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在城市排水系统中优化和评估传感器网络的新框架

Yue Zheng¹, Xiaoming Jin², Jun Wei³

¹The Institute of Municipal Engineering, Zhejiang University, Hangzhou, China.

|November 29, 2024

概括

优化城市排水系统 (UDS) 的传感器网络,使用信息理论和矩阵完成,改善洪水预测. 该框架加强了城市洪水的UDS管理和预警系统.

科学领域:

环境工程环境工程
水文学的水文学
传感器网络传感器网络

背景情况:

有效的城市排水系统 (UDS) 管理对于监测运行状态和实现城市洪水预警至关重要.
传感器网络对于具有成本效益和可持续的UDS管理至关重要,但传感器网络性能评估经常被忽视.

研究的目的:

提出一个全面的框架,以优化传感器的放置和评估传感器网络性能在UDS.
通过整合传感器选择的信息理论和性能评估的矩阵完成来解决研究中的差距.

主要方法:

利用信息理论来量化UDS中的传感器节点之间的信息内容和冗余性.
采用矩阵完成算法来评估传感器网络在运行状态感知和洪水风险评估方面的性能.
通过对城市排水系统的案例研究验证了框架.

主要成果:

信息理论有效地代表了信息量和冗余性,使得传感器网络的最佳选择成为可能.
矩阵完成精确评估了网络性能,通过四个传感器实现33%的运行状态感知错误和76%的洪水风险评估精度.
将传感器增加到8个,将误差降低到29%,精度提高到82%,证明了算法的有效性.

结论:

拟议的框架为传感器网络优化和在UDS中的性能评估提供了一个强大的方法.
矩阵完成是评估传感器网络有效性的快速而准确的工具.
这项研究有助于推进城市洪水风险预警和可持续的UDS管理.

关键词:

信息理论是信息理论.完成矩阵的完成.传感器网络评估评价传感器网络评估传感器位置优化传感器位置优化城市排水系统城市排水系统城市洪水城市洪水

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