相关实验视频
Updated: Sep 13, 2025

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Watershed Planning within a Quantitative Scenario Analysis Framework
Published on: July 24, 2016
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卡梅尔什:一个大型样本每小时的水气气象数据集和CONUS的流域规模属性
Vinh Ngoc Tran1, Donghui Xu2, Tam Van Nguyen3
1Department of Civil and Environmental Engineering, University of Michigan, Ann Arbor, MI, USA. vinhtn@umich.edu.
Scientific data
|July 28, 2025
概括
介绍CAMELSH,这是美国第一个每小时大样本水气气象数据集. 该资源支持用于洪水预测的机器学习,并推进数据驱动的水文研究.
科学领域:
- 水文学 水文学
- 气象学 天气学
- 数据科学数据科学数据科学
背景情况:
- 大样本水文研究需要高分辨率的数据.
- 现有的数据集往往缺乏每小时的分辨率或全面的属性.
研究的目的:
- 介绍CAMELSH,这是美国接壤的第一个每小时大样本水气气象数据集.
- 提供符合FAIR的数据集,支持机器学习和数据驱动的水文研究.
主要方法:
- 来自NLDAS-2的综合每小时气象数据,涵盖9,008个水域.
- 来自GAGES-II和HydroATLAS的纳入的采集区属性.
- 包括45年 (1980-2024) 的3,166个水域的每小时流量数据.
主要成果:
- 开发了CAMELSH,一个新型数据集,包含11个气象变量和634个采集区属性.
- 计算了九个与降水,蒸发,季节性和雪分数相关的气候指数.
- 该数据集涵盖了各种气候,水文和人为条件.
结论:
- "CAMELSH"是此类第一个每小时大样本数据集.
- 促进机器学习应用程序的短期流量 (洪水) 预测.
- 在多个时间尺度上推进数据驱动的水文研究.
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