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Dynamic time warping for temperature compensation in structural health monitoring
Author(s) -
Alexander C. S. Douglass,
Joel B. Harley
Publication year - 2017
Publication title -
aip conference proceedings
Language(s) - English
Resource type - Conference proceedings
eISSN - 1551-7616
pISSN - 0094-243X
DOI - 10.1063/1.4974558
Subject(s) - image warping , baseline (sea) , dynamic time warping , compensation (psychology) , structural health monitoring , reliability (semiconductor) , temperature measurement , computer science , signal (programming language) , control theory (sociology) , acoustics , engineering , structural engineering , artificial intelligence , physics , geology , psychology , power (physics) , oceanography , control (management) , quantum mechanics , psychoanalysis , programming language
Guided wave structural health monitoring uses ultrasonic waves to identify changes in structures. To identify these changes, most guided wave methods require a pristine baseline measurement with which other measurements are compared. Damage signatures arise when there is a deviation between the baseline and the recorded measurement. However, temperature significantly complicates this analysis by creating misalignment between the baseline and measurements. This leads to false alarms of damage and significantly reduces the reliability of these systems. Several methods have been created to account for these temperature perturbations. Yet, most of these compensation methods fail in harsh, highly variable temperature conditions or require a prohibitive amount of prior data. In this paper, we use an algorithm known as dynamic time warping to compensate for temperature in these harsh conditions. We demonstrate that dynamic time warping is able to account for temperature variations whereas the more traditional ba...

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