相关实验视频
Updated: Jul 5, 2025

12:44
Watershed Planning within a Quantitative Scenario Analysis Framework
Published on: July 24, 2016
8.0K
城市河流环境管理中的回收水量实时动态预测技术
Lina Zhang1, Chao Wang2, Wenbin Hu3
1School of Resources and Civil Engineering, Northeastern University, Liaoning, 110819, China.
Environmental research
|January 20, 2024
概括
准确的废水量预测对于城市水资源管理至关重要. 一个新的ML-CEEMDAN-LSTM模型通过整合机器学习与辅助集体实证模式分解与自适应噪音和长短期记忆网络来提高预测准确性.
科学领域:
- 环境科学 环境科学
- 水资源管理 水资源管理
- 数据科学数据科学数据科学
背景情况:
- 废水回收对于城市的水源安全至关重要.
- 准确的废水量预测对于有效的水资源管理至关重要.
- 现有的预测模型面临诸如边界效应等挑战.
研究的目的:
- 开发一种先进的废水量预测技术.
- 提高水量预测的准确性和效率.
- 引入和评估废水预测的ML-CEEMDAN-LSTM模型.
主要方法:
- 开发了一个滚动预测分解组合方案.
- 机器学习 (ML) 模型与辅助集体实证模式分解与适应噪声 (CEEMDAN) 集成.
- 长短期记忆 (LSTM) 网络被用于子信号预测和组合.
主要成果:
- ML-CEEMDAN-LSTM模型的性能始终优于未分解的ML模型.
- 混合型ML-CEEMDAN-LSTM模型在不同季节显示出与CEEMDAN-LSTM模型相比更高的性能.
- 在测试中,线性回归 (LR) 在单个ML模型中表现最好.
结论:
- ML-CEEMDAN-LSTM模型为回收水量预测提供了可靠和准确的方法.
- 该方法解决了数据分解中的边界效应挑战.
- 这些发现支持通过增强的预测来改善水环境管理.
相关概念视频
Rapidly Varying Flow
63
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...
63
Conservation of Mass in Moving, Nondeforming Control Volume
1.1K
Stormwater detention basins are essential in managing runoff during heavy rainfall, particularly in urban areas where impervious surfaces increase the risk of flooding. Understanding the conservation of mass in these systems allows engineers to optimize basin performance, balancing inflow, outflow, and water storage.
In the context of a detention basin, the conservation of mass states that the total mass of water entering the basin must equal the mass leaving the basin plus any accumulation of...
In the context of a detention basin, the conservation of mass states that the total mass of water entering the basin must equal the mass leaving the basin plus any accumulation of...
1.1K
Design Example: Analyzing Capacity Contours for Flood Risk Assessment
47
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...
47
Typical Model Studies
359
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.
359
Applications of GIS: Disaster Management and Emergency Response
87
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...
87
Design Example: Creating a Hydraulic Model of a Dam Spillway
179
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.
179

