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Reconstructing Extended Irregular Anomalies in Pipelines Using Layer-Peeling with Optimization
journal contribution
posted on 2023-02-08, 23:34 authored by Wei Zeng, James GongJames Gong, AC Zecchin, MF Lambert, BS Cazzolato, AR SimpsonPipe wall condition assessment is critical for targeted maintenance and failure prevention in water distribution systems. This paper proposes a spatially distributed pipeline condition assessment technique using persistent hydraulic transient waves of a small magnitude (microtransient waves), with a focus on the detection and reconstruction of extended and irregular pipe wall anomalies (e.g., nonuniform blockages and internal or external corrosion that is distributed along a short extent of the pipe). For an extended and irregular anomaly, a pipe's response to any incident waves will be complex and impose challenges in interpretation. To identify the complex response patterns, an optimization technique has been developed using a differential evolution algorithm to separate the directional impulse response functions (IRFs) and then to differentiate the anomaly-induced response in a directional IRF from noise. A layer-peeling method is then applied to the directional IRF to reconstruct the pipe impedances, which are related to the localized wave speed and pipe wall thickness. Numerical verifications have been conducted on a pipe with a deteriorated section that is assumed to have a constant internal diameter but varying wave speeds along its length (simulating a section with nonuniform external corrosion and wall thinning). The results show that the nonuniformly deteriorated section can be successfully detected and accurately reconstructed using the techniques proposed in this paper.
History
Journal
Journal of Hydraulic EngineeringVolume
149Article number
ARTN 04022035Publisher DOI
ISSN
0733-9429eISSN
1943-7900Language
EnglishPublication classification
C1 Refereed article in a scholarly journalIssue
1Publisher
ASCE-AMER SOC CIVIL ENGINEERSUsage metrics
Keywords
Science & TechnologyTechnologyPhysical SciencesEngineering, CivilEngineering, MechanicalWater ResourcesEngineeringHydraulic transientPipeline condition assessmentImpulse response function (IRF)Water distribution systemLayer peelingBLOCKAGE DETECTIONLEAK DETECTIONFREQUENCYPIPELOCATIONCivil Engineering not elsewhere classified