一种机器学习方法,用于预测和定位因管道特性而导致的下水道网络的故障和损坏点
Mohammad Reza Goodarzi1, Majid Vazirian2
1Department of Civil Engineering, Yazd University, Yazd, Iran
Journal of water and health
|April 1, 2024
概括
这项研究表明,人体洞附近的位置显著影响了下水道管道故障 (SPF). 支持矢量机器 (SVM) 模型准确地预测这些故障,突出了人孔位置在基础设施维护中的重要性.
科学领域:
- 土木工程 土木工程是指土木工程.
- 环境工程 环境工程
- 数据科学数据科学数据科学
背景情况:
- 污水系统是处理废水的关键城市基础设施.
- 污水管道故障 (SPF) 造成重大干扰和安全问题.
- 排水口附近对SPF的影响是一个研究不足的领域.
研究的目的:
- 为了调查人孔附近对下水道管道故障的影响.
- 使用机器学习开发SPF的预测模型.
- 在这种情况下,评估支持矢量机 (SVM) 算法的性能.
主要方法:
- 使用监督机器学习算法,特别是支持矢量机器 (SVM).
- 开发了一个预测模型,包含管道材料,年龄,斜率和深度等参数.
- 评估了模型在近似估计人孔附近对SPF影响的准确性.
主要成果:
- 支持矢量机器 (SVM) 模型在预测下水道管道故障方面取得了84%的准确性.
- 该研究成功地证明了人孔附近对管道故障概率的重大影响.
- 开发的模型有效地近似了通道洞对SPF发生的影响.
结论:
- 人口附近的距离是影响下水道管道故障的关键因素.
- 支向量机 (SVM) 是一个可行的和准确的工具,用于预测SPF,考虑到人孔效应.
- 调查结果可以为更好的城市基础设施管理和下水道系统的维护策略提供信息.
更多相关视频
07:15Machine Learning Algorithms for Early Detection of Bone Metastases in an Experimental Rat Model
Published on: August 16, 2020
6.8K
06:45Design and Application of a Fault Detection Method Based on Adaptive Filters and Rotational Speed Estimation for an Electro-Hydrostatic Actuator
Published on: October 28, 2022
1.6K
相关概念视频
Plane Potential Flows
380
Plane potential flows simplify fluid motion by assuming the fluid to be irrotational and incompressible. These characteristics allow these flows to be described by a velocity potential function, ϕ, representing the flow speed in a given direction, and a stream function, ψ, that visualizes the flow path, both governed by Laplace's equation. These parameters help in estimating flow patterns, velocity distributions, and pressure fields around various hydraulic structures.
Uniform...
Uniform...
380
Design Example: Alignment of a Road Line Using GIS
48
The alignment of a road line using Geographic Information Systems (GIS) is a critical process in civil engineering, combining advanced technology with practical decision-making. This methodology begins with the collection of geospatial data, including information on land cover, geomorphology, drainage patterns, slope, and contour details. Such data is typically acquired through satellite imagery and GIS tools, offering a comprehensive understanding of the terrain.Once the data is gathered, it...
48
Applications of GIS: Disaster Management and Emergency Response
77
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...
77
Typical Model Studies
358
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.
358
Levels of Use of a GIS
50
Geographic Information Systems (GIS) operate across three levels of application, each representing an increasing degree of complexity: data management, analysis, and prediction. These levels reflect the expanding functionality and versatility of GIS technology in handling spatial data for diverse purposes.Data ManagementAt its foundational level, GIS serves as a tool for data management, enabling the input, storage, retrieval, and organization of spatial data. This level is often employed in...
50
Multiple Pipe Systems
752
Multipipe systems consist of complex configurations of interconnected pipes designed to transport fluids efficiently across intricate networks. They are essential in engineering applications requiring precise control over flow distribution, pressure, and head loss. They are categorized into series, parallel, loop, and network configurations, each distinguished by unique flow characteristics and applications.
Series Configuration
In a series configuration, fluid flows sequentially from one pipe...
Series Configuration
In a series configuration, fluid flows sequentially from one pipe...
752
