一个自动化的工程助手:学习技术图纸的解析器
An Automated Engineering Assistant: Learning Parsers for Technical Drawings
摘要:
从一组技术图纸和专家知识中,我们自动学习解析器来解释这样的图纸。这使得在大型技术图纸数据库上进行自动推理和学习成为可能。在这项工作中,我们开发了一个基于相似性的搜索算法,以帮助工程师和设计师更容易和灵活地找到或完成设计。这是正在进行的建立自动化工程助理的努力的一部分。所提出的方法利用神经方法来学习解释图像,并利用符号方法来学习解释技术图纸中的结构并结合专家知识。
英文摘要:
From a set of technical drawings and expert knowledge, we automatically learn a parser to interpret such a drawing. This enables automatic reasoning and learning on top of a large database of technical drawings. In this work, we develop a similarity based search algorithm to help engineers and designers find or complete designs more easily and flexibly. This is part of an ongoing effort to build an automated engineering assistant. The proposed methods make use of both neural methods to learn to interpret images, and symbolic methods to learn to interpret the structure in the technical drawing and incorporate expert knowledge.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。