无需交谈的团队合作:分布式系统评估在通信中断期间保持对智能城市排水系统的大致集中控制

IF 7.2 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL
Travis Adrian Dantzer, Branko Kerkez
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引用次数: 0

摘要

城市排水系统(UDS)的实时控制可以降低洪水风险,同时改善水质。然而,在通信中断期间,互联网连接的阀门和堰可能会成为一个负担。鉴于严重的风暴通常会导致洪水和通信故障,智能系统在这些事件中应对通信中断是至关重要的。我们提出了一种方法,通过在每个网络微控制器上托管整个系统的动态和状态的近似值来保持间歇性通信下UDS的近似集中预测控制。这使得单个微控制器可以从对整个系统的不完美理解中采取行动,即使它们好几天没有与中央服务器通信。我们表现出对通信中断的稳健性;在本案例研究中,当平均每7天报告一次时,保持集中控制。我们还研究了网络中相对位置的作用,以确定每个微控制器对其他存储盆地深度的估计的准确性。这项研究支持了这样一种观点,即分布式控制问题中的代理可以使用它们的局部测量对整个系统条件进行基于模型的推断。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Teamwork without talking: distributed system estimates maintain approximately centralized control of smart urban drainage systems during communications outages
Real-time control of urban drainage systems (UDS) can reduce flood risk while enhancing water quality. However, internet-connected valves and weirs may become a liability during communications outages. Given that severe storms often cause both flooding and communications failures, it is critical that smart systems cope well with communications outages during these events. We propose a method to maintain approximately centralized predictive control of a UDS under intermittent communication by hosting approximations of the total system’s dynamics and states on each networked microcontroller. This allows individual microcontrollers to act from an imperfect understanding of the total system, even when they have not communicated with the central server for several days. We show robustness to communications outages; maintaining centralized control in this case study when reporting only once every 7 days on average. We also examine the role of relative position within the network in determining the accuracy of each microcontroller’s estimates of depths in the other storage basins. This investigation supports the idea that agents within a distributed control problem can make model-based inferences of total system conditions using their local measurements.
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来源期刊
Water Research X
Water Research X Environmental Science-Water Science and Technology
CiteScore
12.30
自引率
1.30%
发文量
19
期刊介绍: Water Research X is a sister journal of Water Research, which follows a Gold Open Access model. It focuses on publishing concise, letter-style research papers, visionary perspectives and editorials, as well as mini-reviews on emerging topics. The Journal invites contributions from researchers worldwide on various aspects of the science and technology related to the human impact on the water cycle, water quality, and its global management.
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