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Segmentation of CAD models using hybrid representation
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作者 Claude UWIMANA Shengdi ZHOU +4 位作者 Limei YANG Zhuqing LI Norbelt MUTAGISHA Edouard NIYONGABO Bin ZHOU 《虚拟现实与智能硬件(中英文)》 2025年第2期188-202,共15页
In this paper,we introduce an innovative method for computer-aided design(CAD)segmentation by concatenating meshes and CAD models.Many previous CAD segmentation methods have achieved impressive performance using singl... In this paper,we introduce an innovative method for computer-aided design(CAD)segmentation by concatenating meshes and CAD models.Many previous CAD segmentation methods have achieved impressive performance using single representations,such as meshes,CAD,and point clouds.However,existing methods cannot effectively combine different three-dimensional model types for the direct conversion,alignment,and integrity maintenance of geometric and topological information.Hence,we propose an integration approach that combines the geometric accuracy of CAD data with the flexibility of mesh representations,as well as introduce a unique hybrid representation that combines CAD and mesh models to enhance segmentation accuracy.To combine these two model types,our hybrid system utilizes advanced-neural-network techniques to convert CAD models into mesh models.For complex CAD models,model segmentation is crucial for model retrieval and reuse.In partial retrieval,it aims to segment a complex CAD model into several simple components.The first component of our hybrid system involves advanced mesh-labeling algorithms that harness the digitization of CAD properties to mesh models.The second component integrates labelled face features for CAD segmentation by leveraging the abundant multisemantic information embedded in CAD models.This combination of mesh and CAD not only refines the accuracy of boundary delineation but also provides a comprehensive understanding of the underlying object semantics.This study uses the Fusion 360 Gallery dataset.Experimental results indicate that our hybrid method can segment these models with higher accuracy than other methods that use single representations. 展开更多
关键词 B-RepNet hybrid segmentation cad models classification MeshCNN Meshcad-Net
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Research on Reverse Modeling of Parametric CAD Models from Multi-View RGB-D Point Clouds
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作者 Yangzhi Zhang 《Journal of Electronic Research and Application》 2025年第6期313-320,共8页
Existing reverse-engineering methods struggle to directly generate editable,parametric CAD models from scanned data.To address this limitation,this paper proposes a reverse-modeling approach that reconstructs parametr... Existing reverse-engineering methods struggle to directly generate editable,parametric CAD models from scanned data.To address this limitation,this paper proposes a reverse-modeling approach that reconstructs parametric CAD models from multi-view RGB-D point clouds.Multi-frame point-cloud registration and fusion are first employed to obtain a complete 3-D point cloud of the target object.A region-growing algorithm that jointly exploits color and geometric information segments the cloud,while RANSAC robustly detects and fits basic geometric primitives.These primitives serve as nodes in a graph whose edge features are inferred by a graph neural network to capture spatial constraints.From the detected primitives and their constraints,a high-accuracy,fully editable parametric CAD model is finally exported.Experiments show an average parameter error of 0.3 mm for key dimensions and an overall geometric reconstruction accuracy of 0.35 mm.The work offers an effective technical route toward automated,intelligent 3-D reverse modeling. 展开更多
关键词 cad model RGB-D point cloud Reverse modeling Geometric information Region-growing algorithm
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基于几何图像的拓扑优化结果CAD模型重构
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作者 夏兆辉 赖彬彬 +2 位作者 刘健力 聂涛 闵强 《计算机工程与设计》 北大核心 2026年第2期552-559,共8页
针对拓扑优化结果以高密度、低质量三角网格呈现,难以直接应用于设计验证和原型制造等设计迭代问题,提出一种基于几何图像与网格处理技术的CAD模型自动化重构方法。方法包括网格预处理以提升质量,结合“面片型”和“组件型”分割策略减... 针对拓扑优化结果以高密度、低质量三角网格呈现,难以直接应用于设计验证和原型制造等设计迭代问题,提出一种基于几何图像与网格处理技术的CAD模型自动化重构方法。方法包括网格预处理以提升质量,结合“面片型”和“组件型”分割策略减少子网格数量,通过最小几何拉伸参数化法建立几何域与参数域的映射并近似曲面重构,通过插值生成均匀分布控制点构建CAD模型。实验验证,该方法在处理具有梁状结构和非梁状结构的模型时具有相似效果,能有效适应复杂拓扑结构重构需求,并具有模块化设计与较高灵活性,为未来扩展和优化提供了基础支持。 展开更多
关键词 拓扑优化 几何图像 模型重构 网格处理 三角网格 计算机辅助设计 三维重建
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OBE理念下BOPPPS教学模式在织物组织设计与CAD课程中的实践探索
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作者 马文龙 廖世豪 +1 位作者 田飞 杨凯璐 《西部皮革》 2026年第1期43-46,共4页
织物组织设计与CAD课程是纺织工程专业学生的核心专业课程。传统教学模式以灌输式教学为主,影响学生学习效果,不利于学生实际应用能力的提升。为摆脱传统教学困境,文章以OBE理念为基础,以BOPPPS教学模式为具体实施措施,探讨了应用技术... 织物组织设计与CAD课程是纺织工程专业学生的核心专业课程。传统教学模式以灌输式教学为主,影响学生学习效果,不利于学生实际应用能力的提升。为摆脱传统教学困境,文章以OBE理念为基础,以BOPPPS教学模式为具体实施措施,探讨了应用技术型本科纺织工程专业的织物组织设计与CAD课程教学模式实践探索。首先概述了OBE理念与BOPPPS教学模式的内涵,在此基础上通过反向设计课程目标、正向组织教学内容,实现两者协同以支撑人才培养目标。同时以“三原组织及其织物”教学单元为例,详细阐述了各教学环节的设计思路,并对教学改革成效进行评价与总结。 展开更多
关键词 OBE理念 BOPPPS教学模式 教学设计 织物组织设计与cad
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技工院校数控专业CAD“赛训一体”课程模式构建策略研究
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作者 陈思晶 陆静平 +2 位作者 曾金平 黄威远 卢浩清 《模具制造》 2026年第1期79-81,84,共4页
构建了“赛训一体”的CAD课程,对提升学生专业技能与职业素养的意义重大。本文分析了技工院校数控专业CAD“赛训一体”课程模式构建的必要性,探讨了当前存在的问题,并提出了针对性的构建策略,以期推动技工院校数控专业教学改革,提高人... 构建了“赛训一体”的CAD课程,对提升学生专业技能与职业素养的意义重大。本文分析了技工院校数控专业CAD“赛训一体”课程模式构建的必要性,探讨了当前存在的问题,并提出了针对性的构建策略,以期推动技工院校数控专业教学改革,提高人才培养质量。 展开更多
关键词 技工院校 数控专业 cad 赛训一体 课程模式构建
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SSGCN-混合式图卷积网络:用于三维CAD模型的加工特征识别
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作者 王洪申 王尚旭 强会英 《机械科学与技术》 北大核心 2025年第1期30-39,共10页
为解决CAD/CAPP/CAM集成过程中,三维CAD模型加工特征识别问题,提出了一种混合式图卷积网络(Hybrid spectral domain and spatial domain graph convolution networks, SSGCN)的特征识别算法。以三维模型的面为节点,边为节点间的连接关系... 为解决CAD/CAPP/CAM集成过程中,三维CAD模型加工特征识别问题,提出了一种混合式图卷积网络(Hybrid spectral domain and spatial domain graph convolution networks, SSGCN)的特征识别算法。以三维模型的面为节点,边为节点间的连接关系,构建图数据结构。提取面的几何属性信息,自定义编码构建节点属性矩阵,作为网络的输入。提取图结构的邻接矩阵、度矩阵等构建混合式图卷积网络。通过Python-OCC相关算法以及布尔运算,设计了一种批量生成带有面标签的加工特征模型数据集算法。使用带有面标签的加工特征模型数据集对网络进行训练,对加工特征模型进行测试,得到很好的识别效果。 展开更多
关键词 cad模型 图卷积网络 加工特征识别 邻接矩阵
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A CAD oriented quasi-analytical large-signal drain current model for 4H-SiC MESFETs 被引量:3
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作者 曹全君 张义门 +4 位作者 张玉明 吕红亮 王悦湖 常远程 汤晓燕 《Chinese Physics B》 SCIE EI CAS CSCD 2007年第4期1097-1100,共4页
This paper reports that a 4H-SiC MESFET (Metal Semiconductor Field Effect Transistor) large signal drain current model based on physical expressions has been developed to be used in CAD tools. The form of drain curr... This paper reports that a 4H-SiC MESFET (Metal Semiconductor Field Effect Transistor) large signal drain current model based on physical expressions has been developed to be used in CAD tools. The form of drain current model is based on semi-empirical MESFET model, and all parameters in this model are determined by physical parameters of 4H-SiC MESFET. The verification of the present model embedded in CAD tools is made, which shows a good agreement with measured data of large signal DC I-V characteristics, PAE (power added efficiency), output power and gain. 展开更多
关键词 4H-SiC MESFET drain current model cad large signal
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Annotation and Retrieval System of CAD Models Based on Functional Semantics 被引量:1
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作者 WANG Zhansong TIAN Ling DUAN Wenrui 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2014年第6期1112-1124,共13页
CAD model retrieval based on functional semantics is more significant than content-based 3D model retrieval during the mechanical conceptual design phase. However, relevant research is still not fully discussed. There... CAD model retrieval based on functional semantics is more significant than content-based 3D model retrieval during the mechanical conceptual design phase. However, relevant research is still not fully discussed. Therefore, a functional semantic-based CAD model annotation and retrieval method is proposed to support mechanical conceptual design and design reuse, inspire designer creativity through existing CAD models, shorten design cycle, and reduce costs. Firstly, the CAD model functional semantic ontology is constructed to formally represent the functional semantics of CAD models and describe the mechanical conceptual design space comprehensively and consistently. Secondly, an approach to represent CAD models as attributed adjacency graphs(AAG) is proposed. In this method, the geometry and topology data are extracted from STEP models. On the basis of AAG, the functional semantics of CAD models are annotated semi-automatically by matching CAD models that contain the partial features of which functional semantics have been annotated manually, thereby constructing CAD Model Repository that supports model retrieval based on functional semantics. Thirdly, a CAD model retrieval algorithm that supports multi-function extended retrieval is proposed to explore more potential creative design knowledge in the semantic level. Finally, a prototype system, called Functional Semantic-based CAD Model Annotation and Retrieval System(FSMARS), is implemented. A case demonstrates that FSMARS can successfully botain multiple potential CAD models that conform to the desired function. The proposed research addresses actual needs and presents a new way to acquire CAD models in the mechanical conceptual design phase. 展开更多
关键词 conceptual design functional semantics attributed adjacency graph cad model Repository multi-function extended retrieval
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A Novel Attribute-Based Encryption Approach with Integrity Verification for CAD Assembly Models 被引量:3
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作者 Yueting Yang Fazhi He +2 位作者 Soonhung Han Yaqian Liang Yuan Cheng 《Engineering》 SCIE EI 2021年第6期787-797,共11页
Cloud manufacturing is one of the three key technologies that enable intelligent manufacturing.This paper presents a novel attribute-based encryption(ABE)approach for computer-aided design(CAD)assembly models to effec... Cloud manufacturing is one of the three key technologies that enable intelligent manufacturing.This paper presents a novel attribute-based encryption(ABE)approach for computer-aided design(CAD)assembly models to effectively support hierarchical access control,integrity verification,and deformation protection for co-design scenarios in cloud manufacturing.An assembly hierarchy access tree(AHAT)is designed as the hierarchical access structure.Attribute-related ciphertext elements,which are contained in an assembly ciphertext(ACT)file,are adapted for content keys decryption instead of CAD component files.We modify the original Merkle tree(MT)and reconstruct an assembly MT.The proposed ABE framework has the ability to combine the deformation protection method with a content privacy of CAD models.The proposed encryption scheme is demonstrated to be secure under the standard assumption.Experimental simulation on typical CAD assembly models demonstrates that the proposed approach is feasible in applications. 展开更多
关键词 Information security Cloud-based design and manufacture CO-DESIGN cad assembly models Attribute-based encryption
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Building up a Mathematical Model of Shaftes System and CAD for Linked Tetra-Shaft and Double-Cantilever Flat Flap Gate 被引量:1
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作者 FuQ满怀 ZhaoZe-bin 《Journal of Northeast Agricultural University(English Edition)》 CAS 1999年第2期139-146,共8页
Linked tetra shaft and double cantilever flat flap gate is a new type of structure in water conservancy projects,but the traditional method is now adopted in its design.In order to the application and dissemination ... Linked tetra shaft and double cantilever flat flap gate is a new type of structure in water conservancy projects,but the traditional method is now adopted in its design.In order to the application and dissemination of the type of sluice,this paper researches the difficult points of design advance,through researching the motion locus & stress coundition of linked tetra shaft system.The writer will build up the mathmatical model and handle it with the computer.Thus,we can achieve the modern desing on the basis of the software of linked tetra shaft system development. 展开更多
关键词 linked tetra shaft flap gate shaft system mathematical model cad
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基于CAD技术的机械零件自动化设计方法研究 被引量:2
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作者 徐宝 《现代制造技术与装备》 2025年第1期172-174,共3页
随着现代工业的快速发展,机械零件设计的效率和质量成为关注的焦点。基于此,探讨基于计算机辅助设计(Computer Aided Design,CAD)技术的机械零件自动化设计方法,旨在提高设计效率和优化设计质量。首先,分析机械零件设计难点,阐述CAD技... 随着现代工业的快速发展,机械零件设计的效率和质量成为关注的焦点。基于此,探讨基于计算机辅助设计(Computer Aided Design,CAD)技术的机械零件自动化设计方法,旨在提高设计效率和优化设计质量。首先,分析机械零件设计难点,阐述CAD技术在设计中的应用优势。其次,提出一种包括需求分析、参数化建模和图纸生成的自动化设计方法。最后,通过齿轮设计对比实验,验证该方法在缩短设计周期、提高传动效率等方面的显著优势。研究表明,所提方法能有效提升设计效率和质量,为推动机械设计的发展提供了新思路。 展开更多
关键词 计算机辅助设计(cad) 机械零件 自动化设计 参数化建模
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Multi Model Technology and Its Application in the Integration of CAD/CAM/CAE 被引量:1
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作者 XU Xiang-yang, WANG Yan-yan (Automotive Engineering College, Harbin Institute of Technology Weiha i, Shandong 264209, China) 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期215-216,共2页
The globalization and the intensive competition of th e automotive market require shortening the product development cycle, improving the quality and reducing the cost. Optimizing the product development process, b ui... The globalization and the intensive competition of th e automotive market require shortening the product development cycle, improving the quality and reducing the cost. Optimizing the product development process, b uilding product’s consistent defining model for life cycle, and realizing the in tegration of CAD/CAM/CAE and Concurrent Engineering (CE) become the means to acc ept the challenge. A new product modeling technology, Multi Model Technology (MM T), is provided in this paper to meet the needs of the challenge for automotive powertrain product development. First, the paper introduces the concept of Multi Model Technology. MMT introduce s Object-oriented Technology (OT) into product modeling process and combine OT with feature-based modeling technology. With the help of OT, MMT builds product object model to support system level management in product development. The obj ect model of the product is a Multi Model Structure. The MMS consists of finish part model level (assembly model level), rough part model level (part model leve l), function model level and basic model level. Every models in the MMS is creat ed by feature-based technology in design process. In this case, models in the M MS of product can be shared by casting mould, sand core and sand core mould. The refore, CAD engineers, CAE engineers and CAM engineers can work concurrently and the integration of CAD/CAM/CAE can be realized. Second, MMT is applied in cylinder head development. The multi model structures of cylinder head, its casting mould, sand core and sand core mould are built, an d the process-oriented feature models of every objects in the multi model struc tures are modeled, the application of different model objects in development pro cess is analyzed. The integrated modeling technology of cylinder head, its casti ng mould, sand core and sand core mould under MMT is studied. And the concurrent engineering oriented integration method of CAD/CAE and the method to realize th e integration of CAD/CAE under MMT are also discussed. Based on above, the integ ration of CAD/CAM/CAE of cylinder head is realized in automotive powertrain prod uct. The practice results shows that the modeling technology in this paper can optimi ze the development process, realize the data sharing and concurrent engineering in the product development process. 展开更多
关键词 modeling technology cad/CAM/CAE INTEGRATION cy linder head
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Slicing 3D CAD Model Directly with ObjectARX 被引量:4
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作者 WANG Wei-chen ZHU Zhen-cai +1 位作者 FANG Liang WANG Fan-sheng 《Computer Aided Drafting,Design and Manufacturing》 2008年第2期27-32,共6页
An algorithm for compensating the varying section contour within the extent of each layer thickness is proposed to improve the rapid prototyping part’s shape and size precision.
关键词 rapid prototyping(RP) 3D cad model direct slicing contour compensation
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Data Model Transformation in CAD System for Multi View Modeling 被引量:1
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作者 Toyohiko Hirota, Masaaki Hashimoto Kyushu Institute of Technology, 680 4 Kawazu, Iizuka, Fukuoka 820 8502, Japan 《Wuhan University Journal of Natural Sciences》 CAS 2001年第Z1期410-415,共6页
This paper describes multi view modeling and data model transformation for the modeling. We have proposed a reference model of CAD system generation, which can be applied to various domain specific languages. Howeve... This paper describes multi view modeling and data model transformation for the modeling. We have proposed a reference model of CAD system generation, which can be applied to various domain specific languages. However, the current CAD system generation cannot integrate data of multiple domains. Generally each domain has its own view of products. For example, in the domain of architectural structure, designers extract the necessary data from the data in architecture design. Domain experts translate one view into another view beyond domains using their own brains.The multi view modeling is a way to integrate product data of multiple domains, and make it possible to translate views among various domains by computers. 展开更多
关键词 cad data model program generation object\|oriented database
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面向复杂CAD模型的嵌入域等几何单元几何属性快速界定方法 被引量:1
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作者 谢晴天 谢贤达 +2 位作者 罗年猛 杨奥迪 王书亭 《计算力学学报》 北大核心 2025年第1期61-67,共7页
嵌入域等几何分析方法可以综合嵌入域法网格划分和等几何分析高阶单元求解效率的双重优势,是复杂CAD模型进行等几何分析的主要实现方式之一。嵌入域网格单元几何属性的界定是构建嵌入域等几何分析模型的关键环节之一。针对基于射线法对... 嵌入域等几何分析方法可以综合嵌入域法网格划分和等几何分析高阶单元求解效率的双重优势,是复杂CAD模型进行等几何分析的主要实现方式之一。嵌入域网格单元几何属性的界定是构建嵌入域等几何分析模型的关键环节之一。针对基于射线法对嵌入域网格单元进行几何属性界定过程中存在的界定效率与准确度相矛盾的问题,本文将分离轴理论与射线法结合,建立了一种混合型网格单元几何属性界定策略,将点与体的相对位置关系判断问题转化为了面与体的相交判断问题,从而在保证单元几何属性界定效率的同时,提高单元界定准确度。数值算例表明,本文提出的混合型网格单元几何属性界定策略可有效提升界定效率及鲁棒性,为复杂模型嵌入域等几何分析奠定基础。 展开更多
关键词 cad 等几何分析 嵌入域法 单元几何属性 分离轴理论 射线法
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GS-CAD98: A Windows-Based Product Modeling System
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作者 李海龙 董金祥 《High Technology Letters》 EI CAS 1999年第1期15-21,共7页
GS CAD98, a feature based parametric product modeling system that facilitates dexterous manipulation of mechanical design is presented. The system allows designer to make substantial changes to a part or assembly at... GS CAD98, a feature based parametric product modeling system that facilitates dexterous manipulation of mechanical design is presented. The system allows designer to make substantial changes to a part or assembly at any time during the design process. User can develop his/her own special CAD system with the help of GS CADS98s macro language PPL or kernel routines. Furthermore, it is flexible enough to exchange product data with other CAD/CAE/CAM systems according to neutral file. GS CAD98s product data is managed by an object oriented database management system called OSCAR, and the product model is built according to the standard STEP. As a result of the unified product model, all product data are globally associated in GS CAD98. GS CAD98 supports the integration with CAPP, CAM and PDM. 展开更多
关键词 PRODUCT modelING cad/CAPP/CAM Feature BASED DESIGN Parametric DESIGN STEP
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Parametric 3D Modeling of Worm and Worm Gear Based on AutoCAD 被引量:3
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作者 ANG Xue-ye GUO Yong-kun 《Computer Aided Drafting,Design and Manufacturing》 2010年第1期9-14,共6页
Worm and worm gear are modeled under development environment in AutoCAD based on the principle of ordinary cylindrical worm drive. The drawing commands available in AutoCAD are used to develop worm blank and cutter mo... Worm and worm gear are modeled under development environment in AutoCAD based on the principle of ordinary cylindrical worm drive. The drawing commands available in AutoCAD are used to develop worm blank and cutter models. The solid models of worm and worm gear are obtained through the use of the commands, move, rotate and subtract, to simulate the generating cutting movement on the gear cutting machine. Autolisp language is utilized in programming for parametric modeling of worm and worm gear. The developed program can automatically draw worm and worm gear when users load the wlwg program, input the modulus and the number of threads, handedness, and other parameters. The operation is simple and accurate, providing potentials to speed up product design process and improve efficiency. 展开更多
关键词 cad parameterized modeling WORM worm gear GENERATION AUTOcad
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Parametric CAD Modelling of Aircraft Wings for FEA Vibration Analysis
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作者 Shengyong Zhang Mike Mikulich 《Journal of Applied Mathematics and Physics》 2021年第5期889-900,共12页
Excessive vibration of aircraft wings during flight is harmful and may cause propagation of existing cracks in the material, leading to catastrophic failures as a result of material fatigue. This study investigates th... Excessive vibration of aircraft wings during flight is harmful and may cause propagation of existing cracks in the material, leading to catastrophic failures as a result of material fatigue. This study investigates the variations of modal characteristics of aircraft wings with respect to changes in the structural configurations. We develop parametric Computer-Aided Design (CAD) models to capture new design intend on the aircraft wing architectures. Subsequent Finite Element Analysis (FEA) based vibration analysis is performed to study the effects of architecture changes on the wing’s natural frequencies and mode shapes. It is concluded that the spar placement and the number of ribs have significant influence on the wing’s natural vibration properties. Integrating CAD modelling and FEA vibration analysis enables designers to develop alternative wing architectures to implement design requirements in the preliminary design stage. 展开更多
关键词 Parametric modelling cad Aircraft Wings FEA Vibration Analysis
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Exchange of Parametric CAD Models
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作者 PRATT J Michael SRIRAM D Ram 《武汉理工大学学报》 CAS CSCD 北大核心 2006年第S1期121-125,共5页
A method to exchange digital CAD model construction history data using ISO10303 is presented. The primary intention of this research is to demonstrate the utility of ISO10303-108 in achieving parametric CAD model exch... A method to exchange digital CAD model construction history data using ISO10303 is presented. The primary intention of this research is to demonstrate the utility of ISO10303-108 in achieving parametric CAD model exchange between commercial CAD systems. ISO10303-108,still under development,has been used to represent geometric and dimensional constraints on the sketch profile. Schemas from Parts 42,50 of ISO 10303 are also used. ISO10303-42 is adopted to represent geometric and topological information and ISO10303-50 is used to represent the mathematical expression. 展开更多
关键词 cad model EXCHANGE CONSTRUCTION HISTORY PARAMETERS CONSTRAINTS
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Solid model edit distance: a multi-application and multi-level schema for CAD model retrieval
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作者 Wang Bin Hu Kaimo +1 位作者 Li Dong Zhang Hui 《Computer Aided Drafting,Design and Manufacturing》 2017年第1期22-38,共17页
We present the solid model edit distance(SMED),a powerful and flexible paradigm for exploiting shape similarities amongst CAD models.It is designed to measure the magnitude of distortions between two CAD models in bou... We present the solid model edit distance(SMED),a powerful and flexible paradigm for exploiting shape similarities amongst CAD models.It is designed to measure the magnitude of distortions between two CAD models in boundary representation(B-rep).We give the formal definition by analogy with graph edit distance,one of the most popular graph matching methods.To avoid the expensive computational cost potentially caused by exact computation,an approximate procedure based on the alignment of local structure sets is provided in addition.In order to verify the flexibility,we make intensive investigations on three typical applications in manufacturing industry,and describe how our method can be adapted to meet the various requirements.Furthermore,a multilevel method is proposed to make further improvements of the presented algorithm on both effectiveness and efficiency,in which the models are hierarchically segmented into the configurations of features.Experiment results show that SMED serves as a reasonable measurement of shape similarity for CAD models,and the proposed approach provides remarkable performance on a real-world CAD model database. 展开更多
关键词 cad model retrieval solid model edit distance graph edit distance boundary representation
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