Research on the Construction Method of an Assembly Knowledge Graph for a Biomass Heating System
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| Publicat a: | Processes vol. 13, no. 1 (2025), p. 11 |
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| Altres autors: | , , , |
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MDPI AG
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| Accés en línia: | Citation/Abstract Full Text + Graphics Full Text - PDF |
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| 100 | 1 | |a Chen, Zuobin |u School of Mechanical and Electrical Engineering, Wuhan University of Technology, Wuhan, 430070, China; <email>zbchen01@126.com</email> (Z.C.); <email>quinn.fk.wang@outlook.com</email> (F.W.); <email>aijia@wru.edu.cn</email> (J.A.) | |
| 245 | 1 | |a Research on the Construction Method of an Assembly Knowledge Graph for a Biomass Heating System | |
| 260 | |b MDPI AG |c 2025 | ||
| 513 | |a Journal Article | ||
| 520 | 3 | |a In the complex process of assembling biomass heating systems, traditional paper documents and construction process card management methods have weak information correlation and take a long time for information retrieval, which seriously restricts the assembly efficiency and quality. Moreover, the assembly process involves numerous components and complex processes, making it difficult for traditional management methods to cope with. To address this issue, a knowledge graph-based assembly information integration method is proposed to integrate scattered assembly information into a graph database, providing pathways for accessing assembly information and assisting on-site management. The biomass heating system assembly knowledge graph (BAKG) adopts the top-down method construction. After the construction of the upper schema layer, the 3DXML file was parsed, the XML.dom parser in Python3.7.16 was used to extract the equipment structure information, and the RoBERTa-BiLSTM-CRF model was applied to the named entity recognition of the assembly document, which improved the accuracy of entity recognition. The experimental results show that the F1 score of the RoBERTa-BiLSTM-CRF model in entity recognition during the assembly process reaches 92.19%, which is 3.1% higher than that of the traditional BERT-BiLSTM-CRF model. Moreover, the knowledge graph structure generated by the equipment structure data based on 3DXML file is similar to the equipment structure tree, but is more clear and intuitive. Finally, taking the second-phase construction process records of a company as an example, BAKG was constructed and assembly information was stored in the Neo4j graph database in the form of graphs, which verified the effectiveness of the method. | |
| 653 | |a Databases | ||
| 653 | |a Data base management systems | ||
| 653 | |a Assembly | ||
| 653 | |a Management methods | ||
| 653 | |a Information retrieval | ||
| 653 | |a Biomass | ||
| 653 | |a Information systems | ||
| 653 | |a Civil engineering | ||
| 653 | |a Biomass energy | ||
| 653 | |a Heating | ||
| 653 | |a Assembling | ||
| 653 | |a Aviation | ||
| 653 | |a Relational data bases | ||
| 653 | |a Process planning | ||
| 653 | |a Knowledge representation | ||
| 653 | |a Efficiency | ||
| 653 | |a Data models | ||
| 653 | |a Recognition | ||
| 653 | |a Documents | ||
| 653 | |a Information processing | ||
| 653 | |a Heating systems | ||
| 653 | |a Methods | ||
| 653 | |a Algorithms | ||
| 653 | |a Semantics | ||
| 653 | |a Information management | ||
| 700 | 1 | |a Wang, Fukun |u School of Mechanical and Electrical Engineering, Wuhan University of Technology, Wuhan, 430070, China; <email>zbchen01@126.com</email> (Z.C.); <email>quinn.fk.wang@outlook.com</email> (F.W.); <email>aijia@wru.edu.cn</email> (J.A.) | |
| 700 | 1 | |a Gao, Yong |u Wuhan Optics Valley Bluefire New Energy Co., Ltd., Wuhan 430205, China; <email>gaoyong200888@163.com</email> | |
| 700 | 1 | |a Jia Ai |u School of Mechanical and Electrical Engineering, Wuhan University of Technology, Wuhan, 430070, China; <email>zbchen01@126.com</email> (Z.C.); <email>quinn.fk.wang@outlook.com</email> (F.W.); <email>aijia@wru.edu.cn</email> (J.A.); Wuhan Railway Vocational College of Technology, Wuhan 430074, China | |
| 700 | 1 | |a Mao, Ya |u School of Mechanical and Electrical Engineering, Wuhan University of Technology, Wuhan, 430070, China; <email>zbchen01@126.com</email> (Z.C.); <email>quinn.fk.wang@outlook.com</email> (F.W.); <email>aijia@wru.edu.cn</email> (J.A.) | |
| 773 | 0 | |t Processes |g vol. 13, no. 1 (2025), p. 11 | |
| 786 | 0 | |d ProQuest |t Materials Science Database | |
| 856 | 4 | 1 | |3 Citation/Abstract |u https://www.proquest.com/docview/3159548391/abstract/embedded/6A8EOT78XXH2IG52?source=fedsrch |
| 856 | 4 | 0 | |3 Full Text + Graphics |u https://www.proquest.com/docview/3159548391/fulltextwithgraphics/embedded/6A8EOT78XXH2IG52?source=fedsrch |
| 856 | 4 | 0 | |3 Full Text - PDF |u https://www.proquest.com/docview/3159548391/fulltextPDF/embedded/6A8EOT78XXH2IG52?source=fedsrch |