相关实验视频
Updated: Jun 7, 2025

12:44
Watershed Planning within a Quantitative Scenario Analysis Framework
Published on: July 24, 2016
8.0K
估计水库水质变量的垂直概况:应用遥感数据和机器学习技术
Farnaz Sadat Shahi1, Mohammad Reza Nikoo2, Sadegh Vanda3
1School of Civil Engineering, College of Engineering, University of Tehran, Tehran, Iran.
The Science of the total environment
|November 16, 2024
概括
本研究引入了一种使用机器学习和遥感的新方法,用于准确评估水库的垂直水质概况. 该方法有效地模拟了水温,溶解氧,pH和叶绿素a,改善了水库管理.
科学领域:
- 环境科学 环境科学
- 遥感 遥感 遥感 遥感
- 水资源管理 水资源管理
背景情况:
- 准确的水库水质监测对于管理至关重要.
- 目前的遥感方法仅限于地表水质量变量 (WQV).
- 对WQV的垂直分析对于了解水库分层和健康状况至关重要.
研究的目的:
- 开发一种新的,高效的方法来评估水库中WQV的垂直形状.
- 在评估中使用分层和形状形状作为事先的知识.
- 使用机器学习和遥感数据估计WQV配置参数.
主要方法:
- 在WQV的垂直形状上安装适当的功能.
- 使用机器学习技术估计函数参数,输入:日,最大深度和遥感数据.
- 应用PAWN灵敏度分析来确定对垂直配置文件的输入影响.
主要成果:
- 这种新的方法准确地预测了水温,溶解氧,pH和叶绿素a的垂直概况.
- 测试数据上的相应WQV的平均绝对误差为0.28°C,0.25 mg/L,0.052和0.33 μg/L.
- PAWN的分析证实,卫星数据影响了表面和更深层的WQV估计.
结论:
- 开发的方法提供了一种可靠和有效的方式来评估水库中的垂直WQV配置文件.
- 这种方法提高了遥感数据的实用性,用于全面监测水质.
- 这些发现支持通过详细的垂直水质洞察来改进水库管理策略.
相关概念视频
Multiple Regression
2.9K
Multiple regression assesses a linear relationship between one response or dependent variable and two or more independent variables. It has many practical applications.
Farmers can use multiple regression to determine the crop yield based on more than one factor, such as water availability, fertilizer, soil properties, etc. Here, the crop yield is the response or dependent variable as it depends on the other independent variables. The analysis requires the construction of a scatter plot...
Farmers can use multiple regression to determine the crop yield based on more than one factor, such as water availability, fertilizer, soil properties, etc. Here, the crop yield is the response or dependent variable as it depends on the other independent variables. The analysis requires the construction of a scatter plot...
2.9K
Rapidly Varying Flow
51
Rapidly varying flow (RVF) in open channels is characterized by abrupt changes in flow depth over a short distance, with the rate of depth change relative to distance often approaching unity. These flows are inherently complex due to their transient and multi-dimensional nature, making exact analysis difficult. However, approximate solutions using simplified models provide valuable insights into their behavior.Key Features of Rapidly Varying FlowRVF is commonly observed in scenarios involving...
51
Profile Leveling and Cross Sections
128
Profile leveling and cross-sections are surveying methods used to determine and document terrain elevations for infrastructure projects such as highways, railroads, canals, and pipelines. These methods provide data for earthwork planning and alignment of proposed routes. Profile leveling involves measuring elevations along a fixed line to create a vertical terrain profile. A surveyor sets up a leveling instrument at the benchmark (BM) and records a backsight (BS) to determine the...
128
Residuals and Least-Squares Property
7.3K
The vertical distance between the actual value of y and the estimated value of y. In other words, it measures the vertical distance between the actual data point and the predicted point on the line
If the observed data point lies above the line, the residual is positive, and the line underestimates the actual data value for y. If the observed data point lies below the line, the residual is negative, and the line overestimates the actual data value for y.
The process of fitting the best-fit...
If the observed data point lies above the line, the residual is positive, and the line underestimates the actual data value for y. If the observed data point lies below the line, the residual is negative, and the line overestimates the actual data value for y.
The process of fitting the best-fit...
7.3K
Design Example: Analyzing Capacity Contours for Flood Risk Assessment
40
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...
40

