Flood hazard assessment model based on ST-UNet

Haoran Ran
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Abstract

Frequent flooding disasters occur in China, including a number of very heavy rainfall events have brought great losses to the country and the people, and these sudden extreme weather events seriously threaten the lives and property safety of the people. The main research of this paper includes the stitching and processing technology of UAV images, the research and use of deep learning model, and the establishment of flood disaster assessment model. In this paper, a flood disaster assessment model based on ST-UNet and fuzzy integrated evaluation is proposed and experimentally validated. The results show that the model has high accuracy and practicality, and can provide scientific basis for flood warning and defense decision. The research results of this paper are of great practical significance and application value for strengthening flood disaster warning and emergency response capability. CCS CONCEPTS•Computing methodologies∼Modeling and simulation∼Simulation evaluation
基于ST-UNet的洪水灾害评价模型
中国洪涝灾害频发,包括多次特大暴雨事件,给国家和人民带来巨大损失,这些突发性极端天气事件严重威胁着人民群众的生命财产安全。本文的主要研究内容包括无人机图像的拼接与处理技术、深度学习模型的研究与应用、洪水灾害评估模型的建立。本文提出了一种基于ST-UNet和模糊综合评价的洪水灾害评价模型,并进行了实验验证。结果表明,该模型具有较高的准确性和实用性,可为洪水预警和防御决策提供科学依据。本文的研究成果对加强洪涝灾害预警和应急响应能力具有重要的现实意义和应用价值。CCS概念•计算方法~建模和仿真~仿真评估
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