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Active piezoelectric system using PCA
Tibaduiza Burgos, Diego Alexander; Mujica Delgado, Luis Eduardo; Güemes Gordo, Alfredo; Rodellar Benedé, José
Universitat Politècnica de Catalunya. Departament de Matemàtica Aplicada III; Universitat Politècnica de Catalunya. CODALAB - Control, Dinàmica i Aplicacions
In previous work by the authors, an aircraft turbine blade was used to show that T and Q-statistics formulation based in Principal Components Analysis (PCA) are successful indices to detect and distinguish damages. In this paper authors consider the advantage of using PZT’s as actuator as well as sensor. An active piezoelectric system is developed. In each phase of the diagnosis procedure, one PZT’s is used as actuator (a known electrical signal is applied) and the others are used as sensors (collecting the wave propagated through the structure at different points). An initial baseline model for undamaged structure is built applying Principal Components Analysis (PCA) to the data collected by several experiments. Current structure (damaged or not) is subjected to the same experiments, and the collected data are projected into de PCA model. Two of these projections and the damage indices (T-statistic and Q-statistic) by each phase are used as features for the final classification.
Peer Reviewed
Àrees temàtiques de la UPC::Matemàtiques i estadística::Matemàtica aplicada a les ciències
Àrees temàtiques de la UPC::Enginyeria dels materials::Degradació de materials
Principal components analysis
Q-statistic
t-statistic
Self openning maps
PAC
SOM
info:eu-repo/semantics/publishedVersion
info:eu-repo/semantics/conferenceObject
         

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