相关实验视频
Updated: May 26, 2025

12:44
Watershed Planning within a Quantitative Scenario Analysis Framework
Published on: July 24, 2016
7.9K
日本的历史降水和洪水损害:功能数据分析和模型评估
Atsushi Wakai1, Yasuaki Hijioka2, Masayuki Yokozawa3
1Institute for Agro-Environmental Sciences, National Agriculture and Food Research Organization, Tsukuba, Ibaraki, Japan.
PloS one
|February 25, 2025
概括
气候变化增加了天气灾害. 功能数据分析准确地模拟了降水和洪水损害,显示了由于河流开发项目的近期预测准确度的改进.
科学领域:
- 环境科学 环境科学
- 气候科学 气候科学
- 水文学的水文学
背景情况:
- 气候变化正在增加极端天气事件和大规模洪水灾害.
- 准确预测未来的洪水损害对于风险管理至关重要.
- 历史降水和洪水损害的统计建模对于准确的预测至关重要.
研究的目的:
- 应用功能数据分析来建模历史降水和洪水损害之间的关系.
- 为了比较功能数据分析模型与简单线性回归的准确性.
- 调查洪水损害预测准确性的时间趋势.
主要方法:
- 用功能数据分析来建模每日降水量和每日洪水损害.
- 利用了国家洪水损害统计数据和高分辨率降雨数据 (1公里网格) 的数据.
- 模型的评估是基于它们在估计年度洪水损害和个别洪水事件方面的准确性.
主要成果:
- 功能数据分析模型的表现明显优于简单线性回归.
- 与单个洪水事件相比,新模型在估计年度洪水损失总额时的准确性大约是四倍.
- 近年来,预测准确度有所提高,这表明降雨对洪水损害的影响越来越大.
结论:
- 功能数据分析提供了一种更准确的方法来建模降水-洪水损害关系.
- 河流开发项目的改进可能间接影响了洪水损害水平.
- 这些发现强调了在气候变化影响评估中考虑时间动态的重要性.
相关概念视频
Design Example: Analyzing Capacity Contours for Flood Risk Assessment
36
Flood risk assessment involves careful planning and analysis to ensure the safety of communities near water retention structures. Capacity contours are a vital tool in this process, as they illustrate the potential spread of water at specific levels in a given area. In the context of building a bund across a small valley, these contours play a critical role in evaluating the safety of nearby residential areas.In this example, the bund is intended to store stormwater in the valley. The engineers...
36
Design Example: Creating a Hydraulic Model of a Dam Spillway
116
Scaled hydraulic models of dam spillways provide a practical way to replicate and study the intricate flow dynamics of these structures. Often built to a 1:15 ratio, these models allow for observing critical water behavior, such as velocity distribution, flow patterns, and energy dissipation.
116
Applications of GIS: Disaster Management and Emergency Response
32
Geographic Information System (GIS) technology is essential for risk identification, action prioritization, and resource optimization in critical situations like flooding and earthquakes. By integrating spatial and demographic data, GIS provides a comprehensive framework for emergency response.GIS integrates data layers, like rainfall intensity, topography, elevation profiles, and river levels, to model high-risk flood zones. These layers assess areas susceptible to flooding based on their...
32
Responses to Drought and Flooding
10.6K
Water plays a significant role in the life cycle of plants. However, insufficient or excess of water can be detrimental and pose a serious threat to plants.
10.6K
Precipitation and Co-precipitation
1.6K
Precipitation and coprecipitation methods can be used to separate a mixture of ions in a solution. In qualitative inorganic analysis, ions that form sparingly soluble precipitates with the same reagent are separated based on the differences in solubility products. For example, consider the separation of Cu(II) and Fe(II) ions by precipitation as insoluble sulfides. First, copper(II) sulfide is precipitated by the addition of acidic H2S, where the dissociation of H2S is suppressed. Adding H2S...
1.6K
Typical Model Studies
297
Fluid mechanics model studies often utilize scaled-down systems to predict fluid behavior in full-scale environments, such as river flows, dam spillways, and structures interacting with open surfaces. Maintaining Froude number similarity in river models is crucial, as it replicates surface flow features like wave patterns and velocities.
297

