A Framework for Automated Generation of Transmission Processes Based on Kinetic Knowledge Mapping

Cheng Zhang, Zhida Kou, Yingfeng Zhang

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

The development of transmission customization is getting more and more attention, however, factors such as complex structure, coupled process tasks, and inflexible manufacturing process make it difficult to balance the production efficiency and personalized demand of transmission customization. This paper proposes a transmission process automation generating framework based on the combination of dynamic and static knowledge mapping, firstly, we construct a multi-granularity, multi-level dynamic and static domain knowledge map for the transmission process plan with heterogeneous multiple sources and high professionalism. Secondly, we construct a process automation model based on graph cyclic network; finally, we assign process tasks based on ant colony algorithm combined with real-time equipment operation to help process personnel realize a large number of repetitive and low-intelligence work, and quickly realize the planning of the process scheme, so as to promote the development of transmission customization. Finally, the effectiveness of the proposed framework is verified by constructing simulation experiments on the output shaft, a key component of the transmission, as a research object.

Original languageEnglish
Title of host publicationIntelligent Networked Things - The 6th Conference on Intelligent Networked Things, CINT 2024, Proceedings
EditorsLin Zhang, Wensheng Yu, Quan Wang, Yuanjun Laili, Yongkui Liu
PublisherSpringer Science and Business Media Deutschland GmbH
Pages140-147
Number of pages8
ISBN (Print)9789819739479
DOIs
StatePublished - 2024
Event6th Conference on Intelligent Networked Things on Intelligent Networked Things, CINT 2024 - Xi'an, China
Duration: 18 May 202418 May 2024

Publication series

NameCommunications in Computer and Information Science
Volume2139 CCIS
ISSN (Print)1865-0929
ISSN (Electronic)1865-0937

Conference

Conference6th Conference on Intelligent Networked Things on Intelligent Networked Things, CINT 2024
Country/TerritoryChina
CityXi'an
Period18/05/2418/05/24

Keywords

  • Knowledge graph
  • Process reuse
  • Transmission

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