改善模型的缺陷继承用以提高模型鲁棒性.同时, TLMRVis系统不仅结合多种可视化方法展示多种学生模型和教师模型之间的异同点,而且通过引入缺陷缓解技术来查看和诊断教师模型和学生模型的性能变化和底层预测行为机制. 2个案例的实验结果表明, TLMRVis系统可以帮助用户分析迁移学习中模型的鲁棒性、模型继承的缺陷知识和模型缺陷改善后的性能变化. 展开更多
关键词 迁移学习 可视分析 模型鲁棒性 缺陷继承 缺陷缓解
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冲击载荷下含腐蚀缺陷海底油气管道可靠性分析
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作者 曾威 田旭敏 +1 位作者 郑吉霖 朱东润 《石油机械》 北大核心 2025年第7期104-111,共8页
海底油气管道是海洋油气输送的“生命线”,其可靠性直接影响水下油气开采的安全性。考虑到在役海底油气管道不仅受到管道内油气的腐蚀作用,还会受到海上坠物的冲击作用,为此,构建了冲击载荷下含腐蚀缺陷海底管道的损伤分析模型,并针对... 海底油气管道是海洋油气输送的“生命线”,其可靠性直接影响水下油气开采的安全性。考虑到在役海底油气管道不仅受到管道内油气的腐蚀作用,还会受到海上坠物的冲击作用,为此,构建了冲击载荷下含腐蚀缺陷海底管道的损伤分析模型,并针对其分析效率较低的问题,建立了冲击载荷下含腐蚀缺陷海底管道的损伤分析Kriging(KG)预测模型。在此基础上,提出了基于功能函数响应值KG预测模型的含腐蚀缺陷海底管道可靠度计算方法,开展冲击速度、管道埋深和管道腐蚀深度对海底油气管道可靠性的影响规律研究。研究结果表明:海底油气管道的可靠度随坠物冲击速度和管道腐蚀深度的增加而降低,当冲击速度小于11 m/s时管道可靠性为100%,当达到13 m/s时,可靠度下降至95.02%;管道腐蚀深度小于5 mm时管道可靠性为100%,当达到7 mm时,可靠度下降至92.07%;相反,海底油气管道的可靠度随管道埋深的增加而增加,当埋深为0.6 m时,可靠度达到100%。所得结论可为海底油气管道的设计与维护提供参考。 展开更多
关键词 海底油气管道 冲击载荷 腐蚀缺陷 KRIGING模型 可靠性分析
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基于分布建模的磁瓦表面缺陷检测
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作者 郭宏 李欣伦 +2 位作者 张德华 畅晨吕 焦士轩 《组合机床与自动化加工技术》 北大核心 2025年第4期113-117,共5页
传统视觉检测方法对不同光照条件下的磁瓦表面缺陷检测精度较低,针对这一问题,提出一种基于分布建模的算法用于分割磁瓦表面缺陷。首先,算法模型使用预训练模型与蒸馏学习训练策略,实现学生网络对磁瓦数据的特征提取;其次,在学生网络中... 传统视觉检测方法对不同光照条件下的磁瓦表面缺陷检测精度较低,针对这一问题,提出一种基于分布建模的算法用于分割磁瓦表面缺陷。首先,算法模型使用预训练模型与蒸馏学习训练策略,实现学生网络对磁瓦数据的特征提取;其次,在学生网络中插入CA注意力模块和自注意力模块,以增强特征对正常数据的表述;最后,提出一种自适应特征融合,改善特征数据结构,增加分布的泛化性。实验结果表明,改进后的算法在磁瓦数据集上的像素级AUROC为92.8%、PRO为87.1%,均优于RIAD、PaDiM等缺陷分割算法。 展开更多
关键词 磁瓦 缺陷检测 分布建模 注意力机制
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基于知识蒸馏的红外光伏组件缺陷检测模型
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作者 王银 张杰 +3 位作者 谢刚 赵志诚 胡啸 吴晓晖 《太阳能学报》 北大核心 2025年第7期653-662,共10页
针对目标检测模型的参数量和计算复杂度的不断增加导致红外光伏组件缺陷检测模型难以部署到边缘设备的问题,提出一种基于模型压缩的红外光伏组件缺陷检测算法T-DINO。以ResNet-101为教师网络、ResNet-18为学生网络,提出一种动态的自适... 针对目标检测模型的参数量和计算复杂度的不断增加导致红外光伏组件缺陷检测模型难以部署到边缘设备的问题,提出一种基于模型压缩的红外光伏组件缺陷检测算法T-DINO。以ResNet-101为教师网络、ResNet-18为学生网络,提出一种动态的自适应蒸馏方法,在基于特征蒸馏中利用二者的注意力权重差异进行高效的知识转移,在基于输出响应(logit)蒸馏中也将其作为指导知识对学生网络进行蒸馏,最后在损耗极小精度的情况下大大降低模型复杂度和参数量;同时提出融合模块CSF Block对局部特征和全局特征进行建模,提高检测精度。在自主构建的红外光伏组件故障数据集上进行实验,相比基线网络DINO(ResNet-101)模型参数量减少77.3%,计算复杂度降低69.3%,AP50提高5.2%。仿真实验结果表明:压缩后的模型适合部署在边缘设备,可满足实际红外光伏组件缺陷检测要求。 展开更多
关键词 缺陷检测 DINO 知识蒸馏 模型压缩 边缘设备
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