Nonlinear Structural Health Monitoring of Structures assembled by Bolted Joints

• Grant number: 19/19684-3
• Support Opportunities: Regular Research Grants
• Start date: May 01, 2020
• End date: April 30, 2022
• Field of knowledge: Engineering - Mechanical Engineering - Mechanics of Solids
• Principal Investigator: Samuel da Silva
• Grantee: Samuel da Silva
• Host Institution: Faculdade de Engenharia (FEIS). Universidade Estadual Paulista (UNESP). Campus de Ilha Solteira. Ilha Solteira , SP, Brazil
• City of the host institution: Ilha Solteira
• Associated researchers: Americo Barbosa da Cunha Junior ; Michael Douglas Todd

Abstract

Many points are still open in the literature for the detection and quantification of damage in structures assembled by bolted joints. The most challenging to overcome is to represent the nonlinear damping and hysteresis effect adequately using reduced models robust to uncertainties. The present project aims to introduce new approaches based on data-driven identification using Gaussian Processo Regression with Nonlinear AutoRegressive input eXogenous, named by GP-NARX, as well as applications of harmonic probing, harmonic balance, and Volterra series. The Bouc-Wen model, LuGre model, and Iwan model will be defined by describing hysteresis impacts in the bolted joints to recognize the fluctuations of nonlinear vibrations possible associated with damage. The step of damage detection and classification proposed will be based on hypothesis tests, and machine learning algorithms handling damage-sensitive features extracted from the hysteresis loop identified with new indices. All details, motivation, collaboration, expected results, scientific contributions, and support staff are described in this proposal. (AU)

Scientific publications

(21)

(The scientific publications listed on this page originate from the Web of Science or SciELO databases. Their authors have cited FAPESP grant or fellowship project numbers awarded to Principal Investigators or Fellowship Recipients, whether or not they are among the authors. This information is collected automatically and retrieved directly from those bibliometric databases.)

TELOLI, RAFAEL DE O.; BUTAUD, PAULINE; CHEVALLIER, GAEL; DA SILVA, SAMUEL. Good practices for designing and experimental testing of dynamically excited jointed structures: The Orion beam. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, v. 163, JAN 15 2022. (19/19684-3, 19/06540-3, 16/21973-5)

NORENBERG, JOAO PEDRO; CUNHA JR, AMERICO; DA SILVA, SAMUEL; VAROTO, PAULO SERGIO. Global sensitivity analysis of asymmetric energy harvesters. NONLINEAR DYNAMICS, v. N/A, p. 16-pg., 2022-06-07. (19/19684-3)

YANO, MARCUS OMORI; VILLANI, LUIS G. G.; DA SILVA, SAMUEL; FIGUEIREDO, ELOI. Autoregressive model extrapolation using cubic splines for damage progression analysis. Journal of the Brazilian Society of Mechanical Sciences and Engineering, v. 43, n. 1, JAN 2 2021. (15/25676-2, 17/15512-8, 19/19684-3)

TELOLI, RAFAEL DE O.; DA SILVA, SAMUEL; RITTO, THIAGO G.; CHEVALLIER, GAEL. Bayesian model identification of higher-order frequency response functions for structures assembled by bolted joints. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, v. 151, APR 2021. (19/06540-3, 19/19684-3, 16/21973-5, 17/15512-8)

YANO, MARCUS OMORI; FIGUEIREDO, ELOI; DA SILVA, SAMUEL; CURY, ALEXANDRE; MOLDOVAN, IONUT. Transfer Learning for Structural Health Monitoring in Bridges That Underwent Retrofitting. BUILDINGS, v. 13, n. 9, p. 13-pg., 2023-09-01. (19/19684-3)

FIGUEIREDO, ELOI; OMORI YANO, MARCUS; DA SILVA, SAMUEL; MOLDOVAN, IONUT; ADRIAN BUD, MIHAI. Transfer Learning to Enhance the Damage Detection Performance in Bridges When Using Numerical Models. JOURNAL OF BRIDGE ENGINEERING, v. 28, n. 1, p. 13-pg., 2023-01-01. (19/19684-3)

DA SILVA, SAMUEL; VILLANI, LUIS G. G.; REBILLAT, MARC; MECHBAL, NAZIH. Gaussian Process NARX Model for Damage Detection in Composite Aircraft Structures. JOURNAL OF NONDESTRUCTIVE EVALUATION, DIAGNOSTICS AND PROGNOSTICS OF ENGINEERING SYSTEMS, v. 5, n. 1, p. 8-pg., 2022-02-01. (17/15512-8, 19/19684-3, 15/25676-2)

RAQUETI, RAFAEL DA S.; TELOLI, RAFAEL DE O.; DA SILVA, SAMUEL; BUSSETTA, PHILIPPE; CUNHA JR, AMERICO. On the use of Stochastic Bouc-Wen model for simulating viscoelastic internal variables from a finite element approximation of steady-rolling tire. JOURNAL OF VIBRATION AND CONTROL, v. N/A, p. 15-pg., 2022-09-21. (16/21973-5, 19/19684-3)

DA SILVA, SAMUEL; FIGUEIREDO, ELOI; MOLDOVAN, IONUT. Damage Detection Approach for Bridges under Temperature Effects using Gaussian Process Regression Trained with Hybrid Data. JOURNAL OF BRIDGE ENGINEERING, v. 27, n. 11, p. 12-pg., 2022-11-01. (19/19684-3)

FERREIRA, LEONARDO DE PAULA S.; TELOLI, RAFAEL DE O.; DA SILVA, SAMUEL; FIGUEIREDO, ELOI; MAIA, NUNO; CIMINI JR, CARLOS A.. Bayesian data-driven framework for structural health monitoring of composite structures under limited experimental data. STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL, v. N/A, p. 23-pg., 2024-04-24. (19/19684-3)

YANO, MARCUS OMORI; FIGUEIREDO, ELOI; DA SILVA, SAMUEL; CURY, ALEXANDRE. Foundations and applicability of transfer learning for structural health monitoring of bridges. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, v. 204, p. 26-pg., 2023-09-16. (19/19684-3)

DE ALMEIDA, ESTENIO FUZARO; DA SILVA, SAMUEL; RITTO, THIAGO G.. Similarity Analysis to Enhance Transfer Learning for Damage Detection. JOURNAL OF NONDESTRUCTIVE EVALUATION, DIAGNOSTICS AND PROGNOSTICS OF ENGINEERING SYSTEMS, v. 8, n. 3, p. 12-pg., 2025-08-01. (19/19684-3, 24/00140-1, 21/06133-9)

TELOLI, RAFAEL DE OLIVEIRA; BUTAUD, PAULINE; CHEVALLIER, GAEL; DA SILVA, SAMUEL. Dataset of experimental measurements for the Orion beam structure. DATA IN BRIEF, v. 39, DEC 2021. (19/06540-3, 19/19684-3)

MIGUEL, LUCCAS PEREIRA; TELOLI, RAFAEL DE OLIVEIRA; DA SILVA, SAMUEL. Bayesian model identification through harmonic balance method for hysteresis prediction in bolted joints. NONLINEAR DYNAMICS, v. 107, n. 1, NOV 2021. (19/19684-3, 16/21973-5, 20/07449-7, 17/15512-8)

PAVLACK, BRUNA; PAIXAO, JESSE; DA SILVA, SAMUEL; CUNHA, JR., AMERICO; GARCIA CAVA, DAVID. olynomial Chaos-Kriging metamodel for quantification of the debonding area in large wind turbine blade. STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL, v. 21, n. 2, MAY 2021. (17/15512-8, 18/15671-1, 19/19684-3, 19/11755-9)

YANO, MARCUS OMORI; DA SILVA, SAMUEL; FIGUEIREDO, ELOI; GIACON VILLANI, LUIS G.. Damage quantification using transfer component analysis combined with Gaussian process regression. STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL, v. N/A, p. 18-pg., 2022-05-28. (19/19684-3)

TELOLI, RAFAEL DE OLIVEIRA; VILLANI, LUIS G. G.; DA SILVA, SAMUEL; TODD, MICHAEL D.. On the use of the GP-NARX model for predicting hysteresis effects of bolted joint structures. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, v. 159, p. 20-pg., 2021-03-19. (19/19684-3, 16/21973-5, 15/25676-2, 17/24977-4)

NOVAIS, HENRIQUE CORDEIRO; DA SILVA, SAMUEL; FIGUEIREDO, ELOI. Co-Kriging strategy for structural health monitoring of bridges. STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL, v. N/A, p. 14-pg., 2024-08-07. (19/19684-3, 22/12575-7, 24/00720-8)

FERREIRA, LEONARDO DE PAULA S.; TELOLI, RAFAEL DE O.; DA SILVA, SAMUEL; FIGUEIREDO, ELOI; MOLDOVAN, IONUT D.; MAIA, NUNO; CIMINI JR, CARLOS ALBERTO. Bayesian calibration for Lamb wave propagation on a composite plate using a machine learning surrogate model. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, v. 208, p. 16-pg., 2023-12-08. (19/19684-3)

PAIXAO, JESSE; DA SILVA, SAMUEL; FIGUEIREDO, ELOI; RADU, LUCIAN; PARK, GYUHAE. Delamination area quantification in composite structures using Gaussian process regression and auto-regressive models. JOURNAL OF VIBRATION AND CONTROL, v. 27, n. 23-24, OCT 2020. (18/15671-1, 19/19684-3, 17/15512-8, 19/11755-9)

DA SILVA, SAMUEL; YANO, MARCUS OMORI; TELOLI, RAFAEL DE OLIVEIRA; CHEVALLIER, GAEL; RITTO, THIAGO G.. Domain Adaptation of Population-Based of Bolted Joint Structures for Loss Detection of Tightening Torque. ASCE-ASME JOURNAL OF RISK AND UNCERTAINTY IN ENGINEERING SYSTEMS PART B-MECHANICAL ENGINEERING, v. 10, n. 1, p. 10-pg., 2024-03-01. (19/19684-3, 23/00402-3)