Review of surrogate modeling in water resources

S Razavi, BA Tolson, DH Burn - Water Resources Research, 2012 - Wiley Online Library
Surrogate modeling, also called metamodeling, has evolved and been extensively used
over the past decades. A wide variety of methods and tools have been introduced for …

Lost in optimisation of water distribution systems? A literature review of system operation

H Mala-Jetmarova, N Sultanova, D Savic - Environmental modelling & …, 2017 - Elsevier
Optimisation of the operation of water distribution systems has been an active research field
for almost half a century. It has focused mainly on optimal pump operation to minimise …

Machine learning‐based surrogate modeling for urban water networks: review and future research directions

A Garzón, Z Kapelan, J Langeveld… - Water Resources …, 2022 - Wiley Online Library
Surrogate models replace computationally expensive simulations of physically‐based
models to obtain accurate results at a fraction of the time. These surrogate models, also …

Water-energy nexus and energy efficiency: A systematic analysis of urban water systems

S Ahmad, H Jia, Z Chen, Q Li, C Xu - Renewable and Sustainable Energy …, 2020 - Elsevier
Water-energy nexus plays a vital role to re-phase, plan and develop an urban region for the
present and future demands. This phenomenon is complex because of many inter …

[HTML][HTML] Model predictive control of water resources systems: A review and research agenda

A Castelletti, A Ficchì, A Cominola, P Segovia… - Annual Reviews in …, 2023 - Elsevier
Abstract Model Predictive Control (MPC) has recently gained increasing interest in the
adaptive management of water resources systems due to its capability of incorporating …

Application of multivariate statistical analysis in the development of a surrogate water quality index (WQI) for South African watersheds

TD Banda, M Kumarasamy - Water, 2020 - mdpi.com
Water quality indices (WQIs) are customarily associated with heavy data input demand,
making them more rigorous and bulky. Such burdensome attributes are too taxing, time …

Real-time control of pressure for leakage reduction in water distribution network: Field experiments

N Fontana, M Giugni, L Glielmo, G Marini… - Journal of Water …, 2018 - ascelibrary.org
Studies have shown that real-time control (RTC) of pressure in water distribution networks
(WDNs) can be very effective for leakage reduction. The aim of RTC is to regulate the …

Real-time identification of cyber-physical attacks on water distribution systems via machine learning–based anomaly detection techniques

AA Abokifa, K Haddad, C Lo… - Journal of Water …, 2019 - ascelibrary.org
Smart water infrastructures are prone to cyber-physical attacks that can disrupt their
operations or damage their assets. An algorithm was developed to identify suspicious …

Solving management problems in water distribution networks: A survey of approaches and mathematical models

O Bello, AM Abu-Mahfouz, Y Hamam, PR Page… - Water, 2019 - mdpi.com
Modern water distribution networks (WDNs) are complex and difficult to manage due to
increased level of urbanization, varying consumer demands, ageing infrastructure …

Real-time multiobjective optimization of operation of water supply systems

FK Odan, LF Ribeiro Reis, Z Kapelan - Journal of Water Resources …, 2015 - ascelibrary.org
The need for more efficient use of energy in water distribution systems is increasing
constantly due to increasing energy prices. A new methodology for optimized real-time …