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Mimari Formun Evrim Anlatısı ve Canlı Form Hali 建筑形式和生活形式的演变叙事
2区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-09-30 DOI: 10.53710/jcode.1325535
Betül UÇKAN, Pelin DURSUN, Ahsen ÖZSOY
The concept of form in architectural design has been debated since prehistoric times. In its most straightforward meaning, form can be defined as the shape, shell, and inhabited volume of a structure. This study aims to explore the historical process of the transformation and evolution of form, as well as to discover new meanings and potentials of form through analysis, and to develop a critical perspective on form. The study is structured around three main axes. In the first stage, a mapping is designed to analyze the evolution of form throughout history. This mapping focuses on the changes in the approach to form, design, and making techniques chronologically. This stage reveals that form is no longer merely a final product represented by drawings or statically produced, but rather a concept that involves process and dynamism in a temporal-spatial dimension, whether in its design or production. In the second stage, the evolution of form is discussed through a new concept called ‘vital form’. While form represents something static or stationary, vital form signifies a dynamic and fluid state. While form is symbolically designed or produced by the designer from top to bottom, vital form represents a bottom-up, autonomous state formed by the influence of actors involved in design or production. Subsequently, the relationships, transitions, interactions, and changes between form and vital form, as well as their interpretations, are discussed within the proposed model in the study, based on conceptual sets derived from theoretical debates and the implications in design and making processes. It is believed that such exploration and awareness of form in architecture will bring new dimensions to the contemporary understanding, design, and making practices of form.
自史前时代以来,建筑设计中的形式概念就一直存在争议。在最直接的意义上,形式可以定义为结构的形状、外壳和居住体积。本研究旨在探讨形式的变迁与演化的历史过程,并透过分析发现形式的新意义与潜力,发展对形式的批判视角。该研究围绕三个主轴进行。在第一阶段,设计一个地图来分析历史上形式的演变。这种映射着重于形式、设计和制作技术方法的变化。这一阶段揭示了形式不再仅仅是由图纸或静态生产的最终产品,而是一个概念,无论是在设计还是生产中,都涉及到时间-空间维度的过程和动态。在第二阶段,通过一个叫做“生命形态”的新概念来讨论形态的演变。形式代表静态或静止的东西,而生命形式则代表动态和流动的状态。形式是由设计师从上到下象征性地设计或生产的,而生命形式则是由参与设计或生产的行动者的影响而形成的自下而上的自主状态。随后,形式和重要形式之间的关系、过渡、相互作用和变化,以及它们的解释,在研究中提出的模型中进行了讨论,该模型基于从理论辩论中得出的概念集以及设计和制作过程中的含义。相信这种对建筑形式的探索和意识,将为当代对形式的理解、设计和制作实践带来新的维度。
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引用次数: 0
Genetik algoritma aracılığıyla mimari cephelere ilişkin görsellerin üretimi için bir model 利用遗传算法生成建筑外墙图像的模型
2区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-09-30 DOI: 10.53710/jcode.1340880
Faruk Can ÜNAL
Bu çalışmada, mekânsal artırılmış gerçeklik sunumlarında kullanılacak görselleri üretmek için mimari cephelere ilişkin genetik algoritma tabanlı bir model geliştirilmiştir. Öncelikle, mimari cepheye atıfta bulunan projeksiyon haritalama görselleri çalışma kapsamında incelenmiştir. Mimari cephelerin doluluk/boşluk ilişkisi, yapı elemanları ve 3. boyut etkisi üzerinden tanımlanabildiği görülmüştür. Bu çıkarıma dayalı olarak, cephenin mimari diline ilişkin projeksiyon haritalamalarının öncü örneklerinden birinde de kullanılan Hamburger Kunsthalle'nin cephesi çalışmada mimari cepheyi yeniden tanımlamak için kullanılmıştır. Modele dayalı görsellerin üretilmesi için genetik algoritma tabanlı bir çerçeve geliştirilmiştir. Hamburger Kunsthalle'nin yeniden tanımlanan cephesinde doluluk-boşluk ilişkisi, yapı elemanları ve 3. boyut etkisi üzerinden model sunulmuştur. Model, tanımlanan başlangıç görsel bileşenlerinden farklı görsel olasılıkların türetilmesine izin vermektedir. Tanımlanan başlangıç görsel bileşenleri, gen popülasyonunun üretilmesinde temel alınmaktadır. Seçilen mimari cepheye özgü olarak tanımlanan uygunluk fonksiyonları aracılığıyla üretilecek görsellerin belirlenmesini ve sınırlanması sağlanmaktadır. Üretilen görsellerin değerlendirme sıralamasına bağlı olarak uygun görseller seçilirken, uygun bulunmayanlar genetik işlemlerden geçirilerek gen havuzu zenginleştirilir. Bu aşamadaki değerlendirme sıralaması, döngüsel süreç içerisinde üretilecek görseller üzerinde etkili olmaktadır. Bu nedenle model kullanıcısı üretilecek görsellerde belirleyici bir role sahiptir ve kullanıcının cephenin mimari diline uygun görsel seçiminde uzman olması gerekmektedir. Bu model, genetik algoritma ve mekansal artırılmış gerçeklik kesişiminde mimari cephelerin dilini taşıyan sanal varyasyonlarını üretme ve sunma imkanı sağlamaktadır.
本研究开发了一种基于遗传算法的建筑立面模型,用于生成空间增强现实演示中使用的图像。首先,在研究范围内分析了建筑立面的投影映射图像。研究发现,建筑外立面可以通过占用/空隙关系、建筑元素和三维效果来定义。基于这一推论,汉堡美术馆的外立面被用于重新定义建筑外立面,它也是投影映射与建筑外立面语言相关的开创性实例之一。我们开发了一个基于遗传算法的框架,以根据模型生成视觉效果。在汉堡美术馆重新定义的外立面中,该模型通过占空比关系、建筑元素和三维效果进行展示。该模型允许从定义的初始视觉组件推导出不同的视觉概率。已定义的初始视觉组件被用作生成基因群的基础。要确保生成的图像是通过专门为所选建筑立面定义的适合度函数来确定和限制的。根据所生成图像的评估顺序,选择合适的图像,而不合适的图像则通过基因处理加以强化。这一阶段的评估排序对循环过程中生成的图像有效。因此,该模型的用户对将要生成的图像起着决定性作用,而且用户应该是选择适合外墙建筑语言的图像的专家。该模型提供了在遗传算法和空间增强现实的交叉点上制作和展示建筑外墙虚拟变体的机会,这些变体承载着建筑外墙的语言。
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引用次数: 0
An Exploration of Public Open Spaces with Data Driven Approaches: A Case Study of Beyazıt Square 数据驱动的公共开放空间探索——以Beyazıt广场为例
2区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-09-30 DOI: 10.53710/jcode.1325188
Gülce KIRDAR
Data-driven approaches are widely used to gain insight in urban dynamics and support urban decisions with pervasive adoption of information technologies. In the presented study, the students adopt data data-driven approaches to observe, and analyze public spaces, and make conceptual decisions for urban furniture in the context of the workshop. This workshop is developed within the scope of the Environmental Computing course. It is conducted with 27 students in Beyazıt Square as a case study area. In the scope of the study, open public spaces were observed and analyzed using data-driven approaches. Based on the analysis results, the students were expected to develop urban furniture design that would enhance user experience and activities in the area. This study questions how data-driven approaches aid in exploring public spaces and support design decisions. The objective of the study was to explore user-generated urban dynamics using multiple data and make decisions for urban furniture that augments urban dynamics. The conceptual design process of urban furniture is shaped as results of data-driven approach. The students were introduced to the Public Life Tools developed by the Gehl Institute for site observation. They were divided into particular groups and used relevant digital tracking applications to measure user activities, user profiles, and live traffic in the area. They evaluated the quality of place based on predetermined criteria by Gehl Institute. The phases of the study involve (1) the exploration of digital observation methods, (2) mapping observational, data, urban data, and locative media data in Geographic Information System (GIS), and (3) defining the relationships between the parameters affecting urban dynamics. (4) This was followed by making conceptual design decisions and (5) developing the design of urban furniture considering data analysis results. According to the findings, the use of data-driven observation and analysis methods has been effective in developing user scenarios, determining user profiles, identifying needs, and taking functional decisions in urban furniture design. Based on the students’ evaluation, the data-driven decision-making process was effective in identifying needs, problems, and potentials in the area. As the limitations of the study, the students stated that the use of digital observation methods and the learning process of GIS software were challenging. This study contributes to the field of urban computing through its conducted fieldwork.
数据驱动的方法被广泛用于洞察城市动态,并通过广泛采用信息技术来支持城市决策。在本研究中,学生们采用数据驱动的方法来观察和分析公共空间,并在工作坊的背景下为城市家具做出概念性决策。这个工作坊是在环境计算课程的范围内开发的。27名学生在Beyazıt广场作为案例研究区域进行研究。在研究范围内,使用数据驱动的方法观察和分析开放的公共空间。根据分析结果,学生们被期望开发城市家具设计,以增强该地区的用户体验和活动。这项研究质疑数据驱动的方法如何帮助探索公共空间和支持设计决策。该研究的目的是利用多种数据探索用户生成的城市动态,并为增强城市动态的城市家具做出决策。城市家具的概念设计过程是数据驱动方法的结果。学生们被介绍到由Gehl研究所开发的用于现场观察的公共生活工具。他们被分成特定的小组,并使用相关的数字跟踪应用程序来测量该地区的用户活动、用户档案和实时流量。他们根据格尔研究所预先确定的标准来评估地方的质量。研究的阶段包括:(1)探索数字观测方法;(2)在地理信息系统(GIS)中绘制观测数据、数据、城市数据和位置媒体数据;(3)定义影响城市动态的参数之间的关系。(4)然后进行概念设计决策,(5)根据数据分析结果进行城市家具设计。根据研究结果,在城市家具设计中,使用数据驱动的观察和分析方法在开发用户场景、确定用户概况、识别需求和做出功能决策方面是有效的。基于学生的评价,数据驱动的决策过程在识别该领域的需求、问题和潜力方面是有效的。由于研究的局限性,学生们表示数字观测方法的使用和GIS软件的学习过程具有挑战性。本研究通过其实地工作对城市计算领域做出了贡献。
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引用次数: 0
Gravitation Search based Hybrid Algorithm for solving Inverse Kinematics of an n-link Redundant Manipulator 基于引力搜索的n连杆冗余机械臂逆运动学混合求解算法
2区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-09-28 DOI: 10.1093/jcde/qwad087
S A R Sheik Masthan, G Kanagaraj, F Yu Vincent
Abstract Inverse kinematics is one of the most complicated problems in robotics. The inverse kinematics calculation is the basis for any industrial robot's ability to plan and follow a trajectory. This paper proposes a hybrid algorithm, e3GSA, based on the Gravitational Search Algorithm for solving the inverse kinematics problem of an n-link redundant robot manipulator. The algorithm's efficiency was evaluated using a fitness function comprising of position error, orientation error, and collision error, and it was found to perform better than the conventional GSA algorithm in simulations. A generalised framework was proposed and tested by simulating a 6-link, 8-link and 12-link robot manipulators. Experimental validation is carried out using a 6-link robot manipulator, which shows that the simulation data are on par with the experimental data. The proposed algorithm was also found to perform adaptively with faster convergence rates and lesser computation time, making it a better choice for other engineering problems that can be transformed into optimization problems.
逆运动学是机器人技术中最复杂的问题之一。逆运动学计算是任何工业机器人规划和跟踪轨迹能力的基础。本文提出了一种基于引力搜索算法的混合算法e3GSA,用于求解n连杆冗余机器人机械手的运动学逆问题。利用位置误差、方向误差和碰撞误差组成的适应度函数对算法的效率进行了评价,仿真结果表明,该算法优于传统的GSA算法。提出了一种广义框架,并通过对6杆、8杆和12杆机器人机械手的仿真进行了验证。利用六连杆机械手进行了实验验证,仿真数据与实验数据基本一致。该算法具有较快的收敛速度和较短的计算时间,是其他工程问题转化为优化问题的较好选择。
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引用次数: 0
Self-supervised feature matched virtual try-on 自监督功能匹配虚拟试穿
2区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-09-01 DOI: 10.1093/jcde/qwad085
Shiyi Jiang, Yang Xu, Danyang Li, Runze Fan
Abstract Virtual try-on is a technology that enables users to preview the effect of wearing a target garment without wearing the actual garment. However, existing image-based virtual try-on methods often require additional human parsing or segmentation operations to generate intermediate representations required for garment deformation and texture fusion. These operations not only increase the computational complexity and memory consumption, but also limit the real-time and portability of virtual try-on. Additionally, inaccurate parsing results can lead to misleading final generated images. To overcome these challenges, we propose a self-supervised feature matched virtual try-on network, which can directly generate high-quality try-on results from human body images and target clothing images without any additional input. Specifically, we design an optical flow warp module, which focuses on the optical flow changes between the person image and the clothing image to achieve accurate clothing alignment and deformation. Furthermore, a feature refine warp module is designed to enhance the features of the extracted optical flow information and the original character segmentation and analysis operations, reducing the influence of background clutter features on the content, and ensuring that the wrinkles and deformation of the replacement clothes are close to the original clothes. The feature match module is developed to calculate the feature matching loss of the converted clothing and the generated results of the teacher network and the student network, and the corresponding knowledge is distilled and passed to the student network to assist in self-supervised training. We conduct experiments on the VITON dataset and show that our model can generate high quality and high resolution, and our proposed method outperforms the state-of-the-art virtual try-on methods both qualitatively and quantitatively.
虚拟试穿是一种使用户在不穿实际服装的情况下,可以预览穿目标服装效果的技术。然而,现有的基于图像的虚拟试穿方法通常需要额外的人工解析或分割操作来生成服装变形和纹理融合所需的中间表示。这些操作不仅增加了计算复杂度和内存消耗,而且限制了虚拟试戴的实时性和可移植性。此外,不准确的解析结果可能导致最终生成的图像具有误导性。为了克服这些挑战,我们提出了一种自监督特征匹配的虚拟试戴网络,该网络可以直接从人体图像和目标服装图像中生成高质量的试戴结果,而无需任何额外的输入。具体而言,我们设计了一个光流翘曲模块,该模块主要关注人物图像与服装图像之间的光流变化,以实现服装的精确对准和变形。进一步设计特征细化经纱模块,增强提取的光流信息和原始字符分割分析操作的特征,降低背景杂波特征对内容的影响,确保替换衣服的褶皱和变形与原始衣服接近。开发特征匹配模块,计算转换后的服装的特征匹配损失与教师网络和学生网络的生成结果,并将相应的知识进行提炼传递给学生网络,以辅助自监督训练。我们在VITON数据集上进行了实验,结果表明我们的模型可以产生高质量和高分辨率,并且我们提出的方法在定性和定量上都优于目前最先进的虚拟试戴方法。
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引用次数: 0
A many-objective evolutionary algorithm with population preprocessing and projection distance-assisted elimination mechanism 具有种群预处理和投影距离辅助消除机制的多目标进化算法
2区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-09-01 DOI: 10.1093/jcde/qwad088
Li-sen Wei, Er-chao Li
Abstract Pareto dominance-based many-objective evolutionary algorithms (MaOEAs) face a significant challenge from many-objective problems (MaOPs). The selection pressure reduces as the number of objectives rises, while the non-dominated solution grows exponentially. Pareto dominance-based MaOEA increases the selection pressure by designing diversity-related environmental strategies. However, it still struggles to strike a good balance between population diversity and convergence. Moreover, the diversity-selection method increases the likelihood that dominance-resistant solutions (DRSs) will be chosen, which is detrimental to the performance of MaOEAs. To address the aforementioned problems, a many-objective optimization algorithm based on population preprocessing and projection distance-assisted elimination mechanism (PPEA) is proposed. In PPEA, first, the population preprocessing method is designed to lessen the negative impacts of DRSs. Second, to further improve the ability to balance population diversity and convergence of Pareto dominance-based MaOEAs, a projection distance-assisted elimination mechanism is proposed to remove the poorer individuals one by one until the population size satisfies the termination condition. The performance of PPEA was compared with seven excellent MaOEAs on a series of benchmark problems with 3–15 objectives and a real-world application problem. The experimental results indicate that PPEA is competitive and can effectively balance the diversity and convergence of the population when dealing with MaOPs.
摘要基于Pareto优势的多目标进化算法(maoea)面临着多目标问题(MaOPs)的重大挑战。选择压力随着目标数量的增加而减少,而非支配解则呈指数增长。基于Pareto优势的MaOEA通过设计与多样性相关的环境策略增加了选择压力。然而,它仍在努力在人口多样性和趋同之间取得良好的平衡。此外,多样性选择方法增加了选择抗优势解(drs)的可能性,这不利于maea的性能。针对上述问题,提出了一种基于种群预处理和投影距离辅助消除机制(PPEA)的多目标优化算法。在PPEA中,首先设计种群预处理方法来减少drs的负面影响。其次,为了进一步提高基于Pareto优势的maoea平衡种群多样性和收敛性的能力,提出了一种投影距离辅助淘汰机制,将较差的个体逐一剔除,直到种群规模满足终止条件。在一系列具有3-15个目标的基准问题和一个实际应用问题上,将PPEA的性能与7个优秀的maoea进行了比较。实验结果表明,PPEA在处理MaOPs时具有竞争性,能够有效地平衡种群的多样性和收敛性。
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引用次数: 0
Accuracy analysis for machine tool spindles considering full parallel connections and form errors based on skin model shapes 考虑全并联和基于蒙皮模型形状的形状误差的机床主轴精度分析
2区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-09-01 DOI: 10.1093/jcde/qwad086
Xiaokun Hu, Qiangqiang Zhao, Yitao Yang, Shaoke Wan, Yanhui Sun, Jun Hong
Abstract The rotation accuracy of a machine tool spindle is essential for ensuring the machining precision. Due to the existence of manufacturing and assembly errors, the rotation accuracy of the spindle will be inevitably impacted and degraded. Therefore, to reduce the influence of the errors and improve the work performance, this paper focuses on accuracy analysis for the spindle and a novel optimization-oriented skin model shape method to tackle this highly complex problem. First, a structural analysis of the spindle is carried out to elaborate the intractable full parallel collections in the assembly. Then, based on the iterative closest point method, the deviation propagation of the spindle considering complex full parallel collections is transformed into an optimization problem, in which the skin model shapes and small displacement torsor are utilized to represent the form and pose errors of the part, respectively. By solving the optimization problem, assembly accuracy analysis for the spindle in terms of full parallel connections and form errors is accordingly achieved. On this basis, the tolerance analysis model of the spindle is also comprehensively established by employing the corresponding error simulation. Finally, measurement experiments are conducted to validate the effectiveness of the proposed method. The experiments show the predicted rotation runout and tolerance magnitude are close to the testing results, therefore indicating the proposed method can provide effective accuracy analysis for spindles.
机床主轴的旋转精度是保证机床加工精度的关键。由于制造和装配误差的存在,主轴的旋转精度不可避免地会受到影响和降低。因此,为了减少误差的影响,提高工作性能,本文重点对主轴进行精度分析,并提出了一种新的面向优化的蒙皮模型形状方法来解决这一高度复杂的问题。首先,对主轴进行了结构分析,阐述了装配中难以处理的全平行集合。然后,基于迭代最近点法,将考虑复杂全平行集合的主轴偏差传播问题转化为以蒙皮模型形状和小位移量分别表示零件形状和位姿误差的优化问题。通过求解优化问题,对主轴进行了全平行连接和形状误差的装配精度分析。在此基础上,采用相应的误差仿真,全面建立了主轴公差分析模型。最后,通过测量实验验证了所提方法的有效性。实验结果表明,预测的转速跳动和公差值与试验结果接近,表明该方法可以有效地对主轴进行精度分析。
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引用次数: 0
Correction to: A novel feed rate scheduling method with acc-jerk-continuity and round-off error elimination for non-uniform rational B-spline interpolation 对非均匀有理b样条插值的一种新的进给量调度方法
2区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-09-01 DOI: 10.1093/jcde/qwad084
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引用次数: 0
Computational design towards energy efficient optimization in overconstrained robotic limbs 面向过约束机械肢体节能优化的计算设计
IF 4.9 2区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-08-22 DOI: 10.1093/jcde/qwad083
Yu Gu, Ziqian Wang, Shihao Feng, Haoran Sun, Haibo Lu, Jia Pan, F. Wan, Chaoyang Song
Legged robots are constantly evolving, and energy efficiency is a major driving factor in their design. However, combining mechanism efficiency and trajectory planning can be challenging. This work proposes a computational optimization framework for optimizing leg design during basic walking while maximizing energy efficiency. We generalize the robotic limb design as a four-bar linkage-based design pool and optimize the leg using an evolutionary algorithm. The leg configuration and design parameters are optimized based on user-defined objective functions. Our framework was validated by comparing it to measured data on our prototype quadruped robot for forward trotting. The Bennett robotic leg was advantageous for omni-directional locomotion with enhanced energy efficiency.
有腿机器人在不断发展,能效是其设计的主要驱动因素。然而,将机构效率和轨迹规划相结合是具有挑战性的。这项工作提出了一个计算优化框架,用于优化基本步行时的腿设计,同时最大化能源效率。将机器人肢体设计推广为基于四连杆的设计池,并采用进化算法对其进行优化。根据用户自定义的目标函数对腿的构型和设计参数进行优化。通过将我们的框架与我们的原型四足机器人向前小跑的测量数据进行比较,我们的框架得到了验证。Bennett机器人腿有利于全方位运动,提高了能量效率。
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引用次数: 1
NURBS-based surface generation from 3D images: spectral construction and data-driven model selection 基于nurbs的三维图像表面生成:光谱构建和数据驱动的模型选择
IF 4.9 2区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-08-11 DOI: 10.1093/jcde/qwad082
A. Perney, S. Bordas, P. Kerfriden
In this paper, we present a set of improved algorithms for recovering CAD-type surface models from 3D images. The goal of the proposed framework is to generate B-Spline or NURBS surfaces, which are standard mathematical representations of solid objects in digital engineering. To create a NURBS surface, we first compute a control network (a quadrilateral mesh) from a triangular mesh using the Marching Cubes algorithm and Discrete Morse theory. To create a NURBS surface, we first compute a triangular mesh using the Marching Cubes algorithm, then the control network (a quadrilateral mesh) is determined from the triangular mesh by using discrete Morse theory. Discrete Morse theory uses the critical points of a specific scalar field defined over the triangulation to generate a quad mesh. Such a scalar field is obtained by solving a graph Laplacian eigenproblem over the triangulation. However, the resulting surface is not optimal. We therefore introduce an optimisation algorithm to better approximate the geometry of the object. In addition, we propose a statistical method for selecting the most appropriate eigenfunction of the graph Laplacian to generate a control network that is neither too coarse nor too fine, given the precision of the 3D image. To do this, we set up a regression model and use an information criterion to choose the best surface. Finally, we extend our approach by taking into account both model and data uncertainty using probabilistic regression and sampling the posterior distribution with Hamiltonian MCMC.
本文提出了一套从三维图像中恢复cad型表面模型的改进算法。所提出的框架的目标是生成b样条或NURBS曲面,这是数字工程中实体对象的标准数学表示。为了创建NURBS曲面,我们首先使用Marching Cubes算法和Discrete Morse理论从三角形网格计算控制网络(四边形网格)。为了创建NURBS曲面,我们首先使用Marching Cubes算法计算三角形网格,然后使用离散Morse理论从三角形网格确定控制网络(四边形网格)。离散莫尔斯理论使用在三角剖分上定义的特定标量场的临界点来生成一个四边形网格。这样的标量场是通过在三角剖分上求解一个图拉普拉斯特征问题得到的。然而,得到的表面并不是最优的。因此,我们引入了一种优化算法来更好地近似物体的几何形状。此外,我们提出了一种统计方法,用于选择最合适的图拉普拉斯特征函数来生成一个既不太粗糙也不太精细的控制网络,给定三维图像的精度。为此,我们建立了一个回归模型,并使用信息准则来选择最佳曲面。最后,我们扩展了我们的方法,使用概率回归考虑模型和数据的不确定性,并使用哈密顿MCMC对后验分布进行抽样。
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引用次数: 1
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