TY - JOUR
T1 - Performance analysis of vibration-based damage indicators under low-modal information structures
AU - Font-Moré, Josep
AU - Reyes-Carmenaty, Guillermo
AU - Lado-Roigé, Ricard
AU - Pérez, Marco A.
N1 - Funding Information:
The authors would like to acknowledge the Catalan Agency for Business Competitiveness, Spain (ACCIÓ) support and funding through the project INNOTEC ISAPREF 2021. The authors are very grateful to Dr. L.D. Avendaño-Valencia for constructive suggestions. Furthermore, the first and third authors would like to thank the Doctoral Scholarships from IQS, Spain . Also, the first author would like to thank the Doctoral Scholarships from Collegi Enginyers Industrials de Catalunya, Spain and the financial support provided by Ministerio de Universidades, Gobierno de España, Spain through the Ayudas para la formación de profesorado universitario (FPU) with reference FPU21/02355 . Finally, the second author would like to thank the financial support provided by Pla de Doctorats Industrials del Departament de Recerca i Universitats de la Generalitat de Catalunya, Spain with reference project 2019 DI65 .
Publisher Copyright:
© 2023 Elsevier Ltd
PY - 2023/5/1
Y1 - 2023/5/1
N2 - There exists a wide range of frequency-based damage indicators, which have been verified under high-modal information structures. Nonetheless, their performance and behaviour under less advantageous conditions remain unanswered. In this work, an original methodology is presented, combining an analysis of the damage detection and a statistical method to assess the damage quantification of each indicator. Furthermore, this study is validated using experimental data from three increasingly complex structures due to the limited modal information. The approach calculates different damage features based on the vibration responses of the structures. Subsequently, the prediction obtained from damage features is compared with the actual condition of the structure. The performance of each damage indicator is quantified using the Area under the Curve. In parallel, a correlation between damage indicator response and stiffness loss is conducted to understand the damage severity quantification of indicators. In addition, the minimum detectable damages are calculated and reported for different confidence intervals. The results showed that matrix-based indicators present advantages over other documented methods. Moreover, the influence of noise and modal information was studied, demonstrating that their diminishing effects do not equally impact all damage indicators. The findings of this work give insights into how each damage indicator performs in different structures and conditions. Finally, this work proposes an objective methodology to compare damage detection strategies.
AB - There exists a wide range of frequency-based damage indicators, which have been verified under high-modal information structures. Nonetheless, their performance and behaviour under less advantageous conditions remain unanswered. In this work, an original methodology is presented, combining an analysis of the damage detection and a statistical method to assess the damage quantification of each indicator. Furthermore, this study is validated using experimental data from three increasingly complex structures due to the limited modal information. The approach calculates different damage features based on the vibration responses of the structures. Subsequently, the prediction obtained from damage features is compared with the actual condition of the structure. The performance of each damage indicator is quantified using the Area under the Curve. In parallel, a correlation between damage indicator response and stiffness loss is conducted to understand the damage severity quantification of indicators. In addition, the minimum detectable damages are calculated and reported for different confidence intervals. The results showed that matrix-based indicators present advantages over other documented methods. Moreover, the influence of noise and modal information was studied, demonstrating that their diminishing effects do not equally impact all damage indicators. The findings of this work give insights into how each damage indicator performs in different structures and conditions. Finally, this work proposes an objective methodology to compare damage detection strategies.
KW - Area under the curve
KW - Damage detection
KW - Frequency response function
KW - Precision–recall
KW - Structural health monitoring
KW - Vibration testing
UR - http://www.scopus.com/inward/record.url?scp=85147120412&partnerID=8YFLogxK
U2 - 10.1016/j.ymssp.2023.110166
DO - 10.1016/j.ymssp.2023.110166
M3 - Article
AN - SCOPUS:85147120412
SN - 0888-3270
VL - 190
JO - Mechanical Systems and Signal Processing
JF - Mechanical Systems and Signal Processing
M1 - 110166
ER -