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D-mapping: A knowledge-based method for requirements mining and concept design

  • Mingren Zhu*
  • , Lin Gong
  • , Zhenchong Mo
  • , Ziyao Huang
  • *此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

To support automatic requirements mining and concept design for engineering designers, we proposed a knowledge-based method called D-mapping (Design Mapping). In our method, the design problem-solving processes are represented as mappings between functional and physical domains. For requirements mining, the earliest process of concept design, mappings take place inside the functional domain, and thus it is a self-mapping process. For physical architecture design, the later process of concept design, mappings take place between the functional and physical domains, and thus it is a cross-domain mapping process. We built a knowledge-based expert system to assist designers in those processes. The knowledge base of our expert system is based on amounts of Chinese patent texts and built using natural language processing technologies. The knowledge inference engine of our expert system is constructed based on various machine learning algorithms. The proposed method and the system can be proved to be novel and effective in case studies.

源语言英语
主期刊名ICIEA 2022 - Proceedings of the 17th IEEE Conference on Industrial Electronics and Applications
编辑Wenxiang Xie, Shibin Gao, Xiaoqiong He, Xing Zhu, Jingjing Huang, Weirong Chen, Lei Ma, Haiyan Shu, Wenping Cao, Lijun Jiang, Zeliang Shu
出版商Institute of Electrical and Electronics Engineers Inc.
410-416
页数7
ISBN(电子版)9781665409841
DOI
出版状态已出版 - 2022
活动17th IEEE Conference on Industrial Electronics and Applications, ICIEA 2022 - Chengdu, 中国
期限: 16 12月 202219 12月 2022

出版系列

姓名ICIEA 2022 - Proceedings of the 17th IEEE Conference on Industrial Electronics and Applications

会议

会议17th IEEE Conference on Industrial Electronics and Applications, ICIEA 2022
国家/地区中国
Chengdu
时期16/12/2219/12/22

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