Knowledge Graph Construction for Patent Information in Offshore Wind Power Field

被引:0
作者
Zhu, Enjiang [1 ]
Liang, Yan [1 ]
Lv, Peng [2 ]
Liu, Jinjing [2 ]
Sun, Jianzhi [1 ]
机构
[1] Beijing Technol & Business Univ, Sch Comp Sci & Engn, Beijing 100048, Peoples R China
[2] Contemporary Amperex Technol Co Ltd, Beijing 100024, Peoples R China
来源
PROCEEDINGS OF 2024 CHINESE INTELLIGENT SYSTEMS CONFERENCE, VOL II, CISC 2024 | 2024年 / 1284卷
关键词
Offshore Wind; Patent Data; Knowledge Graph Construction; Neo4j Database;
D O I
10.1007/978-981-97-8654-1_3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Facing the massive growth trend in patent text, high-quality patent analysis encounters significant challenges. To address the difficulties in processing and analyzing offshore wind power domain patent data, we constructed a patent knowledge graph based on data obtained from the internet. Initially, we retrieved relevant patents from patent databases, organized and cleaned the patent abstracts and descriptions to extract structured data, which was then transformed into 'entity-lationship-entity' triples. For unstructured data, we used dependency parsing and semantic tagging to extract knowledge. Subsequently, we applied knowledge fusion techniques to disambiguate extracted entities and relationships, removing redundant and erroneous information to ensure knowledge quality. Finally, the processed data was stored in the Neo4j graph database for graphical visualization. This research method and technology application provide strong support and tools for exploring offshore wind power domain patent knowledge in depth, offering new perspectives for related research.
引用
收藏
页码:22 / 31
页数:10
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