相关实验视频
Updated: Mar 9, 2026

12:44
Watershed Planning within a Quantitative Scenario Analysis Framework
Published on: July 24, 2016
8.7K
基于机器学习的历史每日和每月的劳伦斯大湖流水的重建
Rohini S Gupta1, Sungwook Wi2, Scott Steinschneider2
1Department of Biological and Environmental Engineering, Cornell University, Ithaca, NY, USA. rg727@cornell.edu.
Scientific data
|March 7, 2026
概括
本研究使用长短期记忆 (LSTM) 模型重建了大湖盆地的每日流量,为水资源管理和气候变化影响评估提供了关键数据.
科学领域:
- 水文学 水文学
- 气候科学 气候科学
- 水资源管理 水资源管理
背景情况:
- 高质量的溪流数据对于大湖水资源规划至关重要.
- 观察到的流量记录受到不一致的地表水量表可用性限制.
- 需要准确的历史数据来理解湖水位动态.
研究的目的:
- 为大湖盆地 (1951-2013) 创建连续的每日溪流重建.
- 为了估计每月流入大湖的水量.
- 支持水资源管理和气候变化影响研究.
主要方法:
- 开发了一个区域长期短期记忆 (LSTM) 模型.
- 综合当地气候数据,水域特征和附近的下水观测.
- 将模型应用于656个测量地点和五个大湖.
主要成果:
- 从1951年至2013年为656个站点生成连续的每日流量数据集.
- 估计每月流入高级湖,密歇根-休伦湖,圣克莱尔湖,埃里湖和安大略省的流水量.
- 该模型成功地整合了各种数据源来进行流量重建.
结论:
- 重建的溪流数据集增强了当地水资源分析能力.
- 每月的排水估计提高了大湖的历史水平衡评估.
- 这些数据为了解气候变化中的湖泊水位变化提供了关键的背景.
更多相关视频
相关概念视频
Modeling and Similitude
699
Scaled modeling is a fundamental technique in engineering, enabling the study of large and complex systems by creating smaller, manageable replicas that recreate critical characteristics of the original. In hydrology and civil infrastructure, for example, scaled models of dams help analyze water flow, turbulence, and pressure. This method allows for accurate predictions of real-world behavior within a controlled environment, significantly reducing the cost and time involved in full-scale...
699
Design Example: Analyzing Capacity Contours for Flood Risk Assessment
347
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...
347
Precipitation Gravimetry
15.8K
Precipitation gravimetry is based on converting an analyte into a sparingly soluble precipitate, which is separated by filtration and weighed. An ideal precipitate should be pure, insoluble, of known composition, and easily filtered from the reaction mixture.
In determining nickel by gravimetric analysis, a precipitant of ethanolic dimethylglyoxime is added to a hot nickel salt solution. This is quickly followed by the dropwise addition of dilute ammonia solution until precipitation occurs. A...
In determining nickel by gravimetric analysis, a precipitant of ethanolic dimethylglyoxime is added to a hot nickel salt solution. This is quickly followed by the dropwise addition of dilute ammonia solution until precipitation occurs. A...
15.8K
Typical Model Studies
667
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.
667
Design Example: Creating a Hydraulic Model of a Dam Spillway
829
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.
829
Precipitation Processes
6.4K
The experimental conditions in a gravimetric analysis should be optimized to maximize the particle size and purity of the obtained precipitate. Ideally, the concentration of the precipitating reagent should be low with effective stirring to maintain low relative supersaturation for the growth of large crystals. In homogeneous precipitation, the precipitant is slowly generated by a chemical reaction in the solution to avoid local reagent excesses. For example, urea decomposes gradually to...
6.4K

