Smart Materials and Structures · 2013 · 22 citations · 14 references
EngineeringAerospace EngineeringMechanical EngineeringAerospace StructuresAircraft StructuresStructural EngineeringImpact DynamicsImpact MechanicsImpact PredictionStructural AssessmentStructural MechanicsStructural Response AnalysisDamage LocalizationImpact Damage AnalysisImpact LocalizationPartial Least Squares RegressionStructural Impact Response
This paper presents results from the application of partial least squares/projection to latent structures (PLS) as a regression tool in order to estimate the localization of impacts in an aircraft structure using the strain wave produced by the impact and recorded by sensors attached to the structure. PLS is a technique that maximizes the covariance between the predictor matrix X and the predicted matrix Y for each component of the space. The main objectives of PLS are: to model X and Y, and to predict Y from X.
14
Partial least-squares regression: a tutorial
Paul Geladi, Bruce R. Kowalski · Analytica Chimica Acta · 1986 · 6.9K citations