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一种知识图构建方法,用于对节水项目报告的合规性审查
Zelin Ding1, Zhefei Fan1, Yuanfeng Hao2
1North China University of Water Resources and Electric Power, Zhengzhou City, Henan Province, China.
PloS one
|January 12, 2026
概括
本研究引入了知识图法,以改进水资源保护报告合规性审查. 它提高了"智能节水"数字化转型的效率和准确性.
科学领域:
- 土木工程 土木工程是指土木工程.
- 计算机科学 计算机科学
- 信息科学 信息科学 信息科学
背景情况:
- 对节水项目的手动合规性审查面临效率和准确性挑战.
- 在节水领域的数字化转型需要先进的数据处理方法.
研究的目的:
- 开发知识图构建方法,用于自动化对节水项目报告的合规性审查.
- 加强"智能水资源保护"倡议的数字化转型.
主要方法:
- 使用自然语言处理 (NLP) 与BERT-BiLSTM-CRF用于对关键参数和条款的命名实体识别.
- 使用无上下文文法 (CFG) 进行关系解析和语义标签,以创建结构化知识三重组.
- 实现了Neo4j图形数据库和Py2neo工具包,用于有效存储和动态更新知识图.
主要成果:
- 拟议的方法准确地确定工程参数和规范条款.
- 实现了对节水信息的结构化知识表示.
- 使用Neo4j和Py2neo证明了知识图的有效存储和动态更新.
结论:
- 知识图法显著提高了节水项目报告合规性审查的效率和准确性.
- 为节水项目的数字化转型提供技术支持.
- 为节水行业的智能发展做出贡献.
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