

浏览全部资源
扫码关注微信
1. 智慧足迹数据科技有限公司,北京 100000
2. 中国联合网络通信有限公司研究院,北京 100000
3. 联通数字科技有限公司,北京 100000
Online First:2023-11,
Published:15 November 2023
移动端阅览
Zhenjun LI, Zujun LIU, Peng WANG, et al. Construction of industry knowledge graph based on graph theory[J]. Big data research, 2023, 9(6): 174-183.
Zhenjun LI, Zujun LIU, Peng WANG, et al. Construction of industry knowledge graph based on graph theory[J]. Big data research, 2023, 9(6): 174-183. DOI: 10.11959/j.issn.2096-0271.2023078.
我国是全球产业规模最大、产业覆盖最全的国家,但受多种因素的影响,发现产业链的堵点断点、识别卡点、寻找代替通路、全面优化产业链势在必行。从数据底座构建、核心知识图谱挖掘、兼容传统产业链知识3个方面,阐述了基于图论的产业网络知识图谱的构建过程,以实现产业优化升级与模拟仿真。分析了产业网络知识图谱的应用场景和优势,并给出了其在集成电路行业的应用案例。
China has the largest industrial scale and the most abundant industry type among the world.However
due to the influence of many factors
it is necessary to discover the blocking and breakpoints of the industrial chain
identify the stuck points
find alternative channels
and comprehensively optimize the industry.Then
this article explained the construction process of the industry knowledge graph from three aspects: data base construction
core knowledge graph mining
and compatibility with traditional industry chain knowledge.Finally the application scenarios and advantages of industry knowledge graph was analyzed
and an application case was given in the integrated circuit industry.
GRIGORCHUK R , LEEMANN P H , NAGNIBEDA T . Lamplighter groups,de Brujin graphs,spider-web graphs and their spectra [J ] . Journal of Physics A:Mathematical and Theoretical , 2016 , 49 ( 20 ): 205004 .
LI X W , MA J M , YU J , et al . A structure-enhanced generative adversarial network for knowledge graph zero-shot relational learning [J ] . Information Sciences , 2023 , 629 : 169 - 183 .
CHEN H , DENG W W . Interpretable patent recommendation with knowledge graph and deep learning [J ] . Scientific Reports , 2023 ,13:2586.
KANG S , SHI L , ZHANG Z Y . Knowledge graph double interaction graph neural network for recommendation algorithm [J ] . Applied Sciences , 2022 , 12 ( 24 ): 12701 .
ZHOU Z W , TING Y H , JONG W R , et al . Knowledge management for injection molding defects by a knowledge graph [J ] . Applied Sciences , 2022 , 12 ( 23 ): 11888 .
CHOI J . Graph embedding-based domainspecific knowledge graph expansion using research literature summary [J ] . Sustainability , 2022 , 14 ( 19 ): 12299 .
ZHOU B , SHEN X W , LU Y Q , et al . Semantic-aware event link reasoning over industrial knowledge graph embedding time series data [J ] . International Journal of Production Research , 2023 , 61 ( 12 ): 4117 - 4134 .
CHU Y F , DAI M M . Research on risk spread model of industrial chain [J ] . Grey Systems:Theory and Application , 2014 , 4 ( 2 ): 328 - 338 .
WORLD L . Recent progress of the integrated circuit industry in China overview of the manufacturing industry [J ] . Journal of Microelectronic Manufacturing , 2019 , 3 ( 3 ): 1 - 8 .
Lithotechsolutions World . Current status of the integrated circuit industry in China [J ] . Journal of Microelectronic Manufacturing , 2018 , 1 ( 1 ): 1 - 8 .
0
Views
427
下载量
0
CSCD
Publicity Resources
Related Articles
Related Author
Related Institution
京公网安备11010802024621