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CADGen:Computer-aided design sequence construction with a guided codebook learning
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作者 Shengdi Zhou Xiaoqiang Zan +1 位作者 Zhuqing Li Bin Zhou 《Digital Twins and Applications》 2024年第1期75-87,共13页
Computer-aided design(CAD)software continues to be a crucial tool in digital twin application and manufacturing,facilitating the design of various products.We present a novel CAD generation method,an agent that constr... Computer-aided design(CAD)software continues to be a crucial tool in digital twin application and manufacturing,facilitating the design of various products.We present a novel CAD generation method,an agent that constructs the CAD sequences containing the sketch-and-extrude modelling operations efficiently and with high quality.Starting from the sketch and extrusion operation sequences,we utilise the transformer encoder to encode them into different disentangled codebooks to represent their distribution properties while considering their correlations.Then,a combination of auto-regressive and non-autoregressive samplers is trained to sample the code for CAD sequence con-struction.Extensive experiments demonstrate that our model generates diverse and high-quality CAD models.We also show some cases of real digital twin applications and indicate that our generated model can be used as the data source for the digital twin platform,exhibiting designers'potential. 展开更多
关键词 cad sequence construction code sample computer‐aided design digital twins hierarchical code learning
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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:1
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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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基于纹织CAD的经起花织物模拟设计 被引量:1
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作者 黄花 《江苏丝绸》 2025年第3期24-27,共4页
本文叙述了运用纹织CAD模拟设计经起花织物的过程,包括花型设计、投梭、组织配置、辅助针设置、样卡设置、纹版设置、纱线设计、模拟等工艺操作。
关键词 经起花 纹织cad 模拟设计
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The computer-aided design method of cabinet based on style imagery 被引量:2
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作者 沈张帆 薛澄岐 +3 位作者 王海燕 牛亚峰 邵将 张晶 《Journal of Southeast University(English Edition)》 EI CAS 2015年第3期369-374,共6页
Due to the practical problems of the high costs and the long development cycle of China’s cabinet production,a computer-aided design method of the cabinet based on style imagery is proposed.According to the principle... Due to the practical problems of the high costs and the long development cycle of China’s cabinet production,a computer-aided design method of the cabinet based on style imagery is proposed.According to the principle of the conjoint analysis method, the rough set theory and the weight coefficient of different components of the cabinet,a multi-dimensional model of style imagery to evaluate the cabinet is built. Then the related constants of style imagery are calculated and the cabinet components library is also built by the three-dimensional modeling.Finally,with recombinant technology and the mapping model between cabinet style and external characteristics,the prototype system based on Visual Studio is proposed.This system actualizes the bidirectional reasoning between product style imagery and the shape features,which can assist designers to produce more creative designs,greatly improve the efficiency of cabinet development and increase the profits of companies. 展开更多
关键词 CABINET computer-aided design style imagery component recombinant shape features
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基于CAD/CAM技术的服装设计与生产流程优化
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作者 王东娟 王红红 +2 位作者 徐利云 马汉波 杨祥永 《染整技术》 2025年第8期128-130,共3页
随着服装产业竞争加剧与消费需求个性化升级,传统服装设计与生产模式面临响应迟缓与资源浪费的双重压力。计算机辅助设计(CAD)技术与计算机辅助制造(CAM)技术作为数字化变革的核心驱动力,其集成应用成为提升产业效能的关键突破口。当前... 随着服装产业竞争加剧与消费需求个性化升级,传统服装设计与生产模式面临响应迟缓与资源浪费的双重压力。计算机辅助设计(CAD)技术与计算机辅助制造(CAM)技术作为数字化变革的核心驱动力,其集成应用成为提升产业效能的关键突破口。当前技术实施过程中存在设计生产数据割裂、自动化孤岛效应显著等系统瓶颈,制约着全流程协同效率的提升。探讨CAD/CAM技术在服装设计与生产中的深度整合与优化路径,能够构建数据驱动的智能工作范式,为服装制造业转型升级提供可落地的技术解决方案。 展开更多
关键词 cad CAM 服装设计 生产流程 自动化
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高校CAD类课程项目驱动式教学设计与实践
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作者 郭建英 刘生玉 +1 位作者 栗褒 滕青 《高教学刊》 2025年第26期105-108,共4页
项目驱动式教学是建构主义理论指导下的一种兼具创新性、高阶性和挑战度的教学方案,与CAD类课程在目标、理念和实践上有很高的契合性。在高校CAD类课程中引入项目驱动式教学方法、创新教学设计、探索实施策略有助于提升学生实践能力、... 项目驱动式教学是建构主义理论指导下的一种兼具创新性、高阶性和挑战度的教学方案,与CAD类课程在目标、理念和实践上有很高的契合性。在高校CAD类课程中引入项目驱动式教学方法、创新教学设计、探索实施策略有助于提升学生实践能力、培养创新思维,快速适应新技术的发展。该文以矿物加工过程CAD课程为例,介绍与专业发展需求和学生培养目标紧密结合的、层次递进且分阶段实施的、具有基础性、高阶性、挑战性的三个工程实践项目的教学内容、项目特征、培养目标、实施策略、学习效果评估机制、反馈与持续改进措施。最后,探讨项目驱动式教学法进一步发展的创新路径。 展开更多
关键词 cad类课程 项目驱动式教学 教学设计 实施策略 创新路径
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基于Motor-CAD的内嵌式永磁电机的电磁计算与温升研究
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作者 刘卫星 常端 《防爆电机》 2025年第3期21-26,共6页
Moto-CAD是一款便捷高效的电机仿真软件,有丰富的数据库方便快速进行电机设计。现以5 kW功率的内嵌式永磁同步电机为例,运用Motor-CAD平台进行电机电磁的设计,仿真和性能分析,以及后续的温升计算。研究主要流程是先通过解析计算得到电... Moto-CAD是一款便捷高效的电机仿真软件,有丰富的数据库方便快速进行电机设计。现以5 kW功率的内嵌式永磁同步电机为例,运用Motor-CAD平台进行电机电磁的设计,仿真和性能分析,以及后续的温升计算。研究主要流程是先通过解析计算得到电磁方案,建立路算电磁仿真模型,并计算绘制性能参数曲线,最后建立电机的热模型,进行温度场的分析与计算。旨在进行内嵌式永磁电机的快速设计,实验结果为后续内嵌式永磁电机的研究探索提供参数依据。 展开更多
关键词 内嵌式永磁同步电机 仿真设计 Motor-cad 温度场
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Application of computer-aided engineering optimum design method in aluminum profile extrusion mould 被引量:8
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作者 帅词俊 肖刚 +1 位作者 倪正顺 钟掘 《Journal of Central South University of Technology》 2003年第1期64-68,共5页
The finite element analysis and the optimum design of aluminum profile extrusion mould were investigated using the ANSYS software and its parameterized modeling method. The optimum dimensions of the mould were obtaine... The finite element analysis and the optimum design of aluminum profile extrusion mould were investigated using the ANSYS software and its parameterized modeling method. The optimum dimensions of the mould were obtained. It is found that the stress distribution is very uneven, and the stress convergence is rather severe in the bridge of the aluminum profile extrusion mould. The optimum height of the mould is 70.527 mm, and the optimum radius of dividing holes are 70.182 mm and 80.663 mm. Increasing the height of the mould in the range of 61.282 mm to 70.422 mm can prolong its longevity, but when the height is over 70.422 mm, its longevity reduces. 展开更多
关键词 EXTRUSION MOULD computer-aided ENGINEERING OPTIMUM design ANSYS
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Integrated computer-aided formulation design:A case study of andrographolide/cyclodextrin ternary formulation 被引量:4
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作者 Haoshi Gao Yan Su +6 位作者 Wei Wang Wei Xiong Xiyang Sun Yuanhui Ji Hua Yu Haifeng Li Defang Ouyang 《Asian Journal of Pharmaceutical Sciences》 SCIE CAS 2021年第4期494-507,共14页
Current formulation development strongly relies on trial-and-error experiments in the laboratory by pharmaceutical scientists,which is time-consuming,high cost and waste materials.This research aims to integrate vario... Current formulation development strongly relies on trial-and-error experiments in the laboratory by pharmaceutical scientists,which is time-consuming,high cost and waste materials.This research aims to integrate various computational tools,including machine learning,molecular dynamic simulation and physiologically based absorption modeling(PBAM),to enhance andrographolide(AG)/cyclodextrins(CDs)formulation design.The light GBM prediction model we built before was utilized to predict AG/CDs inclusion's binding free energy.AG/γ-CD inclusion complexes showed the strongest binding affinity,which was experimentally validated by the phase solubility study.The molecular dynamic simulation was used to investigate the inclusion mechanism between AG andγ-CD,which was experimentally characterized by DSC,FTIR and NMR techniques.PBAM was applied to simulate the in vivo behavior of the formulations,which were validated by cell and animal experiments.Cell experiments revealed that the presence of D-α-Tocopherol polyethylene glycol succinate(TPGS)significantly increased the intracellular uptake of AG in MDCKMDR1 cells and the absorptive transport of AG in MDCK-MDR1 monolayers.The relative bioavailability of the AG-CD-TPGS ternary system in rats was increased to 2.6-fold and 1.59-fold compared with crude AG and commercial dropping pills,respectively.In conclusion,this is the first time to integrate various computational tools to develop a new AG-CD-TPGS ternary formulation with significant improvement of aqueous solubility,dissolution rate and bioavailability.The integrated computational tool is a novel and robust methodology to facilitate pharmaceutical formulation design. 展开更多
关键词 Integrated computer-aided formulation design Machine learning Molecular dynamic simulation Physiologically based absorption modeling ANDROGRAPHOLIDE Cyclodextrins
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A Computer-aided Design System for Framed-mould in Autoclave Processing 被引量:1
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作者 Tian-Guo Jin Feng-Yang Bi 《International Journal of Automation and computing》 EI 2010年第3期261-270,共10页
The general computer-aided design (CAD) software cannot meet the mould design requirement of the autoclave process for composites, because many parameters such as temperature and pressure should be considered in the... The general computer-aided design (CAD) software cannot meet the mould design requirement of the autoclave process for composites, because many parameters such as temperature and pressure should be considered in the mould design process, in addition to the material and geometry of the part. A framed-mould computer-aided design system (FMCAD) used in the autoclave moulding process is proposed in this paper. A function model of the software is presented, in which influence factors such as part structure, mould structure, and process parameters are considered; a design model of the software is established using object oriented (O-O) technology to integrate the stiffness calculation, temperature field calculation, and deformation field calculation of mould in the design, and in the design model, a hybrid model of mould based on calculation feature and form feature is presented to support those calculations. A prototype system is developed, in which a mould design process wizard is built to integrate the input information, calculation, analysis, data storage, display, and design results of mould design. Finally, three design examples are used to verify the prototype. 展开更多
关键词 Framed-mould autoclave processing computer-aided design cad temperature field analyzing hybrid model.
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Computer-Aided Design of Some Advanced Steels and Cemented Carbides 被引量:2
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作者 LI Lin ZHANG Mei +2 位作者 HE Yan-lin De Cooman Bruno Wollants Patrick 《Journal of Iron and Steel Research International》 SCIE CAS CSCD 2005年第6期42-48,共7页
Thermodynamic and kinetic study on TRIP (transformation induced plasticity) steels, cemented carbides and mold steel for plastics were carried out in order to design modern advanced materials. With the sublattice mo... Thermodynamic and kinetic study on TRIP (transformation induced plasticity) steels, cemented carbides and mold steel for plastics were carried out in order to design modern advanced materials. With the sublattice model, equilibrium compositions of ferrite and austenite phases in TRIP steels, as well as volume fraction of austenite at inter-critical temperatures for different time were calculated. Concentration profiles of carbon, manganese, aluminum and silicon in the steels were also estimated in the lattice fixed frame of reference. The effect of Si and Mn on TRIP was discussed according to thermodynamic and kinetic analyses. In order to understand and produce the graded nanophase structure of cemented carbides, miscellaneous phases in the M-Co-C (M= Ti, Ta, Nh) systems and Co-V-C system were modeled. Solution parameters and thermodynamic: properties were listed in detail. The improvement of machining behavior of prehardened mould steel for plastics was obtained by computer-aided composition design. The results showed that the matrix composition of large-section prehardened mould steel for plastic markedly influences the precipitation of non-metallic inclusion and the composition control by the aid of Thermo-Calc software package minimizes the amount of detrimental oxide inclusion. In addition, the modification of calcium was optimized in composition design. 展开更多
关键词 computer-aided composition design TRIP steel cemented carbide prehardened mould steel concentration profile THERMODYNAMIC KINETIC equilibrium composition
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Computer-aided designing and manufacturing of advanced steels 被引量:1
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作者 LI Lin HE Yanlin +3 位作者 B.C. De Cooman P. Wollants S. G. Huang J. Vleugels 《Rare Metals》 SCIE EI CAS CSCD 2006年第5期407-411,共5页
Suitable optimization and simulation were performed using a powerful software package with a mature database as well as modem measurement facilities, which led to the successful designing and manufacturing of advanced... Suitable optimization and simulation were performed using a powerful software package with a mature database as well as modem measurement facilities, which led to the successful designing and manufacturing of advanced steels. In the course of designing, the composition of a large section of prehardened mold steel for plastics was estimated so as to lower the quantities of oxide inclusions to change the type of carbides and to raise the machinability. The composition and process were adjusted to obtain satisfactory surface quality for the prevailing galvanization in transformation-induced plasticity (TRIP) steel. The refuting process of low-carbon steel was simulated in the light of both Thermo-Calc and Factsage. Thermodynamic and kinetic analyses were always conducted during the test and the procedure. 展开更多
关键词 material science advanced steel computer-aided design REFINING THERMODYNAMICS KINETICS
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A Novel Human Antibody,HF,against HER2/erb-B2 Obtained by a Computer-Aided Antibody Design Method 被引量:1
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作者 Chunxia Qiao Ming Lv +8 位作者 Xinying Li Xiaoling Lang Shouqin Lv Mian Long Yan Li Shusheng Geng Zhou Lin Beifen Shen Jiannan Feng 《Engineering》 SCIE EI 2021年第11期1566-1576,共11页
Fully human antibodies have minimal immunogenicity and safety profiles.At present,most potential antibody drugs in clinical trials are humanized or fully human.Human antibodies are mostly generated using the phage dis... Fully human antibodies have minimal immunogenicity and safety profiles.At present,most potential antibody drugs in clinical trials are humanized or fully human.Human antibodies are mostly generated using the phage display method(in vitro)or by transgenic mice(in vivo);other methods include B lymphocyte immortalization,human–human hybridoma,and single-cell polymerase chain reaction.Here,we describe a structure-based computer-aided de novo design technology for human antibody generation.Based on the complex structure of human epidermal growth factor receptor 2(HER2)/Herceptin,we first designed six short peptides targeting the potential epitope of HER2 recognized by Herceptin.Next,these peptides were set as complementarity determining regions in a suitable immunoglobulin frame,giving birth to a novel anti-HER2 antibody named "HF,"which possessed higher affinity and more effective anti-tumor activity than Herceptin.Our work offers a useful tool for the quick design and selection of novel human antibodies for basic mechanical research as well as for imaging and clinical applications in immune-related diseases,such as cancer and infectious diseases. 展开更多
关键词 HER2/erb-B2 Human antibody computer-aided design
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异构CAD系统奇异特征迁移方法研究
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作者 郑健乐 李静蓉 +1 位作者 吴蕾 王清辉 《机械设计与制造》 北大核心 2025年第3期204-208,共5页
异构CAD模型之间特征信息的迁移和重用对实现企业跨平台协同开发具有重要意义。针对目前异构CAD模型之间由于特征构造方法不完全一致而导致特征迁移失败的问题,提出异构CAD系统奇异特征迁移方法。该方法基于XML中性文件,构建了源CAD系... 异构CAD模型之间特征信息的迁移和重用对实现企业跨平台协同开发具有重要意义。针对目前异构CAD模型之间由于特征构造方法不完全一致而导致特征迁移失败的问题,提出异构CAD系统奇异特征迁移方法。该方法基于XML中性文件,构建了源CAD系统模型特征数据的存储方法,开发了基本拓扑元素的识别算法。为最大程度地保留模型的设计意图,提出了异构CAD系统特征迁移的四种原则及其实现方法。最后,分别开发了针对SolidWorks、CATIA和中望3D的特征模型迁移插件,验证了所提出技术方法的有效性,并分析了存在的相关问题。 展开更多
关键词 cad系统 特征造型 数据交换 设计意图
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A Method for Solving Computer-Aided Product Design Optimization Problem Based on Back Propagation Neural Network 被引量:1
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作者 周祥 何小荣 陈丙珍 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2004年第4期510-514,共5页
Because of the powerful mapping ability, back propagation neural network (BP-NN) has been employed in computer-aided product design (CAPD) to establish the property prediction model. The backward problem in CAPD is to... Because of the powerful mapping ability, back propagation neural network (BP-NN) has been employed in computer-aided product design (CAPD) to establish the property prediction model. The backward problem in CAPD is to search for the appropriate structure or composition of the product with desired property, which is an optimization problem. In this paper, a global optimization method of using the a BB algorithm to solve the backward problem is presented. In particular, a convex lower bounding function is constructed for the objective function formulated with BP-NN model, and the calculation of the key parameter a is implemented by recurring to the interval Hessian matrix of the objective function. Two case studies involving the design of dopamine β-hydroxylase (DβH) inhibitors and linear low density polyethylene (LLDPE) nano composites are investigated using the proposed method. 展开更多
关键词 computer-aided product design (CAPD) back propagation neural network (BP-NN) a BB algorithm convex lower bounding function interval Hessian matrix
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面向CAD、CAE和CAM的自由曲面造型理论研究现状与展望
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作者 韩飞燕 赵一鹏 +3 位作者 吴宝海 张莹 杨满芝 张传伟 《西北工业大学学报》 北大核心 2025年第5期1041-1054,共14页
自由曲面造型理论是研究如何在计算机中描述和构造自由曲面,以及如何对其进行交互式显示、修改和控制的理论体系与方法。它既是计算机辅助几何设计领域的重要研究内容,也是促进CAD/CAE/CAM技术发展与深度融合、实现CAX一体化,并支撑制... 自由曲面造型理论是研究如何在计算机中描述和构造自由曲面,以及如何对其进行交互式显示、修改和控制的理论体系与方法。它既是计算机辅助几何设计领域的重要研究内容,也是促进CAD/CAE/CAM技术发展与深度融合、实现CAX一体化,并支撑制造业转型升级的关键。在当前面向CAD、CAE和CAM的自由曲面造型理论研究中,参数曲面造型和离散曲面造型构成了2个相对完整的体系框架,它们相互关联且相互补充,成为了该领域研究的主要分支,并且也是应用最广泛、影响最为深远的理论。基于此,以上述2个分支为切入点,从理论方法、商用软件和工程应用3个层面,综合分析了面向CAD、CAE和CAM的自由曲面造型理论研究与应用现状,并从曲面造型能力和造型质量等方面对比总结了不同造型方法的特点,展望了自由曲面造型理论的未来发展趋势。 展开更多
关键词 cad/CAE/CAM 自由曲面造型 计算机辅助几何设计 CAX一体化 参数曲面造型 离散曲面造型
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Computer-Aided Rapid Variant Design System for Hydraulic Support
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作者 赵继云 李炳文 +1 位作者 苗运江 顾力强 《International Journal of Mining Science and Technology》 SCIE EI 1998年第2期153-156,共4页
The paper gives a detail analysis on the necessity of rapid hydraulic support design, and presents a computer-aided rapid variant design system for hydraulic support. The system integrates the type selection and embod... The paper gives a detail analysis on the necessity of rapid hydraulic support design, and presents a computer-aided rapid variant design system for hydraulic support. The system integrates the type selection and embodiment design of hydraulic support. Case-based reasoning and rule-based reasoning are the main reasoning methods. Several crucial problems are discussed. 展开更多
关键词 HYDRAULIC support cad VARIANT design case-based REASONING RULE-BASED REASONING
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CAD与BIM环境下暖通空调系统设计工效评价指标及其对比 被引量:1
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作者 陈钢 李志岩 +5 位作者 张刚 张亿先 符东巧 孙发理 吴育佳 张萱玥 《绿色建筑》 2025年第2期117-120,145,共5页
BIM技术逐渐成为建筑领域新的发展动力与前景,作为建筑领域不可或缺的暖通空调系统基于BIM技术开展工程设计已成为当下暖通空调领域的热点。提出单元构件数、操作步骤数、机械操作量3种暖通空调系统设计工效评价指标,并以某高校创新中... BIM技术逐渐成为建筑领域新的发展动力与前景,作为建筑领域不可或缺的暖通空调系统基于BIM技术开展工程设计已成为当下暖通空调领域的热点。提出单元构件数、操作步骤数、机械操作量3种暖通空调系统设计工效评价指标,并以某高校创新中心暖通空调系统为例,对比分析了传统计算机辅助设计(CAD)与BIM环境下上述3种设计工效评价指标。对比结果表明:CAD环境下所构建的单元构件数、所需的操作步骤数、所执行的机械操作量分别是BIM环境下的11、14、2.4倍,表明BIM技术在暖通空调系统工程设计方面具有高效的特点。 展开更多
关键词 cad BIM 暖通空调 设计工效 评价指标
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Computer-Aided Design and Fabrication of Finger Prosthesis
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作者 Takeshi Murayama Kosei Oono +3 位作者 Mitsunori Tada Toru Eguchi Misuzu Nagami Mitsuhiro Tamamoto 《Journal of Biomedical Science and Engineering》 2015年第2期98-103,共6页
Custom-made esthetic finger prostheses, which are used for rehabilitation of patients with missing or impaired fingers, have been fabricated manually. However, such fabrication is time-consuming and requires manual sk... Custom-made esthetic finger prostheses, which are used for rehabilitation of patients with missing or impaired fingers, have been fabricated manually. However, such fabrication is time-consuming and requires manual skill. Here we propose a computer-aided method for fabricating finger pros-theses to save time and allow fabrications that do not require considerable manual skill. In this method, the dimensions of a patient’s healthy finger on the contralateral hand are first measured using a caliper. Using these dimensions, a three-dimensional model is constructed for fabricating a prosthesis for the patient’s impaired finger. Using the 3D model, a mold is designed using 3D modeling tools and a computer-aided design system. The resulting mold is then fabricated using a 3D printer. A finger prosthesis is fabricated by pouring silicone resin into the mold. A finger prosthesis for a volunteer was experimentally fabricated according to the proposed method. To evaluate the size and shape of the finger prosthesis, the difference between the finger prosthesis and the original finger of the volunteer was analyzed. Because the average difference between them was 0.25 mm, it was concluded that the proposed method could be used to fabricate a finger prosthesis of adequate size and shape. 展开更多
关键词 FINGER PROSTHESES ESTHETIC PROSTHESES computer-aided design 3D PRINTER Additive Manufacturing
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Advances and challenges in drug design against dental caries: Application of in silico approaches
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作者 Zhongxin Chen Xinyao Zhao +2 位作者 Hanyu Zheng Yufei Wang Linglin Zhang 《Journal of Pharmaceutical Analysis》 2025年第6期1202-1214,共13页
Dental caries,a chronic disease characterized by tooth decay,occupies the second position in terms of disease burden and is primarily caused by cariogenic bacteria,especially Streptococcus mutans,because of its acidog... Dental caries,a chronic disease characterized by tooth decay,occupies the second position in terms of disease burden and is primarily caused by cariogenic bacteria,especially Streptococcus mutans,because of its acidogenic,aciduric,and biofilm-forming capabilities.Developing novel targeted anti-virulence agents is always a focal point in caries control to overcome the limitations of conventional anti-virulence agents.The current study represents an up-to-date review of in silico approaches of drug design against dental caries,which have emerged more and more powerful complementary to biochemical attempts.Firstly,we categorize the in silico approaches into computer-aided drug design(CADD)and AI-assisted drug design(AIDD)and highlight the specific methods and models they contain respectively.Subsequently,we detail the design of anti-virulence drugs targeting single or multiple cariogenic virulence targets of S.mutans,such as glucosyltransferases(Gtfs),antigen I/II(AgI/II),sortase A(SrtA),the VicRK signal transduction system and superoxide dismutases(SODs).Finally,we outline the current opportunities and challenges encountered in this field to aid future endeavors and applications of CADD and AIDD in anti-virulence drug design. 展开更多
关键词 Dental caries Streptococcus mutans computer-aided drug design AI-Assisted drug design GLUCOSYLTRANSFERASES Antigen I/II Sortase A
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