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dc.contributor.authorNikoloudi, E
dc.contributor.authorRomano, M
dc.contributor.authorMemon, F
dc.contributor.authorKapelan, Z
dc.date.accessioned2022-03-31T11:59:13Z
dc.date.issued2022-05-27
dc.date.updated2022-03-31T10:02:14Z
dc.description.abstractThis paper proposes a new method to identify near optimal response to failures in water distribution networks in near real-time. The response method is formulated as a two-objective optimisation problem with objectives being the minimisation of failure impacts and related operational costs. The new, heuristics based method is developed and used to solve this optimisation problem. The method is comprised of three steps. In the first step, the initial list of available interventions is identified offline. In the second step (online), the narrowed-down list of interventions considered in the optimisation is identified. Finally, in the last step (online), a novel heuristic algorithm is applied to identify near optimal solutions in near real-time. The new optimisation method was validated and demonstrated on two case studies, a semi-real case study based on C-Town network and an assumed failure event (pipe burst), and a real UK case study involving a complex real pipe network and event caused by shutting down the Water Treatment Works. The Pareto front of response interventions identified by the new heuristics method approximates well the NSGA II Pareto front in both cases with largest differences measured in terms of end-impacts (between relevant solutions for the same cost) being 4% and 9%, respectively. In addition, the new heuristics method is able to identify near optimal response solutions in a computationally fast manner (15 minutes and 1 hour for the two cases). Therefore, the heuristics method can be used in near real time in real-life situations.en_GB
dc.description.sponsorshipEngineering and Physical Sciences Research Council (EPSRC)en_GB
dc.description.sponsorshipUnited Utilitiesen_GB
dc.identifier.citationVol. 148 (8), article 04022039en_GB
dc.identifier.doi10.1061/(ASCE)WR.1943-5452.0001582
dc.identifier.grantnumberEP/L016214/1en_GB
dc.identifier.urihttp://hdl.handle.net/10871/129221
dc.identifierORCID: 0000-0002-0779-083X (Memon, Fayyaz)
dc.language.isoenen_GB
dc.publisherAmerican Society of Civil Engineers (ASCE)en_GB
dc.rights© 2022 American Society of Civil Engineers
dc.subjectNear Real-Time Optimisationen_GB
dc.subjectNear Real-Time Responseen_GB
dc.subjectWater Distribution Network Failuresen_GB
dc.subjectHeuristic Methoden_GB
dc.subjectMulti-objective optimisation problemen_GB
dc.titleHeuristic-based Approach for Near-Optimal Response to Water Distribution Network Failures in Near Real-Timeen_GB
dc.typeArticleen_GB
dc.date.available2022-03-31T11:59:13Z
dc.descriptionThis is the author accepted manuscript. The final version is available from ASCE via the DOI in this recorden_GB
dc.descriptionData Availability: All data, models and code that support the findings of this study are available from the corresponding author upon reasonable request.en_GB
dc.identifier.eissn1943-5452
dc.identifier.journalJournal of Water Resources Planning and Managementen_GB
dc.rights.urihttp://www.rioxx.net/licenses/all-rights-reserveden_GB
dcterms.dateAccepted2022-03-26
rioxxterms.versionAMen_GB
rioxxterms.licenseref.startdate2022-03-26
rioxxterms.typeJournal Article/Reviewen_GB
refterms.dateFCD2022-03-31T10:02:18Z
refterms.versionFCDAM
refterms.dateFOA2022-06-08T13:24:35Z
refterms.panelBen_GB


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