Construction of a knowledge graph for the full lifecycle data of customized furniture panel production

Yanyan Xie; Cunji Zhang; Bingsheng Liu; Hanxin Qu; Chuangeng Chen; Zengguang Xia

doi:10.1117/12.3026195

1 April 2024 Construction of a knowledge graph for the full lifecycle data of customized furniture panel production

Yanyan Xie, Cunji Zhang, Bingsheng Liu, Hanxin Qu, Chuangeng Chen, Zengguang Xia

Proceedings Volume 13082, Fourth International Conference on Mechanical Engineering, Intelligent Manufacturing, and Automation Technology (MEMAT 2023); 130822X (2024) https://doi.org/10.1117/12.3026195
Event: 2023 4th International Conference on Mechanical Engineering, Intelligent Manufacturing and Automation Technology (MEMAT 2023), 2023, Guilin, China

Abstract

In order to enhance the quality of customized furniture panel processing, avoid information silos between workstations, and promote intelligent manufacturing in customized furniture enterprises, this study constructs a knowledge graph focused on the full lifecycle data of customized furniture panel production. Firstly, the data from the production department of the enterprise is organized and preprocessed, including tokenization, annotation, and other preprocessing techniques, to establish the data layer of the knowledge graph. Secondly, based on real enterprise data, an ontology model is constructed to complete the pattern layer construction of the knowledge graph. Finally, the GPLinker model is utilized for high-precision knowledge extraction of entity relationships. The research results demonstrate that by constructing a knowledge graph focused on the full lifecycle data of customized furniture panel production, interconnectivity and interoperability of data throughout the entire lifecycle of a customized furniture enterprise can be achieved, providing a scientific basis for decision-making in addressing processing anomalies.

(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Yanyan Xie, Cunji Zhang, Bingsheng Liu, Hanxin Qu, Chuangeng Chen, and Zengguang Xia "Construction of a knowledge graph for the full lifecycle data of customized furniture panel production", Proc. SPIE 13082, Fourth International Conference on Mechanical Engineering, Intelligent Manufacturing, and Automation Technology (MEMAT 2023), 130822X (1 April 2024); https://doi.org/10.1117/12.3026195

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KEYWORDS

Data modeling

Manufacturing

Data processing

Industry

Solid modeling

Process modeling

3D modeling

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