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Product-process coupling to enable continuous improvement of assembly processes.

机译:产品-过程的耦合使装配过程得以不断改进。

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摘要

The objective of this research is to couple product and process design knowledge to enable continuous improvement of assembly processes. Specifically, the use of assembly solid model similarity to mine databases and retrieve assembly process information is investigated. Nine techniques of computing solid model similarity from literature are investigated for their correlation with human interpretation of assembly model similarity. A method of computing solid model similarity by using frequency distributions of tessellation areas is developed and investigated. For each of the nine solid model similarity methods, the results from use of component solid model similarity in conjunction with assembly model similarity are compared to the results when only assembly model similarity is used. A survey is conducted to gather human interpretation of assembly solid models from the perspective of assembly process similarity. From the tests conducted it is found that the method of using tessellation area distributions has weak correlation to human interpretation of assembly solid model similarity from the perspective of assembly processes. The D1 method, which uses distance between centroid and random points on the surface of solid models, was found to have highest correlation to survey results. The use of component model similarity in conjunction with similarity of the assembly model was found to improve the precision of the solid model similarity methods.;Text similarity techniques from literature are investigated for their correlation with human interpretation of assembly work instruction similarity. Through testing, Latent Semantic Analysis is chosen as the method of computing assembly work instruction similarity since it has moderately positive correlation with respect to survey results and is less sensitive to the use of synonyms than the three other methods of text similarity investigated in this research. The Jaccard method of computing similarity is inherently a measure of consistency in the terminology used between the two texts being compared and this can be used to provide decision support while engineers author assembly work instructions. This will allow authors to understand the level of consistency between their work instructions and the other work instructions within the specific enterprise.;The D1 method of computing solid model similarity and Latent Semantic Analysis to compute assembly work instruction similarity are used to compare assembly solid models and assembly work instructions obtained from a survey. In this survey, participants were presented with assembly solid models and asked to author assembly work instructions. The correlation between the solid model similarity scores and assembly work instruction similarity scores (within and across participants) indicates that regardless of assembly work instruction authors, assembly solid models and assembly work instruction share a moderately positive correlation. These results, coupled with the understanding that the causation between assembly work instructions and solid models is limited to those work instructions which describe handling of components and mating of components, can be used for process design knowledge retrieval and reuse. The results from this research can be used to mine databases by using solid model similarity and retrieve assembly work instructions. This will couple product design and assembly process design and allow for continuous improvement of the latter.
机译:这项研究的目的是将产品和过程设计知识相结合,以实现装配过程的不断改进。具体来说,研究了装配实体模型与矿山数据库的相似性并检索装配过程信息。研究了九种从文献中计算实体模型相似性的技术,它们与人类对装配模型相似性的解释相关。开发并研究了一种利用镶嵌区域频率分布来计算实体模型相似度的方法。对于这九种实体模型相似性方法中的每一种,将使用零件实体模型相似性与装配模型相似性相结合的结果与仅使用装配模型相似性时的结果进行比较。进行了一项调查,以从装配过程相似性的角度收集对装配实体模型的人工解释。从进行的测试中发现,从装配过程的角度来看,使用细分区域分布的方法与人工解释装配实体模型相似性的相关性较弱。发现D1方法使用质心模型表面上质心和随机点之间的距离,与测量结果具有最高的相关性。发现将组件模型相似性与装配模型相似性结合使用可提高实体模型相似性方法的准确性。研究了文献中的文本相似性技术与人工解释装配工作指令相似性的相关性。通过测试,与本研究中研究的其他三种文本相似性方法相比,潜在语义分析被选择为计算装配作业指令相似性的方法,因为它相对于调查结果具有中等正相关性,并且对同义词的使用不那么敏感。 Jaccard计算相似性的方法本质上是在被比较的两个文本之间使用的术语一致性的一种量度,并且当工程师编写组装工作说明时,可以使用该方法提供决策支持。这将使作者能够了解其工作指令与特定企业中其他工作指令之间的一致性程度。;使用D1计算实体模型相似性和潜在语义分析来计算装配工作指令相似性的方法用于比较装配实体模型以及从调查中获得的组装工作说明。在此调查中,向参与者展示了装配实体模型,并要求他们编写装配工作说明。实体模型相似性得分与装配工作指令相似性得分之间的相关性(参与者内部和参与者之间)表明,无论装配工作指令的作者如何,装配实体模型和装配工作指令均具有中等程度的正相关。这些结果,加上对装配工作指令和实体模型之间的因果关系仅限于描述零件处理和零件配合的工作指令的理解,可用于过程设计知识的检索和重用。这项研究的结果可用于通过使用实体模型相似性来挖掘数据库并检索装配工作指令。这将使产品设计和装配过程设计结合起来,并允许后者的持续改进。

著录项

  • 作者

    Renu, Rahul Sharan.;

  • 作者单位

    Clemson University.;

  • 授予单位 Clemson University.;
  • 学科 Mechanical engineering.;Computer science.;Operations research.
  • 学位 Ph.D.
  • 年度 2016
  • 页码 264 p.
  • 总页数 264
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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