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LOCALIZATION OF OBJECT (SPINE) IN MEDICAL IMAGE USING ACTIVE SHAPE MODELS 被引量:2
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作者 徐涛 蔡宇新 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2003年第2期211-217,共7页
Active shape models (ASM), consisting of a shape model and a local gray-level appearance model, can be used to locate the objects in images. In original ASM scheme, the model of object′s gray-level variations is base... Active shape models (ASM), consisting of a shape model and a local gray-level appearance model, can be used to locate the objects in images. In original ASM scheme, the model of object′s gray-level variations is based on the assumption of one-dimensional sampling and searching method. In this work a new way to model the gray-level appearance of the objects is explored, using a two-dimensional sampling and searching technique in a rectangular area around each landmark of object shape. The ASM based on this improvement is compared with the original ASM on an identical medical image set for task of spine localization. Experiments demonstrate that the method produces significantly fast, effective, accurate results for spine localization in medical images. 展开更多
关键词 object localization active shape models (ASM) gray-level appearance model principal component analysis SPINE
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Optimal shape space and searching in the active shape model
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作者 何良华 邹采荣 +1 位作者 赵力 胡蝶 《Journal of Southeast University(English Edition)》 EI CAS 2005年第3期263-267,共5页
A novel idea,called the optimal shape subspace (OSS) is first proposed for optimizing active shape model (ASM) search.It is constructed from the principal shape subspace and the principal shape variance subspace.I... A novel idea,called the optimal shape subspace (OSS) is first proposed for optimizing active shape model (ASM) search.It is constructed from the principal shape subspace and the principal shape variance subspace.It allows the reconstructed shape to vary more than that reconstructed in the standard ASM shape space,hence it is more expressive in representing shapes in real life.Then a cost function is developed,based on a study on the search process.An optimal searching method using the feedback information provided by the evaluation cost is proposed to improve the performance of ASM alignment.Experimental results show that the proposed OSS can offer the maximum shape variation with reserving the principal information and a unique local optimal shape is acquired after optimal searching.The combination of OSS and optimal searching can improve the ASM performance greatly. 展开更多
关键词 active shape model shape subspace search subspace principal component analysis
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基于MDL Shape Model及EFD的行人轮廓2D+time表示 被引量:2
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作者 王绍宇 戚飞虎 夏小玲 《中国图象图形学报》 CSCD 北大核心 2008年第10期1898-1901,共4页
针对智能监控的行人轮廓特征提取,先利用MDL shape model得到紧致但能充分表征轮廓几何特征标志点之间的对应关系,再利用椭圆傅里叶分解把行人轮廓表示为一系列不同频率下椭圆傅里叶系数组成的向量,最后得到行人2D+time轮廓的描述向量... 针对智能监控的行人轮廓特征提取,先利用MDL shape model得到紧致但能充分表征轮廓几何特征标志点之间的对应关系,再利用椭圆傅里叶分解把行人轮廓表示为一系列不同频率下椭圆傅里叶系数组成的向量,最后得到行人2D+time轮廓的描述向量。实验结果表明,此方法不但可以在几何上直观地表示行人轮廓,而且大大降低了轮廓向量的维数。 展开更多
关键词 最小描述长度模型 椭圆傅里叶分解 主分量分析 procrustes对齐
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Shape Modeling International 2009(SMI’09)国际会议征稿启事
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《计算机研究与发展》 EI CSCD 北大核心 2008年第11期1954-1954,共1页
关键词 会议征稿 shape modeling International 2009 SMI
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Shape Modeling International 2009(SMI'09)国际会议征稿启事
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《计算机研究与发展》 EI CSCD 北大核心 2008年第9期1516-1516,共1页
关键词 会议征稿 shape modeling International 2009 SMI’09
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Shape Modeling International 2009(SMI'09)国际会议征稿启事
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《计算机辅助设计与图形学学报》 EI CSCD 北大核心 2008年第9期1116-1116,共1页
关键词 会议征稿 shape modeling International 2009 SMI’09
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Active Shape Model of Combining Pca and Ica: Application to Facial Feature Extraction
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作者 邓琳 饶妮妮 王刚 《Journal of Electronic Science and Technology of China》 2006年第2期114-117,共4页
Active Shape Model (ASM) is a powerful statistical tool to extract the facial features of a face image under frontal view. It mainly relies on Principle Component Analysis (PCA) to statistically model the variabil... Active Shape Model (ASM) is a powerful statistical tool to extract the facial features of a face image under frontal view. It mainly relies on Principle Component Analysis (PCA) to statistically model the variability in the training set of example shapes. Independent Component Analysis (ICA) has been proven to be more efficient to extract face features than PCA. In this paper, we combine the PCA and ICA by the consecutive strategy to form a novel ASM. Firstly, an initial model, which shows the global shape variability in the training set, is generated by the PCA-based ASM. And then, the final shape model, which contains more local characters, is established by the ICA-based ASM. Experimental results verify that the accuracy of facial feature extraction is statistically significantly improved by applying the ICA modes after the PCA modes. 展开更多
关键词 facial feature extraction Active shape model (ASM) Principle ComponentAnalysis (PCA) Independent Component Analysis (ICA)
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Active Shape Models Using Scale Invariant Feature Transform
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作者 史勇红 戚飞虎 +1 位作者 栾红霞 吴国荣 《Journal of Shanghai Jiaotong university(Science)》 EI 2007年第6期713-718,共6页
A new active shape models (ASMs) was presented, which is driven by scale invariant feature transform (SIFT) local descriptor instead of normalizing first order derivative profiles in the original formulation, to segme... A new active shape models (ASMs) was presented, which is driven by scale invariant feature transform (SIFT) local descriptor instead of normalizing first order derivative profiles in the original formulation, to segment lung fields from chest radiographs. The modified SIFT local descriptor, more distinctive than the general intensity and gradient features, is used to characterize the image features in the vicinity of each pixel at each resolution level during the segmentation optimization procedure. Experimental results show that the proposed method is more robust and accurate than the original ASMs in terms of an average overlap percentage and average contour distance in segmenting the lung fields from an available public database. 展开更多
关键词 active shape model (ASM) deformable segmentation CHEST RADIOGRAPH scale INVARIANT feature transform (SIFT) local DESCRIPTOR
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Shape model of multi-pass spray deposition plate
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作者 张豪 陈振华 张荻 《中国有色金属学会会刊:英文版》 EI CSCD 1999年第4期682-686,共5页
Multi- pass spray deposition shows apparent advantages in preparing large scale plates with rapid solidification. Shape model is promoted to obtain excellent shape. Three dimensional mathematical models considering mo... Multi- pass spray deposition shows apparent advantages in preparing large scale plates with rapid solidification. Shape model is promoted to obtain excellent shape. Three dimensional mathematical models considering motion of atomization cone and substrate, deposition distance and atomization parameters were used to predict deposited plate’s shape. The results can be used to optimize the process parameters. 展开更多
关键词 SPRAY DEPOSITION MATHEMATICAL models PLATE shape
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孔掏槽爆破Shape-effect损伤理论分析及优化
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作者 秦辉峰 赵岩 +1 位作者 王海龙 何健辉 《工程爆破》 北大核心 2025年第2期21-31,46,共12页
为探究在不同形状的空孔下的掏槽爆破机理,基于空孔效应、应力集中效应及空间碎胀原理,建立了改进后的Shape-effect分段爆破二维损伤理论计算模型,结合模拟和试验分析爆破作用下掏槽区的围岩损伤情况,并以此给出“方空孔掏槽理论分析模... 为探究在不同形状的空孔下的掏槽爆破机理,基于空孔效应、应力集中效应及空间碎胀原理,建立了改进后的Shape-effect分段爆破二维损伤理论计算模型,结合模拟和试验分析爆破作用下掏槽区的围岩损伤情况,并以此给出“方空孔掏槽理论分析模型”优化方案。结果表明:改进后的圆空孔壁随时间变化的荷载函数γq 2 sinθ符合孔壁的实际应力,理论计算与数值模拟结果和试验的变化趋势基本一致。通过优化掏槽区的爆破效果,将圆空孔换为方孔空后,方孔空周围的岩体损伤分布均匀,破裂充分。掏槽区岩体空孔形状的改变影响周围岩体的应力分布,圆孔壁附近岩体产生“间隔环状”破坏,反射波的拉伸作用受到阻抗。方孔空掏槽爆破产生的纵波使孔壁大范围内岩体产生拉剪破坏,其在第二段应力波的影响下向内坍缩,空孔空间的利用率达63.527%。 展开更多
关键词 掏槽损伤 理论分析 数值模拟 shape-effect模型 动态演化
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基于Alpha Shapes轮廓点云识别算法的洞室表面形变区域提取方法 被引量:1
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作者 张雨婷 郑德华 李思远 《南京信息工程大学学报》 北大核心 2025年第2期181-190,共10页
针对三维激光扫描密集点云提取洞室表面变形信息的问题,本文提出一种基于改进的Alpha Shapes算法识别洞室轮廓点云和多尺度模型到模型的点云比对(Multiscale Model-to-Model Cloud Comparison,M3C2)的洞室表面变形监测方法.首先对获取... 针对三维激光扫描密集点云提取洞室表面变形信息的问题,本文提出一种基于改进的Alpha Shapes算法识别洞室轮廓点云和多尺度模型到模型的点云比对(Multiscale Model-to-Model Cloud Comparison,M3C2)的洞室表面变形监测方法.首先对获取到的两期洞室表面点云数据进行配准,采用改进的Alpha Shapes算法识别洞室表面外轮廓点云.获得的两期洞室表面外轮廓点云经精配准后,再采用M3C2算法进行各点变形值计算,最后进行距离聚类提取连续形变区域.实验结果表明:该方法能够有效剔除点云中细小沟壑处的点及受到混合像元影响的点,在洞室截面到扫描仪距离10 m的范围内,两期点云剔除率分别为14.17%及13.52%,在70 m范围内,分别为6.25%及6.42%;该方法能够准确高效地提取出2倍配准误差以上的洞室表面形变区域. 展开更多
关键词 洞室变形监测 轮廓点云识别 Alpha shapes算法 M3C2算法
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Detecting winter canola(Brassica napus) phenological stages using an improved shape-model method based on time-series UAV spectral data 被引量:2
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作者 Chao Zhang Zi’ang Xie +5 位作者 Jiali Shang Jiangui Liu Taifeng Dong Min Tang Shaoyuan Feng Huanjie Cai 《The Crop Journal》 SCIE CSCD 2022年第5期1353-1362,共10页
Accurate information about phenological stages is essential for canola field management practices such as irrigation, fertilization, and harvesting. Previous studies in canola phenology monitoring focused mainly on th... Accurate information about phenological stages is essential for canola field management practices such as irrigation, fertilization, and harvesting. Previous studies in canola phenology monitoring focused mainly on the flowering stage, using its apparent structure features and colors. Additional phenological stages have been largely overlooked. The objective of this study was to improve a shape-model method(SMM) for extracting winter canola phenological stages from time-series top-of-canopy reflectance images collected by an unmanned aerial vehicle(UAV). The transformation equation of the SMM was refined to account for the multi-peak features of the temporal dynamics of three vegetation indices(VIs)(NDVI, EVI, and CI). An experiment with various seeding scenarios was conducted, including four different seeding dates and three seeding densities. Three mathematical functions: asymmetric Gaussian function(AGF), Fourier function, and double logistic function, were employed to fit timeseries vegetation indices to extract information about phenological stages. The refined SMM effectively estimated the phenological stages of canola, with a minimum root mean square error(RMSE) of 3.7 days for all phenological stages. The AGF function provided the best fitting performance, as it captured multiple peaks in the growth dynamics characteristics for all seeding date scenarios using four scaling parameters. For the three selected VIs, CIred-edgeachieved the greatest accuracy in estimating the phenological stage dates. This study demonstrates the high potential of the refined SMM for estimating winter canola phenology. 展开更多
关键词 Time-seriesⅥ Asymmetric Gaussian function Phenological stage shape model Remote sensing
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Preoperative virtual reduction method for pelvic fractures based on statistical shape models and partial surface data 被引量:2
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作者 Wei Kou Yaoyao He +3 位作者 Xiao Cheng Zhewei Wang Yuan Yang Shaolong Kuang 《Biomimetic Intelligence & Robotics》 EI 2023年第4期67-74,共8页
Virtual reduction is crucial for successful and accurate reduction of pelvic fractures.Various methods have been proposed in this regard.However,not all of them are applicable to every pelvic fracture.Among these meth... Virtual reduction is crucial for successful and accurate reduction of pelvic fractures.Various methods have been proposed in this regard.However,not all of them are applicable to every pelvic fracture.Among these methods,the efficiency and accuracy of the method based on statistical shape models in clinical applications require further improvement.This study proposes a virtual reduction method for pelvic fractures that uses statistical shape models and partial surface data of a broken pelvis.Simulated fracture and clinical case experiments were conducted to validate the accuracy and effectiveness of the proposed method.The simulated fracture experiments yielded an average error of 1.57±0.39 mm and a maximum error of 12.82±3.54 mm.The virtual reduction procedure takes approximately 40 s.Based on three clinical case experiments,the proposed method achieves an acceptable level of accuracy compared with manual reduction by a surgeon.The proposed method offers the advantages of shorter virtual reduction times and satisfactory reduction accuracy.In the future,it will be integrated into the preoperative planning system for pelvic fracture reduction,thereby improving patient outcomes. 展开更多
关键词 Preoperative planning Virtual reduction Statistical shape model Pelvic fractures
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Mesh representation matters:investigating the influence of different mesh features on perceptual and spatial fidelity of deep 3D morphable models
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作者 Robert KOSK Richard SOUTHERN +3 位作者 Lihua YOU Shaojun BIAN Willem KOKKE Greg MAGUIRE 《虚拟现实与智能硬件(中英文)》 EI 2024年第5期383-395,共13页
Background Deep 3D morphable models(deep 3DMMs)play an essential role in computer vision.They are used in facial synthesis,compression,reconstruction and animation,avatar creation,virtual try-on,facial recognition sys... Background Deep 3D morphable models(deep 3DMMs)play an essential role in computer vision.They are used in facial synthesis,compression,reconstruction and animation,avatar creation,virtual try-on,facial recognition systems and medical imaging.These applications require high spatial and perceptual quality of synthesised meshes.Despite their significance,these models have not been compared with different mesh representations and evaluated jointly with point-wise distance and perceptual metrics.Methods We compare the influence of different mesh representation features to various deep 3DMMs on spatial and perceptual fidelity of the reconstructed meshes.This paper proves the hypothesis that building deep 3DMMs from meshes represented with global representations leads to lower spatial reconstruction error measured with L_(1) and L_(2) norm metrics and underperforms on perceptual metrics.In contrast,using differential mesh representations which describe differential surface properties yields lower perceptual FMPD and DAME and higher spatial fidelity error.The influence of mesh feature normalisation and standardisation is also compared and analysed from perceptual and spatial fidelity perspectives.Results The results presented in this paper provide guidance in selecting mesh representations to build deep 3DMMs accordingly to spatial and perceptual quality objectives and propose combinations of mesh representations and deep 3DMMs which improve either perceptual or spatial fidelity of existing methods. 展开更多
关键词 shape modelling Deep 3D morphable models Representation learning Feature engineering Perceptual metrics
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Development and Experimental Evaluation of Strip Shape Prediction Model for Sendzimir Rolling Mills 被引量:6
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作者 SHIN Jong-min HAN Seong-ik KIM Jong-shik 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2013年第12期25-32,共8页
It is difficult to obtain the desired strip shape using Sendzimir rolling mills because small diameter work rolls can be easily deformed by the roiling force. To control the strip shape effectively, it is important to... It is difficult to obtain the desired strip shape using Sendzimir rolling mills because small diameter work rolls can be easily deformed by the roiling force. To control the strip shape effectively, it is important to understand the relationship between the behavior of the shape actuator and the variation of the strip shape. A numerical model based on the contact element method was proposed for the prediction of strip shape. In this numerical model, the re- lationships between the actuating forces, the roll deflections, the thickness profiles of the entry and exit sides, and the strip shape were considered. The proposed numerical model for strip shape prediction was evaluated by computer simulation and experiment with respect to various AS-U roll and first intermediate roll positions. 展开更多
关键词 Sendzimir rollingmill double acting AS-U roll strip shape prediction model contact element method
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Incorporating shape constraints in generalized additive modelling of the height-diameter relationship for Norway spruce 被引量:4
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作者 Natalya Pya Matthias Schmidt 《Forest Ecosystems》 SCIE CSCD 2016年第2期112-125,共14页
Background: Measurements of tree heights and diameters are essential in forest assessment and modelling. Tree heights are used for estimating timber volume, site index and other important variables related to forest ... Background: Measurements of tree heights and diameters are essential in forest assessment and modelling. Tree heights are used for estimating timber volume, site index and other important variables related to forest growth and yield, succession and carbon budget models. However, the diameter at breast height (dbh) can be more accurately obtained and at lower cost, than total tree height. Hence, generalized height-diameter (h-d) models that predict tree height from dbh, age and other covariates are needed. For a more flexible but biologically plausible estimation of covariate effects we use shape constrained generalized additive models as an extension of existing h-d model approaches. We use causal site parameters such as index of aridity to enhance the generality and causality of the models and to enable predictions under projected changeable climatic conditions. Methods: We develop unconstrained generalized additive models (GAM) and shape constrained generalized additive models (SCAM) for investigating the possible effects of tree-specific parameters such as tree age, relative diameter at breast height, and site-specific parameters such as index of aridity and sum of daily mean temperature during vegetation period, on the h-d relationship of forests in Lower Saxony, Germany. Results: Some of the derived effects, e.g. effects of age, index of aridity and sum of daily mean temperature have significantly non-linear pattern. The need for using SCAM results from the fact that some of the model effects show partially implausible patterns especially at the boundaries of data ranges. The derived model predicts monotonically increasing levels of tree height with increasing age and temperature sum and decreasing aridity and social rank of a tree within a stand, The definition of constraints leads only to marginal or minor decline in the model statistics like AIC An observed structured spatial trend in tree height is modelled via 2-dimensional surface fitting. Conclusions: We demonstrate that the SCAM approach allows optimal regression modelling flexibility similar to the standard GAM but with the additional possibility of defining specific constraints for the model effects. The longitudinal character of the model allows for tree height imputation for the current status of forests but also for future tree height prediction. 展开更多
关键词 Height-diameter curve Norway spruce shape constrained additive models Impact of climate change Varying coefficient models
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Longitudinal height-diameter curves for Norway spruce, Scots pine and silver birch in Norway based on shape constraint additive regression models 被引量:2
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作者 Matthias Schmidt Johannes Breidenbach Rasmus Astrup 《Forest Ecosystems》 SCIE CSCD 2018年第2期109-125,共17页
Background: Generalized height-diameter curves based on a re-parameterized version of the Korf function for Norway spruce (Piceo abies (L.) Karst.), Scots pine (Pinus sylvestris L.) and silver birch (Betula pe... Background: Generalized height-diameter curves based on a re-parameterized version of the Korf function for Norway spruce (Piceo abies (L.) Karst.), Scots pine (Pinus sylvestris L.) and silver birch (Betula pendula Roth) in Norwa are presented. The Norwegian National Forest Inventory (NFI) is used as data base for estimating the model parameters. The derived models are developed to enable spatially explicit and site sensitive tree height imputatio in forest inventories as well as future tree height predictions in growth and yield scenario simulations. Methods: Generalized additive mixed models (gamm) are employed to detect and quantify potentially non-linear effects of predictor variables. In doing so the quadratic mean diameter serves as longitudinal covariate since stand ag as measured in the NFI, shows only a weak correlation with a stands developmental status in Norwegian forests. Additionally the models can be locally calibrated by predicting random effects if measured height-diameter pairs are available. Based on the model selection of non-constraint models, shape constraint additive models (scare) were fit tc incorporate expert knowledge and intrinsic relationships by enforcing certain effect patterns like monotonicity. Results: Model comparisons demonstrate that the shape constraints lead to only marginal differences in statistical characteristics but ensure reasonable model predictions. Under constant constraints the developed models predict increasing tree heights with decreasing altitude, increasing soil depth and increasing competition pressure of a tree. / two-dimensional spatially structured effect of UTM-coordinates accounts for the potential effects of large scale spatial correlated covariates, which were not at our disposal. The main result of modelling the spatially structured effect is lower tree height prediction for coastal sites and with increasing latitude. The quadratic mean diameter affects both the level and the slope of the height-diameter curve and both effects are positive. Conclusions: In this investigation it is assumed that model effects in additive modelling of height-diameter curves which are unfeasible and too wiggly from an expert point of view are a result of quantitatively or qualitatively limited data bases. However, this problem can be regarded not to be specific to our investigation but more general since growth and yield data that are balanced over the whole data range with respect to all combinations of predictor variables are exceptional cases. Hence, scare may provide methodological improvements in several applications by combining the flexibility of additive models with expert knowledge. 展开更多
关键词 Height-diameter curve Norway spruce Scots pine Silver birch Norwegian national forest inventory shape constrained additive models
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Compensation Model for Shape Measuring of Cold Strip Rolling 被引量:15
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作者 YU Bing-qiang SUN Ya-bo LIU Hong-min YOU Lei PENG Yan 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2010年第6期21-26,共6页
Some unavoidable factors in the process of cold strip shape measurement interfere with the shape meter, so the shape measuring results cannot reflect the true shape of the strip and the measuring precision is low. The... Some unavoidable factors in the process of cold strip shape measurement interfere with the shape meter, so the shape measuring results cannot reflect the true shape of the strip and the measuring precision is low. The influ- ences of the measuring error of the strip edges, the transverse temperature difference of the strip, the deflection of shape detection roller, and the shape of the strip coil on the shape measuring results were analyzed in detail, and the corresponding compensation models were established. The simulation calculation and analysis were carried out on a cold strip mill, and a number of disciplinarian cognitions were obtained. 展开更多
关键词 cold strip rolling shape measuring compensation model
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Modeling of the Shape Forming of Composite Roll 被引量:2
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作者 Chengsong CUI, Zhenyu LI, Fuyang CAO and Qingchun LI (School of Materials Science and Engineering, Harbin Institute of Technology, 150001, China) 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2000年第3期337-340,共4页
A shape modeling of spray formed composite roll, which is utilized to predict the shape and dimension of roll during spray forming process, is developed in this paper. The influences of the principal spray forming par... A shape modeling of spray formed composite roll, which is utilized to predict the shape and dimension of roll during spray forming process, is developed in this paper. The influences of the principal spray forming parameters, such as the spatial distribution of melt mass flux, spray distance, rotating and translating speeds of substrate bar etc. , on the geometry and dimension of spray formed product were investigated. 展开更多
关键词 modeling of the shape Forming of Composite Roll
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Modeling the keyhole shape and dimension in plasma arc welding 被引量:3
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作者 霍玉双 武传松 《China Welding》 EI CAS 2009年第2期17-20,共4页
It is of great significance to model the keyhole shape and dimensions to optimize the plasma arc welding process parameters. In this study, through employing a combined volumetric heat source mode, the weld pool in ke... It is of great significance to model the keyhole shape and dimensions to optimize the plasma arc welding process parameters. In this study, through employing a combined volumetric heat source mode, the weld pool in keyhole plasma arc welding is determined firstly, and then the dynamic force-balance condition on the interface between the plasma jet and the molten metal is dealt with in describing the keyhole formation inside the weld pool. The effects of welding current on the shape and size of keyhole are numerically analyzed. The sharp transformation from a partial keyhole to a full-penetration keyhole is quantitatively demonstrated. 展开更多
关键词 keyhole shape plasma arc welding modelING
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