相关实验视频
Updated: Jan 17, 2026

12:44
Watershed Planning within a Quantitative Scenario Analysis Framework
Published on: July 24, 2016
8.4K
[河流域水质分析,评估和预测模型]
Jing-Xin Zhang1, Qing-Wang Cai1, Zi-Yi Kang1
1School of Civil Engineering, Chang'an University, Xi'an 710061, China.
Huan jing ke xue= Huanjing kexue
|September 17, 2025
概括
河水质面临着持续的有机和营养污染,季节和空间差异很大. 机器学习模型准确地预测水质,帮助黄河流域的生态保护工作.
科学领域:
- 环境科学 环境科学
- 评估水质水质的评估.
- 生态监测 生态监测
背景情况:
- 河是黄河的一个重要支流,对该流域的生态健康和发展至关重要.
- 现有的水质评估需要对时空动态和污染驱动因素进行全面分析.
研究的目的:
- 用新的水质指数 (WQI-DET) 综合评估威河流域的水质状况和时空差异.
- 识别主要污染物及其驱动因素,并开发准确的水质预测模型.
主要方法:
- 利用差异分析方法和主要组件分析来评估水质和识别污染物.
- 使用地理探测器来分析驱动因素和机器学习算法 (COA+BP,VMD+CNN-GUR-SE) 用高频监控数据进行模拟和预测.
主要成果:
- 识别了显著的有机,营养 (),六价和污染,具有较差的生物降解性和不平衡的营养结构.
- 观察到水质的显著时空变化,有季节性模式和污染物在排水道上的积累.
- 确定农业非点源和家庭废水作为主要污染源,工业污染影响了一些支流.
结论:
- 近年来,河的水质并没有从根本上得到改善,受人类活动和自然条件的影响.
- 机器学习模型,特别是VMD+CNN-GUR-SE模型,在模拟和预测WQI-DET.中表现出高准确度.
- 使用先进模型进行准确的水质预测对于有效的生态保护和维河流域管理至关重要.
相关概念视频
Quality of Water
504
In concrete preparation, the quality of water is paramount as it affects the strength and durability of the concrete. Potable water is usually preferred; however, it must not have excessive sodium or potassium to prevent compromising the concrete's integrity. Water quality is typically evaluated based on impurities such as dissolved solids, chlorides, and sulfates, and its pH value is ideally between 6 and 8. Even slightly acidic natural water may be acceptable unless it contains harmful...
504
Testing Water Quality
369
When the quality of water for concrete preparation is uncertain, its impact on the setting time of cement and compressive strength of mortar is assessed by comparison with de-ionized or distilled water benchmarks. American Society for Testing and Materials (ASTM) C1602 requires the setting times to be within 90 minutes of the control, British Standard (BS) 3146:1980 allows a 30-minute variance in the initial setting, while British Standards European Norm (BS EN) 1008 specifies initial setting...
369
Weir: Problem Solving
454
Water flow in open channels is often measured using hydraulic structures such as weirs, which allow precise calculation of discharge. In a rectangular channel, flow rates are measured using three types of weirs: rectangular sharp-crested, triangular sharp-crested, and broad-crested. The weir head is set at a fixed height above the channel bottom, simplifying calculations and enabling the relationship between depth and flow rate to be analyzed.For the rectangular sharp-crested weir, the flow...
454
Typical Model Studies
620
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.
620
Design Example: Analyzing Capacity Contours for Flood Risk Assessment
286
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...
286
Weir
460
A weir is a hydraulic structure designed to partially obstruct an open channel, enabling precise control and measurement of water flow. By forcing water to flow over or through it, a weir allows for accurate determination of discharge rates, making it an essential tool in water resource management. These structures are extensively used in regulating river flows, irrigation systems, and flood control channels.Types of Weirs and Their FeaturesWeirs are categorized primarily into sharp-crested and...
460

