Developing strategies for real-time control of stormwater systems: A review

Stormwater systems have traditionally been operated passively; however, interest in real-time control (RTC) as a low-cost means of improving performance is growing. Whilst many model-based studies have now demonstrated potential of RTC, real-world implementations remain limited. Publications typically focus on a case study application and are not easily transferable, and decision-making related to the development of control algorithms has been identified as a barrier to the transition to smarter stormwater management. To address this knowledge gap, this paper provides a comprehensive review of approaches to developing RTC strategies for stormwater systems, focusing particularly on how the strategies are developed rather than what the detailed strategies are. This includes identification of strategy objectives, selection of system component(s) for control, scale of implementation, and choice of observed (real-time) and forecast data inputs, followed by discussion on the different types of control strategy that have been implemented, their key characteristics, and how each is designed. A review of implementation and evaluation approaches is also provided, followed by exploration of remaining challenges. The review reveals a strong reliance on intuitive design choices, with limited methodological transparency and transferability. Research to date typically focuses on description of the strategy (or strategies) being evaluated and their performance, without elaborating on the process by which the strategy was selected and designed. Moving beyond case-specific solutions towards more systematic and adaptable methods is identified as a key need, with development of guidelines for RTC strategy development for stormwater systems a priority for future research.

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Publication Details

Journal
Water Research
Published
2026-01-15
DOI
https://doi.org/10.1016/j.watres.2026.125399
Primary Topic
Urban Stormwater Management Solutions
Type
article
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article

Developing strategies for real-time control of stormwater systems: A review

Chris Sweetapple, Anna Hastings, Peter Melville-Shreeve
Water Research
Urban Stormwater Management Solutions
article

Developing strategies for real-time control of stormwater systems: A review

Chris Sweetapple, Anna Hastings, Peter Melville-Shreeve
article en

Abstract

Stormwater systems have traditionally been operated passively; however, interest in real-time control (RTC) as a low-cost means of improving performance is growing. Whilst many model-based studies have now demonstrated potential of RTC, real-world implementations remain limited. Publications typically focus on a case study application and are not easily transferable, and decision-making related to the development of control algorithms has been identified as a barrier to the transition to smarter stormwater management. To address this knowledge gap, this paper provides a comprehensive review of approaches to developing RTC strategies for stormwater systems, focusing particularly on how the strategies are developed rather than what the detailed strategies are. This includes identification of strategy objectives, selection of system component(s) for control, scale of implementation, and choice of observed (real-time) and forecast data inputs, followed by discussion on the different types of control strategy that have been implemented, their key characteristics, and how each is designed. A review of implementation and evaluation approaches is also provided, followed by exploration of remaining challenges. The review reveals a strong reliance on intuitive design choices, with limited methodological transparency and transferability. Research to date typically focuses on description of the strategy (or strategies) being evaluated and their performance, without elaborating on the process by which the strategy was selected and designed. Moving beyond case-specific solutions towards more systematic and adaptable methods is identified as a key need, with development of guidelines for RTC strategy development for stormwater systems a priority for future research.

Water ResearchVol. 293
East Sussex County Council (GB), University of Exeter (GB)
Clean water and sanitation
Openalex Percentile: Top 88%
Urban Stormwater Management Solutions
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Developing strategies for real-time control of stormwater systems: A review — Chris Sweetapple, Anna Hastings, et al. · Water Research (2026) | TGRS Research Map | TGRS