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Upholding Academic Integrity amidst Advanced Language Models: Evaluating BiLSTM Networks with GloVe Embeddings for Detecting AI-Generated Scientific Abstracts
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作者 Lilia-Eliana Popescu-Apreutesei Mihai-Sorin Iosupescu +1 位作者 Sabina Cristiana Necula Vasile-Daniel Pavaloaia 《Computers, Materials & Continua》 2025年第8期2605-2644,共40页
The increasing fluency of advanced language models,such as GPT-3.5,GPT-4,and the recently introduced DeepSeek,challenges the ability to distinguish between human-authored and AI-generated academic writing.This situati... The increasing fluency of advanced language models,such as GPT-3.5,GPT-4,and the recently introduced DeepSeek,challenges the ability to distinguish between human-authored and AI-generated academic writing.This situation is raising significant concerns regarding the integrity and authenticity of academic work.In light of the above,the current research evaluates the effectiveness of Bidirectional Long Short-TermMemory(BiLSTM)networks enhanced with pre-trained GloVe(Global Vectors for Word Representation)embeddings to detect AIgenerated scientific Abstracts drawn from the AI-GA(Artificial Intelligence Generated Abstracts)dataset.Two core BiLSTM variants were assessed:a single-layer approach and a dual-layer design,each tested under static or adaptive embeddings.The single-layer model achieved nearly 97%accuracy with trainable GloVe,occasionally surpassing the deeper model.Despite these gains,neither configuration fully matched the 98.7%benchmark set by an earlier LSTMWord2Vec pipeline.Some runs were over-fitted when embeddings were fine-tuned,whereas static embeddings offered a slightly lower yet stable accuracy of around 96%.This lingering gap reinforces a key ethical and procedural concern:relying solely on automated tools,such as Turnitin’s AI-detection features,to penalize individuals’risks and unjust outcomes.Misclassifications,whether legitimate work is misread as AI-generated or engineered text,evade detection,demonstrating that these classifiers should not stand as the sole arbiters of authenticity.Amore comprehensive approach is warranted,one which weaves model outputs into a systematic process supported by expert judgment and institutional guidelines designed to protect originality. 展开更多
关键词 AI-GA dataset bidirectional LSTM GloVe embeddings ai-generated text detection academic integrity deep learning OVERFITTING natural language processing
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基于InfoWorks ICM水力模型的排水管道负荷分析方法 被引量:1
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作者 张辰 《工程建设与设计》 2025年第2期31-33,共3页
采用InfoWorks ICM水力模型,通过构建量化模型,对排水管道在不同降雨强度条件下的负荷进行分析。结果表明,新建雨水系统能满足5年一遇降雨标准,且在10年一遇降雨标准下,路面积水不超150 mm。
关键词 排水管道 负荷分析 Info works ICM 管道沉积物
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SolidWorks中轴套类零件曲面上打斜孔的两种方法
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作者 覃群 《机械管理开发》 2025年第4期255-256,259,共3页
论述了SolidWorks环境下,在轴及轴套类零件的圆柱面上造型倾斜位置孔的两种方法:草图驱动、设计库。详细说明了两种方法的造型过程及技巧并给出了应用实例。前者孔定位稍繁琐,但可造型不同类型的孔;后者定位较快捷,但孔的类型较固定,即... 论述了SolidWorks环境下,在轴及轴套类零件的圆柱面上造型倾斜位置孔的两种方法:草图驱动、设计库。详细说明了两种方法的造型过程及技巧并给出了应用实例。前者孔定位稍繁琐,但可造型不同类型的孔;后者定位较快捷,但孔的类型较固定,即为做设计库时造型的孔类型。通过分析认为,两种方法各有优劣,设计者可灵活选用。 展开更多
关键词 SOLIDworks 轴套 孔造型 设计库
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In situ preparation of zincophilic covalent-organic frameworks with low surface work function and high rigidity to stabilize zinc metal anodes 被引量:1
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作者 Yunyu Zhao Kaiyong Feng Yingjian Yu 《Journal of Energy Chemistry》 2025年第3期524-533,共10页
Zinc-ion batteries(ZIBs)are inexpensive and safe,but side reactions on the Zn anode and Zn dendrite growth hinder their practical applications.In this study,1,3,5-triformylphloroglycerol(Tp)and various diamine monomer... Zinc-ion batteries(ZIBs)are inexpensive and safe,but side reactions on the Zn anode and Zn dendrite growth hinder their practical applications.In this study,1,3,5-triformylphloroglycerol(Tp)and various diamine monomers(p-phenylenediamine(Pa),benzidine(BD),and 4,4"-diamino-p-terphenyl(DATP))were used to synthesize a series of two-dimensional covalent-organic frameworks(COFs).The resulting COFs were named TpPa,TpBD,and TpDATP,respectively,and they showed uniform zincophilic sites,different pore sizes,and high Young's moduli on the Zn anode.Among them,TpPa and TpBD showed lower surface work functions and higher ion transfer numbers,which were conducive to uniform galvanizing/stripping zinc and inhibited dendrite growth.Theoretical calculations showed that TpPa and TpBD had wider negative potential region and greater adsorption capacity for Zn2+than TpDATP,providing more electron donor sites to coordinate with Zn^(2+).Symmetric cells protected by TpPa and TpBD stably cycled for more than 2300 h,whereas TpDATP@Zn and the bare zinc symmetric cells failed after around 150 and200 h.The full cells containing TpPa and TpBD modification layers also showed excellent cycling capacity at 1 A/g.This study provides comprehensive insights into the construction of highly reversible Zn anodes via COF modification layers for advanced rechargeable ZIBs. 展开更多
关键词 Zn ion batteries Covalent organic framework DENDRITE Low surface work function High rigidity
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A Corpus-Based Analysis of Verb Collocations in Human and AI-Generated IELTS Writing
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作者 Meirong Du Min Lu +1 位作者 Yi Dai Fan Wang 《教育技术与创新》 2025年第2期67-80,共14页
In this study,it aims at examining the differences between humangenerated and AI-generated texts in IELTS Writing Task 2.It especially focuses on lexical resourcefulness,grammatical accuracy,and contextual appropriate... In this study,it aims at examining the differences between humangenerated and AI-generated texts in IELTS Writing Task 2.It especially focuses on lexical resourcefulness,grammatical accuracy,and contextual appropriateness.We analyzed 20 essays,including 10 human written ones by Chinese university students who have achieved an IELTS writing score ranging from 5.5 to 6.0,and 10 ChatGPT-4 Turbo-generated ones,using a mixed-methods approach,through corpus-based tools(NLTK,SpaCy,AntConc)and qualitative content analysis.Results showed that AI texts exhibited superior grammatical accuracy(0.4%–3%error rates for AI vs.20–26%for university students)but higher lexical repetition(17.2%to 23.25%for AI vs.17.68%for university students)and weaker contextual adaptability(3.33/10–3.69/10 for AI vs.3.23/10 to 4.14/10 for university students).While AI’s grammatical precision supports its utility as a corrective tool,human writers outperformed AI in lexical diversity and task-specific nuance.The findings advocate for a hybrid pedagogical model that leverages AI’s strengths in error detection while retaining human instruction for advanced lexical and contextual skills.Limitations include the small corpus and single-AI-model focus,suggesting future research with diverse datasets and longitudinal designs. 展开更多
关键词 ai-generated writing IELTS Writing Task 2 verb collocations
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AI-Generated Content Tools and Chain of Thought:Revolutionizing Pragmatics and Translation Education for MTI Students
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作者 Mengyao Liu 《Journal of Contemporary Educational Research》 2025年第8期72-77,共6页
This conceptual study proposes a pedagogical framework that integrates Generative Artificial Intelligence tools(AIGC)and Chain-of-Thought(CoT)reasoning,grounded in the cognitive apprenticeship model,for the Pragmatics... This conceptual study proposes a pedagogical framework that integrates Generative Artificial Intelligence tools(AIGC)and Chain-of-Thought(CoT)reasoning,grounded in the cognitive apprenticeship model,for the Pragmatics and Translation course within Master of Translation and Interpreting(MTI)programs.A key feature involves CoT reasoning exercises,which require students to articulate their step-by-step translation reasoning.This explicates cognitive processes,enhances pragmatic awareness,translation strategy development,and critical reflection on linguistic choices and context.Hypothetical activities exemplify its application,including comparative analysis of AI and human translations to examine pragmatic nuances,and guided exercises where students analyze or critique the reasoning traces generated by Large Language Models(LLMs).Ethically grounded,the framework positions AI as a supportive tool,thereby ensuring human translators retain the central decision-making role and promoting critical evaluation of machine-generated suggestions.Potential challenges,such as AI biases,ethical concerns,and overreliance,are addressed through strategies including bias-awareness discussions,rigorous accuracy verification,and a strong emphasis on human accountability.Future research will involve piloting the framework to empirically evaluate its impact on learners’pragmatic competence and translation skills,followed by iterative refinements to advance evidence-based translation pedagogy. 展开更多
关键词 ai-generated Content(AIGC) Chain of Thought(CoT) Pragmatics and translation course MTI students Cognitive apprenticeship
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Review of Works on Comparison of Old Indigenous Residences with Modern Houses in India on Non-Subjective Indices of Thermal Comfort
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作者 Sanmarga Mitra Shailendra Kr.Mandal 《Journal of Environmental & Earth Sciences》 2025年第3期329-340,共12页
During the past few decades,we have witnessed the phenomenon of constant warming occurring everywhere on the globe.Cities have suffered from urban warming to a greater extent than any other part of the world,and Kolka... During the past few decades,we have witnessed the phenomenon of constant warming occurring everywhere on the globe.Cities have suffered from urban warming to a greater extent than any other part of the world,and Kolkata has one of the highest levels of urban warming of any city around the world.In Kolkata,73%of the buildings are residential,and it is this type of building that contributes to a significant amount of this warming.With the city of Kolkata as the case study,this paper aims at understanding the multiple domains of urban heat islands and thermal comfort within the context of the city,from a macro perspective of an urban heat island down to a micro perspective of a building level,with the ultimate aim of mitigating global warming through this study.Various research works have been undertaken in India and abroad to understand the individual as well as composite effect of various building components on the indoor thermal comfort.Researches have also been undertaken to compare and comprehend the differential thermal comfort of old indigenous residences with that of the new residential buildings.Hence,this paper discusses methods that have been applied in past works to evaluate the thermal comfort of old and new residential buildings in a non-subjective manner,without having recourse to user feedback,in the final segment that views the process of learning from comparing old and new residential buildings. 展开更多
关键词 Review of works Global Warming Urban Heat Island Thermal Comfort
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A Computational Analysis of the Reception of Can Xue’s Translated Works in the English- Language World Based on BERTopic Model
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作者 HE Tangxikun CHEN Xian 《译苑新谭》 2025年第1期20-36,共17页
Based on BERTopic Model,the paper combines qualitative and quantitative methods to explore the reception of Can Xue’s translated works by analyzing readers’book reviews posted on Goodreads and Lovereading.We first c... Based on BERTopic Model,the paper combines qualitative and quantitative methods to explore the reception of Can Xue’s translated works by analyzing readers’book reviews posted on Goodreads and Lovereading.We first collected book reviews from these two well-known websites by Python.Through topic analysis of these reviews,we identified recurring topics,including details of her translated works and appreciation of their translation quality.Then,employing sentiment and content analysis methods,the paper explored the emotional attitudes and the specific thoughts of readers toward Can Xue and her translated works.The fingdings revealed that,among the 408 reviews,though the reception of Can Xue’s translated works was relatively positive,the current level of attention and recognition remains insufficient.However,based on the research results,the paper can derive valuable insights into the translation and dissemination processes such as adjusting translation and dissemination strategies,so that the global reach of Chinese literature and culture can be better facilitated. 展开更多
关键词 Can Xue’s translated works RECEPTION English-language world BERTopic model computational analysis
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基于微课的高职“Solid Works三维建模设计”课程教学设计 被引量:7
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作者 王庭俊 王波 张崎静 《职业教育研究》 2014年第6期162-164,共3页
针对传统"Solid Works三维建模设计"课程教学存在的不足,结合多年实践教学经验,将微课引入"Solid Works三维建模设计"课程教学当中,有助于提升学生自主学习能力,实现分层教学,提升"Solid Works三维建模设计&qu... 针对传统"Solid Works三维建模设计"课程教学存在的不足,结合多年实践教学经验,将微课引入"Solid Works三维建模设计"课程教学当中,有助于提升学生自主学习能力,实现分层教学,提升"Solid Works三维建模设计"课堂教学效果。 展开更多
关键词 微课程 SOLID works 三维建模设计 课程教学设计
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基于Cosmos/Works液压支架整架有限元分析 被引量:5
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作者 万丽荣 戴汉政 张鑫 《煤矿机械》 北大核心 2009年第10期81-83,共3页
对适用于大倾角的液压支架优化设计技术进行研究,在对液压支架产品建立虚拟样机模型的基础上,按照MT312-2000试验标准,通过Cosmos/Works软件,主要分析支架在顶梁扭转载荷工况下的有限元分析,为支架结构的优化设计分析提供了参考。
关键词 液压支架 Cosmos/works 有限元分析
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用VB开发SolidWorks的一种简单方法 被引量:8
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作者 朱成实 鲍艳秋 +1 位作者 吴琼 曾祥福 《机械设计与制造》 北大核心 2006年第10期41-42,共2页
论述了用VB对SolidWorks进行二次开发的一种简单方法,该方法将信息提取技术、编程计算技术和数据库技术相结合,克服了以往编程绘图程序编写复杂的困难,实现了计算和绘图的自动化。并结合实例进行了验证。
关键词 VB SOLID works 二次开发
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Solid works环境下的齿轮精确三维造型设计 被引量:10
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作者 胡赤兵 李臻 《组合机床与自动化加工技术》 2006年第1期92-95,共4页
详细介绍了在Solid works中实现圆柱齿轮精确三维造型的方法和技巧。重点讨论了齿廓曲线的计算方法及其与齿轮加工刀具的关系,分别讨论了齿廓曲线渐开线部分和齿根过渡曲线部分的曲线方程,并编制出了齿廓曲线的计算程序。最后在Solid wo... 详细介绍了在Solid works中实现圆柱齿轮精确三维造型的方法和技巧。重点讨论了齿廓曲线的计算方法及其与齿轮加工刀具的关系,分别讨论了齿廓曲线渐开线部分和齿根过渡曲线部分的曲线方程,并编制出了齿廓曲线的计算程序。最后在Solid works中绘制出了直齿圆柱齿轮的精确三维模型。 展开更多
关键词 齿轮 精确模型 齿根 渐开线 solid works
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Visual C++对Solid Works二次开发技术及应用 被引量:3
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作者 陈翔 姜寿山 +1 位作者 雷志勇 姜晓明 《组合机床与自动化加工技术》 2005年第4期35-38,共4页
介绍了三维CAD系统SolidWorks的特点及其API函数,讨论了对SolidWorks进行二次开发的关键技术及系统设计,并通过实例阐述了利用VisualC++工具开发SolidWorks动态连接库DLL的步骤和编程方法,这有利于对SolidWorks进行本地化和专业化的二... 介绍了三维CAD系统SolidWorks的特点及其API函数,讨论了对SolidWorks进行二次开发的关键技术及系统设计,并通过实例阐述了利用VisualC++工具开发SolidWorks动态连接库DLL的步骤和编程方法,这有利于对SolidWorks进行本地化和专业化的二次开发工作,使其在我国企业中更有效地发挥作用。 展开更多
关键词 Solid works API 二次开发 Visual C++ DLL
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基于Solid Works的水稻盘育秧用土处理机的虚拟设计 被引量:3
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作者 余进海 孔晓玲 +1 位作者 黄书晔 潘立波 《包装与食品机械》 CAS 2006年第2期31-34,共4页
本文基于国内生产的碎土机和筛土机的原型,构思了综合碎土、筛土两种功能的水稻盘育秧用土处理机,并进行了设计。在三维CAD设计软件Solid Works环境下完成了水稻盘育秧用土处理机AN-PSJ01型整机的三维实体建模,对水稻盘育秧用土处理机... 本文基于国内生产的碎土机和筛土机的原型,构思了综合碎土、筛土两种功能的水稻盘育秧用土处理机,并进行了设计。在三维CAD设计软件Solid Works环境下完成了水稻盘育秧用土处理机AN-PSJ01型整机的三维实体建模,对水稻盘育秧用土处理机的虚拟样机的设计与研究进行了有创新和有建设性的尝试,为利用虚拟样机技术研究农业机械提供了更多有益的参考。 展开更多
关键词 碎土机 筛土机 SOLID works 虚拟样机
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基于COSMOS/Works的数控机床主轴箱模态分析及优化设计 被引量:5
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作者 邱海飞 王增强 《机械传动》 CSCD 北大核心 2012年第11期77-79,共3页
在COSMOS/Works环境下创建了数控机床主轴箱有限元模型,并对其进行模态分析,获得了关心的自振频率及振型。在此基础上,定义多个结构尺寸作为设计变量,对主轴箱动态特性进行优化,结果使其基频得以明显提高,有效增强了箱体的抗振性能。计... 在COSMOS/Works环境下创建了数控机床主轴箱有限元模型,并对其进行模态分析,获得了关心的自振频率及振型。在此基础上,定义多个结构尺寸作为设计变量,对主轴箱动态特性进行优化,结果使其基频得以明显提高,有效增强了箱体的抗振性能。计算得出了一组具有良好动态特性的结构参数,为主轴箱的结构设计提供了重要参考。 展开更多
关键词 主轴箱 动态特性 有限元 基频 优化 COSMOS/works
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基于COSMOS/Works的带式输送机传动滚筒的有限元分析 被引量:8
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作者 李晓丽 袁圆 《煤矿机械》 北大核心 2010年第9期95-96,共2页
对输送机传动滚筒受力状况做了理论分析,运用有限元分析软件COSMOS/Works对传动滚筒进行了静力分析,得出滚筒在载荷作用下的应力和变形分布规律。分析结果表明,该传动滚筒的结构设计完全满足其强度、刚度要求。
关键词 带式输送机 传动滚筒 COSMOS/works 有限元
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基于Solid Works环境的渐开线斜齿轮三维实体造型技术 被引量:3
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作者 冯仁余 刘茂武 刘永军 《煤矿机械》 北大核心 2005年第3期55-57,共3页
针对目前广泛应用的SolidWorks三维软件 ,详细阐述了基于SolidWorks环境的渐开线斜齿轮三维实体造型原理及关键技术 。
关键词 SOLID works 渐开线斜齿轮三维造型 造型原理与实现技术
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基于SolidWorks配置功能的冲模标准件的参数化造型 被引量:2
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作者 杨晓龙 王巧云 王栓强 《工具技术》 2014年第12期61-63,共3页
以提高冲模设计效率为目的,结合具体实例,介绍了使用SolidWorks的配置功能实现冲模标准件参数化造型的方法。该方法简单易行,不需要进行二次开发,有较好的应用价值。
关键词 SOLID works 模座 配置功能 参数化造型 系列零件设计表
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基于solid works码垛机器人的结构设计及其部件分析 被引量:4
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作者 王素玉 李娟 +1 位作者 江浩 李腾 《机械制造与自动化》 2016年第1期159-162,共4页
针对物流仓储中危险品搬运的特殊需求,根据实用功能需求和以往搬运机器人的性能要求,设计了一种码垛机器人。介绍了机器人的总体及其重要部件的设计功能。通过布局草图设计零件模型,采用自上而下的建模方法,利用Solid works对三自由度... 针对物流仓储中危险品搬运的特殊需求,根据实用功能需求和以往搬运机器人的性能要求,设计了一种码垛机器人。介绍了机器人的总体及其重要部件的设计功能。通过布局草图设计零件模型,采用自上而下的建模方法,利用Solid works对三自由度码垛机器人的基本结构及组成部件进行建模,利用Solid works simulation插件进行了装配干涉检查并对其关键部件的设计进行了分析,以确保关键部位可靠性和安全性。分析结果显示,该机器人在满负载情况下,车架的设计能够满足危险品物流自动化的需求,因而提供了一种实用型的码垛机器人的特殊设计。 展开更多
关键词 码垛机器人 SOLID works 结构设计 有限元分析
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利用VB在Solid Works环境下开发注射模参数化标准件库 被引量:1
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作者 姜锐 周晨 陈贤 《组合机床与自动化加工技术》 2005年第3期19-21,共3页
随着CAD技术的发展 ,CAD软件在模具行业中的使用越来越普及。但同时业内人士对CAD软件的功能要求也越来越高 ,希望它更专业化和本地化。正是在此期望下针对模具行业的CAD系统的研制和开发就显地格外必要。文章就模具CAD系统中注塑模标... 随着CAD技术的发展 ,CAD软件在模具行业中的使用越来越普及。但同时业内人士对CAD软件的功能要求也越来越高 ,希望它更专业化和本地化。正是在此期望下针对模具行业的CAD系统的研制和开发就显地格外必要。文章就模具CAD系统中注塑模标准件库模块的建立提出了自己的一些思路。即以SolidWorks为开发平台 ,通过SolidWorks提供的API接口和利用VB强大的编程能力 ,在SolidWorks环境下来实现注塑模三维标准件库的建立。为解决模具设计中大量标准件的快速造型提供了有效的途径 ,提高了模具设计效率。 展开更多
关键词 VB Sohd works API 标准件库
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