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Water utilities aim to reduce the high electrical costs of Water Distribution Networks (WDNs), primarily driven by pumping. However, pump scheduling is challenging due to model uncertainties and water demand forecast errors. This paper…

系统与控制 · 电气工程与系统科学 2025-07-25 Mirhan Ürkmez , Carsten Kallesøe , Jan Dimon Bendtsen , Eric C. Kerrigan , John Leth

We present a novel technique to solve the problem of managing optimally a pumped hydroelectric storage system. This technique relies on representing the system as a stochastic optimal control problem with state constraints, these latter…

最优化与控制 · 数学 2019-09-17 Athena Picarelli , Tiziano Vargiolu

Heat pumps (HPs) have emerged as a cost-effective and clean technology for sustainable energy systems, but their efficiency in producing hot water remains restricted by conventional threshold-based control methods. Although machine learning…

机器学习 · 计算机科学 2025-06-23 Manal Rahal , Bestoun S. Ahmed , Roger Renstrom , Robert Stener , Albrecht Wurtz

Using hydraulic models in control design in district heating networks can increase pumping efficiency and reduce sensitivity to hydraulic bottlenecks. These models are usually white-box, as they are obtained based on full knowledge of the…

系统与控制 · 电气工程与系统科学 2023-04-04 Felix Agner , Pauline Kergus , Richard Pates , Anders Rantzer

A sizable part of the fleet of heavy-duty machinery in the construction equipment industry uses the conventional valve-controlled load-sensing hydraulics. Rigorous climate actions towards reducing CO$_{2}$ emissions has sparked the…

系统与控制 · 电气工程与系统科学 2023-08-01 Abdolreza Taheri , Robert Pettersson , Pelle Gustafsson , Joni Pajarinen , Reza Ghabcheloo

Optimizing pump operations is a challenging task for real-time management of water distribution systems (WDSs). With suitable pump scheduling, pumping costs can be significantly reduced. In this research, a novel economic model predictive…

系统与控制 · 电气工程与系统科学 2021-05-06 Ye Wang , Kevin Too Yok , Wenyan Wu , Angus R. Simpson , Erik Weyer , Chris Manzie

Recent work has demonstrated that water supply pumps in the drinking water distribution network can be leveraged to provide flexibility to the power network, but existing approaches are computationally demanding and/or overly conservative.…

最优化与控制 · 数学 2022-07-12 Anna Stuhlmacher , Johanna L. Mathieu

Engineering simulators used for steady-state multiphase pipe flows are commonly utilized to predict pressure drop. Such simulators are typically based on either empirical correlations or first-principles mechanistic models. The simulators…

数据分析、统计与概率 · 物理学 2019-06-04 Evgenii Kanin , Andrei Osiptsov , Albert Vainshtein , Evgeny Burnaev

Water crisis is a crucial concern around the globe. Appropriate and timely maintenance of water pumps in drought-hit countries is vital for communities relying on the well. In this paper, we analyze and apply a sequential attentive deep…

机器学习 · 计算机科学 2023-04-11 Karan Pathak , L Shalini

Deep reinforcement learning has considerable potential to improve irrigation scheduling in many cropping systems by applying adaptive amounts of water based on various measurements over time. The goal is to discover an intelligent decision…

机器学习 · 计算机科学 2024-01-02 Yuji Saikai , Allan Peake , Karine Chenu

Design, architecture and deployment details of a decision support system engineered to minimize operating costs of compressor stations in a gas network are presented. The system employs standard simulation software for pipelines, combined…

系统与控制 · 计算机科学 2013-11-15 Mariusz Kamola , Sebastian Plamowski

This article addresses the pump-scheduling optimization problem to enhance real-time control of real-world water distribution networks (WDNs). Our primary objectives are to adhere to physical operational constraints while reducing energy…

人工智能 · 计算机科学 2023-10-17 Harsh Patel , Yuan Zhou , Alexander P Lamb , Shu Wang , Jieliang Luo

Deep Reinforcement Learning (DRL) has demonstrated impressive results in domains such as games and robotics, where task formulations are well-defined. However, few DRL benchmarks are grounded in complex, real-world environments, where…

机器学习 · 计算机科学 2025-05-13 Henrique Donâncio , Laurent Vercouter , Harald Roclawski

Potable water utilities are currently making great efforts to reduce leakage rates and assure long-term supply to the population due to the challenges of climate change, growing population and water shortage scenarios that have been on them…

Urban environments face significant challenges due to climate change, including extreme heat, drought, and water scarcity, which impact public health, community well-being, and local economies. Effective management of these issues is…

机器学习 · 计算机科学 2024-12-30 Nasser Ghadiri , Bahman Javadi , Oliver Obst , Sebastian Pfautsch

Calibration of hydrological time-series models is a challenging task since these models give a wide spectrum of output series and calibration procedures require significant amount of time. From a statistical standpoint, this model parameter…

应用统计 · 统计学 2019-03-26 Natalia V. Bhattacharjee , Pritam Ranjan , Abhyuday Mandal , Ernest W. Tollner

As the penetration of variable renewable powergeneration increases in power systems around the world, systemsecurity is challenged. Ensuring that enough reserve capacity isavailable to balance the increased forecast errors introduced bywind…

最优化与控制 · 数学 2019-03-13 Christian Øyn Naversen , Hossein Farahmand , Arild Helseth

Decarbonization plans promote the transition to heat pumps (HPs), creating new opportunities for their energy flexibility in demand response programs, solar photovoltaic integration and optimization of distribution networks. This paper…

系统与控制 · 电气工程与系统科学 2025-02-21 Gustavo L. Aschidamini , Mina Pavlovic , Bradley A. Reinholz , Malcolm S. Metcalfe , Taco Niet , Mariana Resener

Buildings rarely perform as designed/simulated and and there are numerous tangible benefits if this gap is reconciled. A new scientific yet pragmatic methodology - called Enhanced Parameter Estimation (EPE) - is proposed that allows…

系统与控制 · 电气工程与系统科学 2021-03-15 Kris Subbarao , Srijan Didwania , T. Agami Reddy , Marlin Addison

Increasing spatial and temporal resolution of numerical models continues to propel progress in hydrological sciences, but, at the same time, it has strained the ability of modern automatic calibration methods to produce realistic model…

应用统计 · 统计学 2020-04-08 Ruochen Sun , Felipe Hernández , Xu Liang , Huiling Yuan
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