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An Integrated Approach to Real-Time Acoustic Emission Damage Source Localization in Piled Raft Foundations

Yong-Min Kim, Gyeol Han, Hyunwoo Kim, Tae-Min Oh, Jin-Seop Kim, Tae‐Hyuk Kwon

2020Applied Sciences13 citationsDOIOpen Access PDF

Abstract

Acoustic emission (AE) has garnered significant interest as a promising way to detect the early-stage development of internal cracks and damage in underground and geotechnical structures, associated with natural disasters. Meanwhile, AE source localization techniques that can identify the damage location in a piled-raft foundation (PRF) are premature because of its complex geometry, although the PRF is a widely used deep foundation type for high-rise buildings. In this study, we propose an integrated approach to localize AE sources in the PRF by using the modified Akaike information criterion (AIC) method and examine its accuracy to mark with pile zones. We performed a series of experiments on a scaled PRF model at a ratio of 1:50, composed of one raft and 25 piles. The results demonstrate that the combined approach with the modified AIC method and the Simplex method can localize the AE source zones with good accuracy, greater than 95% on average. The suggested two-stage AIC picker shows accurate onset time determination, and hence, it significantly improves the accuracy, particularly effective for the signals with low signal-to-noise ratios. The approach exploiting the two-stage AIC picker can be readily used for automated real-time AE monitoring to detect crack generation and its location in buried foundations that cannot be inspected visually.

Topics & Concepts

Acoustic emissionPileAkaike information criterionStage (stratigraphy)Foundation (evidence)GeologyGeotechnical engineeringComputer scienceAcousticsStructural engineeringEngineeringPhysicsGeographyMachine learningArchaeologyPaleontologySeismic Waves and AnalysisGeophysical Methods and ApplicationsSeismology and Earthquake Studies