Intelligent Flood Dispatching in River Basins Based on Knowledge Graphs
Aimed at regulating the water level during flood seasons, controlling the discharge and ensuring the power generation output, flood dispatching of cascade hydropower stations plays an important role in alleviating the flood control pressure in the lower reaches of the basins and protecting the life...
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| Format: | Article |
| Language: | zho |
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Editorial Office of Pearl River
2025-01-01
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| Series: | Renmin Zhujiang |
| Subjects: | |
| Online Access: | http://www.renminzhujiang.cn/thesisDetails?columnId=81422697&Fpath=home&index=0 |
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| _version_ | 1832586356608466944 |
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| author | SONG Wanli XIONG Xian YANG Haihua ZHU Sha FENG Yuwei WANG Zhaoli |
| author_facet | SONG Wanli XIONG Xian YANG Haihua ZHU Sha FENG Yuwei WANG Zhaoli |
| author_sort | SONG Wanli |
| collection | DOAJ |
| description | Aimed at regulating the water level during flood seasons, controlling the discharge and ensuring the power generation output, flood dispatching of cascade hydropower stations plays an important role in alleviating the flood control pressure in the lower reaches of the basins and protecting the life safety of residents. However, the information retrieval efficiency of traditional flood dispatching systems is low, and it is difficult to satisfy the requirement of unified management, centralized dispatching, and close coordination. To this end, this paper introduces the basic theory and technical methods of knowledge graphs. Meanwhile, by taking the cascade hydropower station in the Beipanjiang River Basin as an example, it analyzes the data such as basic performance parameters and dispatching procedures of the reservoir. Regular expression matching and the TF-IDF method are adopted to complete flood dispatching knowledge extraction and integration, and thus construct a flood dispatching rule library and scheme set. Additionally, a top-down approach is employed to build a knowledge graph for flood dispatching in the basin, facilitate information retrieval, and enable intelligent early warning and automatic scheme push for floods, thereby providing references for the construction of intelligent flood dispatching systems in basins. |
| format | Article |
| id | doaj-art-9f74e738d0cd455587bf8ae9b64e3e08 |
| institution | Kabale University |
| issn | 1001-9235 |
| language | zho |
| publishDate | 2025-01-01 |
| publisher | Editorial Office of Pearl River |
| record_format | Article |
| series | Renmin Zhujiang |
| spelling | doaj-art-9f74e738d0cd455587bf8ae9b64e3e082025-01-25T19:01:16ZzhoEditorial Office of Pearl RiverRenmin Zhujiang1001-92352025-01-0111981422697Intelligent Flood Dispatching in River Basins Based on Knowledge GraphsSONG WanliXIONG XianYANG HaihuaZHU ShaFENG YuweiWANG ZhaoliAimed at regulating the water level during flood seasons, controlling the discharge and ensuring the power generation output, flood dispatching of cascade hydropower stations plays an important role in alleviating the flood control pressure in the lower reaches of the basins and protecting the life safety of residents. However, the information retrieval efficiency of traditional flood dispatching systems is low, and it is difficult to satisfy the requirement of unified management, centralized dispatching, and close coordination. To this end, this paper introduces the basic theory and technical methods of knowledge graphs. Meanwhile, by taking the cascade hydropower station in the Beipanjiang River Basin as an example, it analyzes the data such as basic performance parameters and dispatching procedures of the reservoir. Regular expression matching and the TF-IDF method are adopted to complete flood dispatching knowledge extraction and integration, and thus construct a flood dispatching rule library and scheme set. Additionally, a top-down approach is employed to build a knowledge graph for flood dispatching in the basin, facilitate information retrieval, and enable intelligent early warning and automatic scheme push for floods, thereby providing references for the construction of intelligent flood dispatching systems in basins.http://www.renminzhujiang.cn/thesisDetails?columnId=81422697&Fpath=home&index=0flood dispatchingknowledge graphflood early warningauxiliary decision-making |
| spellingShingle | SONG Wanli XIONG Xian YANG Haihua ZHU Sha FENG Yuwei WANG Zhaoli Intelligent Flood Dispatching in River Basins Based on Knowledge Graphs Renmin Zhujiang flood dispatching knowledge graph flood early warning auxiliary decision-making |
| title | Intelligent Flood Dispatching in River Basins Based on Knowledge Graphs |
| title_full | Intelligent Flood Dispatching in River Basins Based on Knowledge Graphs |
| title_fullStr | Intelligent Flood Dispatching in River Basins Based on Knowledge Graphs |
| title_full_unstemmed | Intelligent Flood Dispatching in River Basins Based on Knowledge Graphs |
| title_short | Intelligent Flood Dispatching in River Basins Based on Knowledge Graphs |
| title_sort | intelligent flood dispatching in river basins based on knowledge graphs |
| topic | flood dispatching knowledge graph flood early warning auxiliary decision-making |
| url | http://www.renminzhujiang.cn/thesisDetails?columnId=81422697&Fpath=home&index=0 |
| work_keys_str_mv | AT songwanli intelligentflooddispatchinginriverbasinsbasedonknowledgegraphs AT xiongxian intelligentflooddispatchinginriverbasinsbasedonknowledgegraphs AT yanghaihua intelligentflooddispatchinginriverbasinsbasedonknowledgegraphs AT zhusha intelligentflooddispatchinginriverbasinsbasedonknowledgegraphs AT fengyuwei intelligentflooddispatchinginriverbasinsbasedonknowledgegraphs AT wangzhaoli intelligentflooddispatchinginriverbasinsbasedonknowledgegraphs |