情报科学 ›› 2024, Vol. 42 ›› Issue (8): 164-173.

• 业务研究 • 上一篇    下一篇

基于结构-功能语义关联的技术机会识别研究

  

  • 出版日期:2024-08-01 发布日期:2024-11-05

  • Online:2024-08-01 Published:2024-11-05

摘要: 【目的/意义】当前研究主要从主题识别及演化和技术组合角度识别技术机会,尚需从更细粒度的技术要素 间“结构-功能”关联角度提高准确性和结果可解释性。【方法/过程】首先基于实体关系抽取方法获取结构-功能技 术要素实体以及实体间的多种关系,并对功能实体进行聚类整合;然后,基于结构-功能语义关联构建知识图谱,将 其中与功能具有直接语义关联的结构和结构组合视为技术机会,并采用链路预测模型KG-Predict进行技术机会识 别和结果评估;最后,通过获取技术机会在知识图谱中的链路来得到技术机会实现路径。【结果/结论】以扫地机器 人领域为例,得到技术机会识别结果评估指标MRR为0.135,Hits@10为0.265,分别比未使用技术要素间语义关联 的方法提高了0.064和0.123,证明了本文方法的有效性。此外,根据技术机会实现路径得到了技术机会详细解释。 【创新/局限】从结构-功能视角识别技术机会,结合知识图谱得到技术机会实现路径。后续可继续细化结构关系并 选用更好的模型提高准确性。

Abstract: 【Purpose/significance】The current research mainly identifies technological opportunities from the perspective of topic rec⁃ ognition and evolution and technology combination, but it is still needed to improve the accuracy and interpretability of results from the perspective of more granular "structure-function" correlation among technological elements【. Method/process】In this paper, based on the entity relationship extraction method, the structure-functional technical element entities and the various relationships between entities are obtained, and the functional entities are clustered and integrated. Then, this paper constructs a knowledge graph based on structure-function semantic association, and regards the structure and structure combination with direct semantic association with function as technical opportunities, and uses the link prediction model KG-Predict to identify technical opportunities and evaluate the results. Finally, the path of technology opportunity realization is obtained by obtaining the link of the technology opportunity in the knowledge graph【. Result/conclusion】This paper uses patent data in the field of vacuum cleaning robot for empirical analysis, and the experimental results show that the MRR evaluation index for technological opportunity identification is 0.135, and Hits@10 is 0.265, which are 0.064 and 0.123 higher than that of the method without semantic correlation between technical elements, proving the effec⁃ tiveness of the research method in this paper. In addition, the technology opportunities are explained in detail according to the path to realization【. Innovation/limitation】Identify technology opportunities from the perspective of structure and function, and obtain the real⁃ ization path of technology opportunities based on the knowledge graph. Further studies can further refine the structural relationship and select better models to improve accuracy.