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基于知识图谱的水工程联合调度计算方案生成技术研究--陈胜,刘业森,魏耀丽
摘要:
基于知识图谱的水工程联合调度计算方案生成技术研究--陈胜,刘业森,魏耀丽
摘要:
分类:2022年第02期(总第167期)
发布: 2022-05-08 15:51:44
陈 胜1,2,刘业森1,2,魏耀丽3
(1.中国水利水电科学研究院,北京 100038;
2.水利部防洪抗旱减灾工程技术研究中心,北京 100038;
3.北京慧盟信通技术发展有限公司,北京 100036)
摘 要:人工方法构建水工程联合调度计算方案工作效率低且容易产生人为错误,为了更好地生成水工程联合调度计算方案,研究和探索如何应用知识图谱技术实现计算方案的自动生成。研究领域知识图谱概念和物理2种模型的构建,以及知识图谱存储、检索和推理方法,并以淠河流域为例应用专题知识图谱的检索、推理方法,将检索和推理结果存储为规定的数据内容和格式,即所需的水工程联合调度计算方案。研究表明:专题知识图谱是构建水工程联合调度计算方案的信息载体,专题知识图谱的检索、推理是水工程联合调度计算方案自动生成的主要方法。相对于传统人工方法,基于知识图谱技术生成大规模的水工程联合调度计算方案更加准确和高效。
关键词:知识图谱;水工程;联合调度;计算方案;方案生成;概念模型;物理模型;知识推理
Research on water conservancy engineering joint regulation scheme based on knowledge graph
CHEN Sheng1,2,LIU Yesen1,2,WEI Yaoli3
(1. China Institute of Water Resources and Hydropower Research, Beijing 100038, China;
2. Research Center on Flood and Drought Disaster Reduction, Ministry of Water Resources, Beijing 100038, China;
3. Beijing HMXT Development Co., Ltd., Beijing 100036, China)
Abstract: Construction of the water conservancy engineering joint scheduling calculation scheme by artificial method is inefficient and prone to human error. In order to better generate the scheduling scheme, knowledge graph technology is explored to automatically generate the scheme. This paper studies two models of knowledge graph with regarding to the concept and physical one, and moreover indicates the storage, retrieval and inference of knowledge graph. Taking the Pi River basin as an example, the retrieval and inference method of the domain knowledge graph is applied, and the results, in the other words, the joint scheduling schemes, are stored as the specified data content and data format. Research shows that the domain knowledge graph is the information carrier of the water conservancy engineering joint scheduling calculation scheme, and the retrieval and inference of domain knowledge graph is the main method of automatic generation of water conservancy engineering joint scheduling calculation scheme. Compared with the traditional artificial method, it is more accurate and efficient.
Key words: knowledge graph;water conservancy engineering;joint scheduling;calculation scheme; scheme generation;conceptual model;physical model;knowledge inference
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