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3D Surface Editing Based on Level-Sets
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作者 林茂松 张典华 《Journal of Southwest Jiaotong University(English Edition)》 2005年第2期139-146,共8页
A novel method which integrates the topological flexibility of the level-set approach and the simplicity of point-sampled surfaces is proposed. The grid structure resulted from the level-set approach not only offers a... A novel method which integrates the topological flexibility of the level-set approach and the simplicity of point-sampled surfaces is proposed. The grid structure resulted from the level-set approach not only offers a wide range of powerful surface editing techniques for the point set surface editing, but also facilitates the topological change with ease. With the aid of point-based resampling, the method updates the surface shape of the point-based geometry quickly without worrying about point connectivity at all. The point set surface can also change its topology properly whenever a collision with other parts of itself is detected. The experiment demonstrates their effectiveness on several scanned objects and scan-converted models. Four examples of surface editing operations: smoothing, tapering, deforming, and Boolean operations, are presented. 展开更多
关键词 Computational geometry level-set methods Point-based geometry DEFORMATION
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Piecewise Acoustic Source Imaging with Unknown Speed of Sound Using a Level-Set Method
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作者 Guanghui Huang Jianliang Qian Yang Yang 《Communications on Applied Mathematics and Computation》 EI 2024年第2期1070-1095,共26页
We investigate the following inverse problem:starting from the acoustic wave equation,reconstruct a piecewise constant passive acoustic source from a single boundary temporal measurement without knowing the speed of s... We investigate the following inverse problem:starting from the acoustic wave equation,reconstruct a piecewise constant passive acoustic source from a single boundary temporal measurement without knowing the speed of sound.When the amplitudes of the source are known a priori,we prove a unique determination result of the shape and propose a level set algorithm to reconstruct the singularities.When the singularities of the source are known a priori,we show unique determination of the source amplitudes and propose a least-squares fitting algorithm to recover the source amplitudes.The analysis bridges the low-frequency source inversion problem and the inverse problem of gravimetry.The proposed algorithms are validated and quantitatively evaluated with numerical experiments in 2D and 3D. 展开更多
关键词 Inverse gravimetry Acoustic source imaging Inversion of sound speed level-set method Inverse problem
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基于改进Level-Set方法的非稳定渗流自由面数值模拟
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作者 刘远财 崔朋飞 +1 位作者 张海容 赵兰浩 《水力发电学报》 CSCD 北大核心 2023年第11期68-77,共10页
含自由面非稳定渗流问题广泛存在于水利工程及岩土工程中,渗流自由面通常随时间动态变化,属于动边界问题,是非稳定渗流研究的重点和难点。本文在有限元框架内提出基于改进守恒Level-Set方法的非稳定渗流自由面数值模拟方法。采用改进守... 含自由面非稳定渗流问题广泛存在于水利工程及岩土工程中,渗流自由面通常随时间动态变化,属于动边界问题,是非稳定渗流研究的重点和难点。本文在有限元框架内提出基于改进守恒Level-Set方法的非稳定渗流自由面数值模拟方法。采用改进守恒LevelSet方法在固定网格上隐式地捕捉非稳定渗流自由面,巧妙避开了其他固定网格方法在处理自由面时的困难,计算方便,且具有良好的质量守恒性和准确性。首先给出了多孔介质非稳定渗流问题的控制方程及其数值离散,之后给出了渗流自由面追踪的方法及物理特性参数的插值方法,最后通过均质土坝、非均质矩形坝、河床下渗问题等经典算例,验证了本文方法的准确性和有效性。 展开更多
关键词 渗流计算 非稳定渗流 渗流自由面 物理参数插值 改进level-set方法
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Solute drag-controlled grain growth in magnesium investigated by quasi in-situ orientation mapping and level-set simulations
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作者 Risheng Pei Yujun Zhao +2 位作者 Muhammad Zubair Sangbong Yi Talal Al-Samman 《Journal of Magnesium and Alloys》 SCIE EI CAS CSCD 2023年第7期2312-2325,共14页
Critical properties of metallic materials,such as the yield stress,corrosion resistance and ductility depend on the microstructure and its grain size and size distribution.Solute atoms that favorably segregate to grai... Critical properties of metallic materials,such as the yield stress,corrosion resistance and ductility depend on the microstructure and its grain size and size distribution.Solute atoms that favorably segregate to grain boundaries produce a pinning atmosphere that exerts a drag pressure on the boundary motion,which strongly affects the grain growth behavior during annealing.In the current work,the characteristics of grain growth in an annealed Mg-1 wt.%Mn-1 wt.%Nd magnesium alloy were investigated by advanced experimental and modeling techniques.Systematic quasi in-situ orientation mappings with a scanning electron microscope were performed to track the evolution of local and global microstructural characteristics as a function of annealing time.Solute segregation at targeted grain boundaries was measured using three-dimensional atom probe tomography.Level-set computer simulations were carried with different setups of driving forces to explore their contribution to the microstructure development with and without solute drag.The results showed that the favorable growth advantage for some grains leading to a transient stage of abnormal grain growth is controlled by several drivers with varying importance at different stages of annealing.For longer annealing times,residual dislocation density gradients between large and smaller grains are no longer important,which leads to microstructure stability due to predominant solute drag.Local fluctuations in residual dislocation energy and solute concentration near grain boundaries cause different boundary segments to migrate at different rates,which affects the average growth rate of large grains and their evolved shape. 展开更多
关键词 Magnesium alloys Grain growth Quasi in-situ EBSD level-set simulation Solute drag Dislocation density gradient
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基于Level-Set方法的小孔及熔池动态形成数值模拟 被引量:8
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作者 张屹 刘西霞 +2 位作者 史如坤 王霞 杨雄 《焊接学报》 EI CAS CSCD 北大核心 2016年第4期29-34,130,共6页
构建了激光深熔焊接三维混合态连续模型,模拟了固液界面过渡层的固、液态共存和熔池高于焊接表面的特征,并采用Level-Set方法追踪了气液界面的移动,计算得到了小孔和熔池的动态形成过程.结果表明,熔池在小孔前沿薄后沿厚,温度梯度在小... 构建了激光深熔焊接三维混合态连续模型,模拟了固液界面过渡层的固、液态共存和熔池高于焊接表面的特征,并采用Level-Set方法追踪了气液界面的移动,计算得到了小孔和熔池的动态形成过程.结果表明,熔池在小孔前沿薄后沿厚,温度梯度在小孔前沿大后沿小,小孔及熔池前沿和后沿存在明显的非对称性;孔壁上蒸发的金属蒸气由孔壁流向小孔中轴线,且向孔外喷射;孔底吸收的激光功率密度最大,最高温度3 700 K位于孔底,高于汽化温度567 K;小孔形成的初期阶段孔深的变化较快,但随着小孔深度的增加,孔深变化速率逐渐下降. 展开更多
关键词 激光深熔焊 界面追踪 level-set方法 小孔 熔池
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近水面水下爆炸二维Level-set数值模拟 被引量:9
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作者 师华强 汪玉 +1 位作者 宗智 贾敬蓓 《计算力学学报》 EI CAS CSCD 北大核心 2010年第3期409-414,共6页
水下爆炸是一个多介质、动边界、瞬态非线性过程,捕捉介质之间交界面的变化是数值模拟的一个难点。本文采用Level-set方法来描述水下爆炸气体产物和流体交界面以及自由表面变化,应用TVD(Total Variation Diminishing)计算技术求解Level-... 水下爆炸是一个多介质、动边界、瞬态非线性过程,捕捉介质之间交界面的变化是数值模拟的一个难点。本文采用Level-set方法来描述水下爆炸气体产物和流体交界面以及自由表面变化,应用TVD(Total Variation Diminishing)计算技术求解Level-set流场,首先建立了近水面水下爆炸的二维数值方法,然后,将该方法推广到流场内有刚性结构的情况,考虑了冲击波和刚性结构物的相互作用。为了模拟无限边界流场问题,引进了Thompson建立的无反射边界条件。 展开更多
关键词 水下爆炸 冲击波 level-set方法 自由表面 运动边界
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一种改进的Level-Set函数重新初始化方法 被引量:5
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作者 王志亮 周哲玮 《应用数学和力学》 EI CSCD 北大核心 2004年第10期991-996,共6页
 改进了level_set界面捕捉方法中的level_set函数重新初始化方法,通过锁定界面位置来实现level_set函数重新初始化过程,较好地保持了在重新初始化过程中的界面位置的准确性,保障了流体体积的相对稳定· 对剪切运动使流体界面...  改进了level_set界面捕捉方法中的level_set函数重新初始化方法,通过锁定界面位置来实现level_set函数重新初始化过程,较好地保持了在重新初始化过程中的界面位置的准确性,保障了流体体积的相对稳定· 对剪切运动使流体界面变形的算例表明方法对level_set函数重新初始化过程中的体积保持比较有效。 展开更多
关键词 level-set方法 体积守恒 重新初始化
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预混湍流燃烧的level-set小火焰库方法研究 被引量:2
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作者 杨成仁 侯凌云 傅维标 《航空动力学报》 EI CAS CSCD 北大核心 2003年第3期358-362,共5页
针对燃气涡轮发动机中贫燃预混预蒸发燃烧室,考虑详细化学反应机理,结合Level-set方法与小火焰模型模拟预混火焰,计算了甲烷/空气贫燃预混燃烧的火焰面的位置,并比较了在贫燃条件下各当量比的NO排放值,计算与实验结果吻合较好。
关键词 level-set 小火焰库方法 贫燃预混燃烧 预混预蒸发燃烧室
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基于Level-set法的液体晃荡与弹性液舱耦合作用研究 被引量:3
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作者 黄广茂 方智勇 《船舶工程》 CSCD 北大核心 2007年第6期36-40,共5页
对基于Level-set法模拟液舱液体晃荡的数值模型进行了改进,实现了对大幅晃荡引起的抨击载荷的模拟.运用水弹性力学理论论述了液体晃荡与弹性液舱耦合作用的分析方法,建立了相应的水弹性力学方程.数值算例与实验结果的比较验证了对抨击... 对基于Level-set法模拟液舱液体晃荡的数值模型进行了改进,实现了对大幅晃荡引起的抨击载荷的模拟.运用水弹性力学理论论述了液体晃荡与弹性液舱耦合作用的分析方法,建立了相应的水弹性力学方程.数值算例与实验结果的比较验证了对抨击载荷模拟的正确性;通过对晃荡载荷引起的结构响应的计算分析,得出一些关于结构响应特性的重要结论. 展开更多
关键词 船舶 level-set 水弹性 耦合作用 抨击载荷
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基于Level-set法和通度概念液体晃荡特性研究 被引量:2
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作者 方智勇 朱仁庆 杨松林 《海洋工程》 CSCD 北大核心 2007年第2期91-97,共7页
液体晃荡现象在诸多工程领域具有深刻的研究意义,并引起了广泛的关注。基于Level-set方法,借助流场通度的概念,模拟了流场内具有障碍物的液体晃荡现象。选取不同形式的防晃结构分析研究对晃荡的抑制效果,得到几点关于防晃结构的设计与... 液体晃荡现象在诸多工程领域具有深刻的研究意义,并引起了广泛的关注。基于Level-set方法,借助流场通度的概念,模拟了流场内具有障碍物的液体晃荡现象。选取不同形式的防晃结构分析研究对晃荡的抑制效果,得到几点关于防晃结构的设计与选择的重要结论。计算结果表明,通度系数法与Level-set方法的结合使用,能够有效地处理流场内带有障碍物的液体晃荡问题,该方法具有一定的可行性和应用前景。 展开更多
关键词 level-set 通度 防晃结构 液体晃荡
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多介质流动改进型Level-Set重新初始化方法 被引量:1
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作者 张学莹 赵宁 《空气动力学学报》 CSCD 北大核心 2006年第4期438-443,共6页
根据Level-Set函数在网格点处的值,预估出间断面的位置,并对间断面附近网格点上的LS值作相应调整,使其保持距离函数的性质,能够避免由于重新初始化造成间断面位置移动的问题。数值计算采用高精度WENO格式,对于多个可压缩流问题进行了数... 根据Level-Set函数在网格点处的值,预估出间断面的位置,并对间断面附近网格点上的LS值作相应调整,使其保持距离函数的性质,能够避免由于重新初始化造成间断面位置移动的问题。数值计算采用高精度WENO格式,对于多个可压缩流问题进行了数值模拟,表明了该方法的有效性。 展开更多
关键词 双曲型守恒律 level-set方法 WENO格式 间断GFM
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基于Faster-RCNN和Level-Set的桥小脑角区肿瘤自动精准分割 被引量:1
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作者 刘颖 郭伊云 +1 位作者 陈静聪 章浩伟 《波谱学杂志》 北大核心 2021年第3期381-391,共11页
桥小脑角区(CPA)肿瘤的精准分割在手术治疗、放疗中有重要影响,本文结合更快速区域卷积神经网络(Faster-RCNN)和水平集(Level-Set)方法对CPA肿瘤的自动分割进行了研究.首先,采集317名CPA肿瘤患者的T1WI-SE序列磁共振图像,使用基于Faster... 桥小脑角区(CPA)肿瘤的精准分割在手术治疗、放疗中有重要影响,本文结合更快速区域卷积神经网络(Faster-RCNN)和水平集(Level-Set)方法对CPA肿瘤的自动分割进行了研究.首先,采集317名CPA肿瘤患者的T1WI-SE序列磁共振图像,使用基于Faster-RCNN主干网络VGG16提取特征,结合区域建议网络(RPN)进行学习训练,建立带有CPA肿瘤位置信息的定位模型,再应用Level-Set对肿瘤进行精准分割.本文对比了不同CPA肿瘤区域勾画范围对分割结果产生的影响,并以精确率、召回率、均值平均精度值(mAP)和戴斯系数(Dice系数)等指标评估了模型定位和分割的性能.实验结果表明,结合Faster-RCNN和Level-Set建立的模型能更有效对CPA肿瘤进行精准分割,减轻临床医生的负担,并提升治疗效果. 展开更多
关键词 更快速区域卷积神经网络(Faster-RCNN) 水平集(level-set) 图像分割 桥小脑角区肿瘤
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基于B样条的Level-Set GPU演化算法
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作者 袁斌 《计算机科学》 CSCD 北大核心 2017年第3期59-62,共4页
大部分Level-Set演化模型基于平均曲率或梯度,这对去除3D数据的噪声时保持线状特征是不利的;在解Level-Set演化方程时一般采用迎风格式,精度较低。设计了基于曲率差的高阶演化方程以及基于B样条和中心差分的混合GPU解法器。实验结果表明... 大部分Level-Set演化模型基于平均曲率或梯度,这对去除3D数据的噪声时保持线状特征是不利的;在解Level-Set演化方程时一般采用迎风格式,精度较低。设计了基于曲率差的高阶演化方程以及基于B样条和中心差分的混合GPU解法器。实验结果表明,基于曲率差的演化方程能够在光顺数据时保持线状特征。 展开更多
关键词 B-样条 level-set GPU 曲率
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基于Level-Set的火焰动画生成方法研究 被引量:4
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作者 洪义 王兆其 +1 位作者 朱登明 邱显杰 《计算机研究与发展》 EI CSCD 北大核心 2010年第11期1849-1856,共8页
火焰动画在影视、动漫、游戏等领域有着广泛的应用,而逼真模拟细节丰富的多形态火焰动画一直是图形学研究领域的难点.以Level-Set曲面变形为基础,提出了将目标形态、路径约束和燃烧传播相结合的火焰蓝芯曲面演化模型,以此模拟沿路径的... 火焰动画在影视、动漫、游戏等领域有着广泛的应用,而逼真模拟细节丰富的多形态火焰动画一直是图形学研究领域的难点.以Level-Set曲面变形为基础,提出了将目标形态、路径约束和燃烧传播相结合的火焰蓝芯曲面演化模型,以此模拟沿路径的火焰蔓延、移动燃烧物等现象.并针对目前模拟中火焰细节不足的问题,引入修正的MacCormack高阶对流求解器;同时,采用烟密度演化曲线模拟燃烧过程中的烟雾生成,进一步提高火焰真实感.实验结果表明该方法能逼真模拟沿路径的火焰蔓延、移动燃烧物以及其他多形态且细节丰富的火焰动画. 展开更多
关键词 火焰动画 level-set 火焰蔓延 移动燃烧物 火焰细节
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界面捕捉中耦合Level-set与VOF算法 被引量:4
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作者 杨强 周进 +1 位作者 吴海燕 孙明波 《航空计算技术》 2012年第4期14-19,共6页
针对传统的level-set方法在处理界面问题时守恒性差的缺点,提出了一种耦合level-set方法和VOF方法的算法(CLSVOF)。不仅保持了level-set界面光滑性好的特点,还结合了VOF高守恒性的优点。Level-set方程的求解采用五阶WENO格式,而VOF的体... 针对传统的level-set方法在处理界面问题时守恒性差的缺点,提出了一种耦合level-set方法和VOF方法的算法(CLSVOF)。不仅保持了level-set界面光滑性好的特点,还结合了VOF高守恒性的优点。Level-set方程的求解采用五阶WENO格式,而VOF的体积分数输运方程采用Gueyffier的界面重构方法求解。三维数值计算结果表明这种耦合算法对level-set的守恒性有明显的改善。 展开更多
关键词 界面捕捉 耦合算法 level-set VOF
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Faster-RCNN和Level-Set结合的高分遥感影像建筑物提取 被引量:9
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作者 左俊皓 赵聪 +1 位作者 朱晓龙 任洪娥 《液晶与显示》 CAS CSCD 北大核心 2019年第4期439-447,共9页
目前Level-Set图像分割方法存在初始轮廓的确定受人为因素影响较大的问题,对目标被遮盖和目标与背景灰度值相近无法达到理想的分割效果。针对此问题,本文提出了利用Faster-RCNN网络模型确定目标初始轮廓和区域信息的先验水平集图像分割... 目前Level-Set图像分割方法存在初始轮廓的确定受人为因素影响较大的问题,对目标被遮盖和目标与背景灰度值相近无法达到理想的分割效果。针对此问题,本文提出了利用Faster-RCNN网络模型确定目标初始轮廓和区域信息的先验水平集图像分割方法,搭建Caffe深度学习框架训练Faster-RCNN网络模型;通过有监督学习的方式在IAILD数据集上训练模型,检测出目标建筑物并初步提取建筑物的轮廓,并将其与形状先验的Level-Set算法结合。对比实验结果表明,本文方法解决了Level-Set算法中图像分割结果初始轮廓受人为标记框选的影响较大的问题,能够更好地完成被遮挡建筑物的分割,对于目标建筑和背景灰度值相近也能达到更好的分割效果。 展开更多
关键词 Faster-RCNN level-set 深度学习 建筑物提取
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基于Level-Set法的有限元非饱和渗流方法在黄壁庄水库中的应用 被引量:2
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作者 管策 赵兰浩 +1 位作者 张海容 李同春 《水利水电技术》 北大核心 2020年第3期67-72,共6页
针对传统非饱和渗流分析方法中忽略气相作用而导致无法处理气相参与的含自由面渗流这一问题,建立了一种耦合Level-Set法的有限元非饱和渗流分析方法。该方法基于有限元非饱和渗流分析理论,利用Level-Set方法隐式地捕捉自由界面,考虑了... 针对传统非饱和渗流分析方法中忽略气相作用而导致无法处理气相参与的含自由面渗流这一问题,建立了一种耦合Level-Set法的有限元非饱和渗流分析方法。该方法基于有限元非饱和渗流分析理论,利用Level-Set方法隐式地捕捉自由界面,考虑了入渗过程中的气相可压缩性,能够反映多孔介质中水气两相界面的运动与融合,可以用来求解常规方法无法处理的气相参与的含自由面渗流问题,同时具有自由面构造简单、计算稳定性好、收敛速度快等优点。本文将该方法应用于黄壁庄水库在库水位骤升后出现坝前水面冒泡现象的原因分析中,模拟了该水库坝前水-气两相运移过程,揭示了冒泡现象发生的原因。计算结果表明,此方法可简单、直观地描述水气界面在多孔介质中的运动过程,模拟结果与实际情况较为符合。研究表明,黄壁庄水库坝前水面出现冒泡现象是由水位骤升将铺盖内的空气封住,并随水体入渗压缩空气,出现憋气现象,最后气体释放所致。 展开更多
关键词 渗流 自由面 可压缩性 level-set 水气两相
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Effects of nano-voids and nano-cracks on the elastic properties of a host medium: xfem modeling with level-set function and free surface energy 被引量:2
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作者 B.E. Hachi D. Hachi M. Haboussi 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2019年第4期799-811,共13页
This work deals with the influences of nano-heterogeneities in the form of voids/cavities or cracks on the elastic (please confirm which word is correct. effective or elastic? According to the title of paper, I choose... This work deals with the influences of nano-heterogeneities in the form of voids/cavities or cracks on the elastic (please confirm which word is correct. effective or elastic? According to the title of paper, I choose elastic.) properties of a host medium. With a relatively large ratio of apparent-surface to volume and particularly strong physical interactions with the surrounding medium at nano-scale, nano-heterogeneities can potentially affect the elastic(effective or elastic?) properties of the parent medium (matrix) containing them in a significant manner. This has been reported by various theoretical and experimental studies, some of them are discussed in the present paper. To describe the positive (reinforcement) or negative (degradation) effect of the nano-heterogeneities from the modeling perspective, it is necessary to take into account the energy of interfaces/surfaces between nano-heterogeneities and the matrix which, by the fact of the relatively large extent of their apparent surface and their strong physical interaction with their neighborhood, can no longer be neglected compared to those of the volume energy. Thus, to account for the effects of interfaces/surfaces in a nanostructured heterogeneous medium, the coherent interface model is considered in the present investigation within a periodic homogenization procedure. In this interface/surface model, the displacement vector is assumed to be continuous across the interface while the stress vector is considered to be discontinuous and satisfying the Laplace-Young equations. To solve these equations coupled to the classical mechanical equilibrium problem, a numerical simulation tool is developed in a two-dimensional (2D) context using the eXtended Finite Element Method (XFEM) and the Level-Set functions. The developed numerical tool is then used to carry out a detailed analysis about the effect of nano-heterogeneities on the overall mechanical properties of a medium. The nano-heterogeneities are present in the medium initially as cylindrical cavities (circular in 2D) before being reduced to plane cracks (line in 2D) by successive flattenings. 展开更多
关键词 Interface/Surface ENERGY XFEM level-set FUNCTION Periodic homogenization Nano-voids/Nano-cavities Nano-cracks Nano-inclusions/Nano-heterogeneities
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A conditioned level-set method with block-division strategy to flame front extraction based on OH-PLIF measurements 被引量:3
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作者 韩乐 蔡国飙 +2 位作者 徐旭 Renou Bruno Boukhalfa Abdelkrim 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第5期639-652,共14页
A novel approach to extract flame fronts, which is called the conditioned level-set method with block division (CLSB), has been developed. Based on a two-phase level-set formulation, the conditioned initialization a... A novel approach to extract flame fronts, which is called the conditioned level-set method with block division (CLSB), has been developed. Based on a two-phase level-set formulation, the conditioned initialization and region-lock optimiza-tion appear to be beneficial to improve the efficiency and accuracy of the flame contour identification. The original block- division strategy enables the approach to be unsupervised by calculating local self-adaptive threshold values autonomously before binarization. The CLSB approach has been applied to deal with a large set of experimental data involving swirl- stabilized premixed combustion in diluted regimes operating at atmospheric pressures. The OH-PLIF measurements have been carried out in this framework. The resulting images are, thus, featured by lower signal-to-noise ratios (SNRs) than the ideal image; relatively complex flame structures lead to significant non-uniformity in the OH signal intensity; and, the mag- nitude of the maximum OH gradient observed along the flame front can also vary depending on flow or local stoichiometry. Compared with other conventional edge detection operators, the CLSB method demonstrates a good ability to deal with the OH-PLIF images at low SNR and with the presence of a multiple scales of both OH intensity and OH gradient. The robustness to noise sensitivity and intensity inhomogeneity has been evaluated throughout a range of experimental images of diluted flames, as well as against a circle test as Ground Truth (GT). 展开更多
关键词 OH-PLIE flame front extraction level-set optical signal processing
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An Efficient Liver-Segmentation System Based on a Level-Set Method and Consequent Processes 被引量:1
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作者 Walita Narkbuakaew Hiroshi Nagahashi +1 位作者 Kota Aoki Yoshiki Kubota 《Journal of Biomedical Science and Engineering》 2014年第12期994-1004,共11页
This paper presents an efficient liver-segmentation system developed by combining three ideas under the operations of a level-set method and consequent processes. First, an effective initial process creates mask and s... This paper presents an efficient liver-segmentation system developed by combining three ideas under the operations of a level-set method and consequent processes. First, an effective initial process creates mask and seed regions. The mask regions assist in prevention of leakage regions due to an overlap of gray-intensities between liver and another soft-tissue around ribs and verte-brae. The seed regions are allocated inside the liver to measure statistical values of its gray-intensities. Second, we introduce liver-corrective images to represent statistical regions of the liver and preserve edge information. These images help a geodesic active contour (GAC) to move without obstruction from high level of image noises. Lastly, the computation time in a level-set based on reaction-diffusion evolution and the GAC method is reduced by using a concept of multi-resolution. We applied the proposed system to 40 sets of 3D CT-liver data, which were acquired from four patients (10 different sets per patient) by a 4D-CT imaging system. The segmentation results showed 86.38% ± 4.26% (DSC: 91.38% ± 2.99%) of similarities to outlines of manual delineation provided by a radiologist. Meanwhile, the results of liver segmentation only using edge images presented 79.17% ± 5.15% or statistical regions showed 74.04% ± 9.77% of similarities. 展开更多
关键词 LIVER SEGMENTATION level-set GEODESIC Active CONTOUR Speed Images STATISTICAL Thresholds
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