通过多层网络在水分系统中检测和定位泄漏
Daniel Barros1, Ariele Zanfei2, Andrea Menapace3
1Universidade de Campinas, Cidade Universitária Zeferino Vaz, Campinas, 13083-970, Brazil.
Water research X
|December 17, 2024
概括
本研究引入了一种新的图形相关性和多层网络分析方法,用于检测和定位水分网 (WDNs) 中的泄漏. 该方法有效地识别异常并确定泄漏位置,改善WDN管理.
科学领域:
- 土木工程 土木工程是指土木工程.
- 网络科学 网络科学
- 水资源管理 水资源管理
背景情况:
- 由于其规模和复杂性,水分网面临越来越多的管理挑战,导致高故障风险.
- 有效的泄漏检测和定位对于保持WDN完整性和尽量减少水损失至关重要.
研究的目的:
- 提出一种方法用于WDN中泄漏检测和定位,使用图形相关性和多层网络分析.
- 通过识别故障和优化传感器放置来增强复杂WDNs的管理.
主要方法:
- 关联监控数据以创建时间图,并使用z-score和四分位数间范围算法对异常检测进行顶点分类.
- 采用多图形方法,将传感器数据和网络拓相结合,用于泄漏本地化.
- 使用动态时间扭曲来比较监控和模拟的泄漏数据,以识别潜在的泄漏地点.
主要成果:
- 该方法在泄漏开始后15分钟内成功检测出异常.
- 泄漏位置与实际泄漏位置相距50米的精度定位.
- 多层网络分析为泄漏位置,传感器覆盖范围提供了洞察力,并减少了对广泛液压模拟的需求.
结论:
- 拟议的图形相关性和多层网络分析方法对于在WDN中泄漏检测和定位是有效的.
- 这种方法为WDN管理提供了显著的优势,包括改进故障识别和降低模拟成本.
- 该研究证明了多层网络分析在优化WDN运营和维护方面的价值.
相关概念视频
Multiple Pipe Systems
415
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...
415
Plane Potential Flows
366
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...
366


