基于知识图谱的家具产业链构建方法研究
Research on Furniture Industry Chain Construction Method Based on Knowledge Graph
DOI: 10.12677/orf.2024.142137, PDF,    科研立项经费支持
作者: 武倩倩, 李雪莲:浙江理工大学艺术与设计学院,浙江 杭州;方志坚:浙江理工大学信息学院,浙江 杭州
关键词: 家具产业链知识图谱可持续性数据整合智能决策Furniture Industry Chain Knowledge Graph Sustainability Data Integration Intelligent Decision
摘要: 本研究针对家具产业链中存在的信息孤岛、供应链不透明等问题,探索了一种基于知识图谱的家具产业链构建方法。首先,我们采用品类划分法结合家具产业特征将家具产业知识和家具产业链节点进行梳理与整合;其次,我们引入了实体识别与关系建模的发方法,通过利用知识图谱技术,对家具产业链中的关键实体进行精准识别,并建模知识实体之间的关系与属性网络,同时运用智能化决策与优化算法,为不同产业提供高效决策建议,从而推动家具产业链的创新发展;最后以坐具品类为例,验证了该方法显著提高了家具产业链信息处理速度和准确性,进一步推动了资源的合理配置,从而在创新方面取得了积极的成果。
Abstract: Aiming at the problems of information island and opaque supply chain in furniture industry chain, this paper explores a method of furniture industry chain construction based on knowledge graph. First of all, we use the category division method combined with the characteristics of furniture industry to sort out and integrate the furniture industry knowledge and furniture industry chain nodes; secondly, we introduce the development method of entity recognition and relationship modeling. By using knowledge graph technology, we accurately identify key entities in the furniture industry chain, and model the relationship and attribute network among knowledge entities. At the same time, intelligent decision-making and optimization algorithms are used to provide efficient decision-making suggestions for different industries, so as to promote the innovation and development of the furniture industry chain. Finally, taking the furniture category as an example, it is verified that the method significantly improves the information processing speed and accuracy of the furniture industry chain, further promotes the reasonable allocation of resources, and thus achieves positive results in innovation.
文章引用:武倩倩, 李雪莲, 方志坚. 基于知识图谱的家具产业链构建方法研究[J]. 运筹与模糊学, 2024, 14(2): 314-321. https://doi.org/10.12677/orf.2024.142137

参考文献

[1] 张吉祥, 张祥森, 武长旭, 赵增顺. 知识图谱构建技术综述[J]. 计算机工程, 2022, 48(3): 23-37.
[2] 许多, 鲁旺平, 许瑞清, 等. 基于农业时空多模态知识图谱的水稻精准施肥决策方法[J]. 华中农业大学学报, 2023, 42(3): 281-292.
[3] 李叶叶, 李贺, 沈旺, 曹阳, 涂敏. 基于多源异构数据挖掘的在线评论知识图谱构建[J]. 情报科学, 2022, 40(2): 65-73 98.
[4] 蒲天骄, 谈元鹏, 彭国政, 等. 电力领域知识图谱的构建与应用[J]. 电网技术, 2021, 45(6): 2080-2091.
[5] 毛瑞彬, 朱菁, 李爱文, 等. 基于自然语言处理的产业链知识图谱构建[J]. 情报学报, 2022, 41(3): 287-299.
[6] 吴智慧, 徐伟, 陈于书, 等. GB/T 28202-2020. 家具工业术语[S]. 北京: 中国标准出版社, 2020.
[7] 罗欣, 周橙旻. 基于数据可视化技术的电商平台家具市场分析[J]. 家具, 2019, 40(6): 40-44.