<b>SWMM_triple.xlsx</b>

<b>This is a triplet dataset related to the </b><b>Storm water management model (</b><b>SWMM), mainly including fields such as </b><b><i>UID, theme, subclass of flood disaster, and software tools</i></b><b>. This dataset is based on academic literature related to flood disasters, and uses the BiLSTM-CRF model to extract SWMM entities. On this basis, articles that use the SWMM model to study flood disasters were screened, and the corresponding flood disaster subcategories, research themes, and software tools used were extracted with the help of natural language processing technology, </b><b> thereby obtaining an overall trend of studying flood disasters with the SWMM model.</b>本数据集为与雨水管理模型（Storm Water Management Model，SWMM）相关的三元组数据集，主要涵盖UID、研究主题、洪涝灾害子类别及软件工具等字段。本数据集基于洪涝灾害领域学术文献，采用双向长短期记忆网络-条件随机场（BiLSTM-CRF）模型提取SWMM相关实体。在此基础上，筛选出运用SWMM模型开展洪涝灾害研究的文献，并借助自然语言处理技术提取对应洪涝灾害子类别、研究主题及所用软件工具，最终得到基于SWMM模型的洪涝灾害研究整体态势。

搜集汇总

背景与挑战

背景概述

该数据集是一个与风暴雨水管理模型（SWMM）相关的三元组数据集，主要包含UID、主题、洪水灾害子类和软件工具等字段。它基于学术文献，利用BiLSTM-CRF模型和自然语言处理技术提取实体和属性，旨在分析使用SWMM研究洪水灾害的趋势。数据集发布于2024年，属于地球科学数据可视化领域，采用CC BY 4.0许可证。