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Sustainable and Resilient Infrastructure Volume 8, 2023 - Issue 1: Buried Infrastructures Special Issue

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Research Article

Combining recorded failures and expert opinion in the development of ANN pipe failure prediction models

Sean Kerwina Institute of Construction and Infrastructure Management, ETH Zurich, Zurich, SwitzerlandCorrespondence[email protected]

https://orcid.org/0000-0001-5764-3742 View further author information

Borja Garcia de Sotob Division of Engineering, New York University Abu Dhabi (NYUAD), Saadiyat Island, UAE;c Tandon School of Engineering, New York University, Brooklyn, NY, USA

https://orcid.org/0000-0002-9613-8105 View further author information

Bryan Adeya Institute of Construction and Infrastructure Management, ETH Zurich, Zurich, SwitzerlandView further author information

Kleio Sampatakakid Gruner Wepf Zürich AG, Zurich, SwitzerlandView further author information

Hannes Hellere EBP Schweiz AG, Zurich, Switzerland

Pages 86-108 | Received 25 Nov 2019, Accepted 19 Jun 2020, Published online: 14 Jul 2020

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https://doi.org/10.1080/23789689.2020.1787033
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Citations (6)

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Edwar Forero-Ortiz, Eduardo Martinez-Gomariz, Marti Sanchez-Juny, Jaume Cardus Gonzalez, Fernando Cucchietti, Ferran Baque Viader & Miquel Sarrias Monton. (2023) Models and explanatory variables in modelling failure for drinking water pipes to support asset management: a mixed literature review. Applied Water Science 13:11.
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Kelechukwu Tersoo Genger & Amin Hammad. (2023) Street closure prediction based on the combined conditions of spatially collocated municipal infrastructure assets at the segment level. Expert Systems with Applications 219, pages 119671.
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Rose Auma, Isaac G. Musaazi, Martin D. Tumutungire & Jotham Ivan Sempewo. (2023) Logistic pipe failure prediction models for an urban water distribution network in the developing world: a case study of Kampala water, Uganda. Water Practice and Technology 18:1, pages 264-273.
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Neal Andrew Barton, Stephen Henry Hallett, Simon Richard Jude & Trung Hieu Tran. (2022) Predicting the risk of pipe failure using gradient boosted decision trees and weighted risk analysis. npj Clean Water 5:1.
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Sean Kerwin & Bryan T. Adey. (2021) Integrated Planning of Operational Maintenance Programs for Water and Gas Distribution Networks. Journal of Infrastructure Systems 27:4.
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Brett Snider & Edward A. McBean. (2021) Combining Machine Learning and Survival Statistics to Predict Remaining Service Life of Watermains. Journal of Infrastructure Systems 27:3.
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