Multimodal structural health monitoring based on active and passive sensing

We present a structural health monitoring system based on the simultaneous use of passive and active sensing. The passive approach is based on acoustic emission, whereas the active approach uses the electromechanical impedance and the guided ultrasonic wave methods. As all these methods can be deployed with the use of wafer-type piezoelectric transducers bonded or embedded to the structure of interest, this article describes a unified structural health monitoring system where acoustic emission, electromechanical impedance, and guided ultrasonic wave are integrated in the same hardware/software unit. We assess the feasibility of this multimodal monitoring in a large flat aluminum plate instrumented with six transducers. Acoustic emission events are simulated by exciting a tone burst or by using the conventional pencil lead break test, and the detected signals are processed with a source localization algorithm to identify the position of the source. For the active sensing, damage is simulated by adding a small mass to the plate: the raw waveforms are processed with a delay-and-sum algorithm to create an image of the plate, whereas the electrical admittance of each transducer is analyzed using the statistical index of the root-mean-square deviation. The results presented in this article show that the proposed system is robust, mitigates the weaknesses of each method considered individually, and can be developed further to address the challenges associated with the structural health monitoring of complex structures.

[1]  Piervincenzo Rizzo,et al.  Structural Health Monitoring of Immersed Structures by Means of Guided Ultrasonic Waves , 2010 .

[2]  P. Cawley,et al.  The interaction of Lamb waves with defects , 1992, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[3]  Karen Margaret Holford,et al.  Damage classification in carbon fibre composites using acoustic emission: A comparison of three techniques , 2015 .

[4]  Hoon Sohn,et al.  Integrated impedance and guided wave based damage detection , 2012 .

[5]  J. Rose Ultrasonic Waves in Solid Media , 1999 .

[6]  Luca De Marchi,et al.  Acoustic emission localization in plates with dispersion and reverberations using sparse PZT sensors in passive mode , 2012 .

[7]  Brandon Arritt,et al.  Piezoelectric Wafer Active Sensor Structural Health Monitoring of Space Structures , 2010 .

[8]  Lin Li,et al.  Guided wave mode dispersion of transient acoustic emission on copper pipes—Its visualisation and application to source location , 2016 .

[9]  Rey Ramírez,et al.  Source localization , 2008, Scholarpedia.

[10]  Markus G. R. SAUSE,et al.  Localization of Acoustic Emission Sources in Fiber Composites Using Artificial Neural Networks , 2014 .

[11]  Piervincenzo Rizzo,et al.  Acoustic Emission Monitoring of Chemically Bonded Anchors , 2010 .

[12]  P. Prem,et al.  Acoustic emission and flexural behaviour of RC beams strengthened with UHPC overlay , 2016 .

[13]  Chung Bang Yun,et al.  Automated Impedance-based Structural Health Monitoring Incorporating Effective Frequency Shift for Compensating Temperature Effects , 2009 .

[14]  Daniel J. Inman,et al.  Improving Accessibility of the Impedance-Based Structural Health Monitoring Method , 2004 .

[15]  S. Na,et al.  Electromechanical impedance method of fiber-reinforced plastic adhesive joints in corrosive environment using a reusable piezoelectric device , 2012 .

[16]  M. E. Stavroulaki,et al.  Damage detection in concrete structures using a simultaneously activated multi-mode PZT active sensing system: numerical modelling , 2014 .

[17]  J. L. Robert,et al.  Acoustic emission applied to study crack propagation in concrete , 1989 .

[18]  Claudia Barile,et al.  Analysis of crack propagation in stainless steel by comparing acoustic emissions and infrared thermography data , 2016 .

[19]  S. Shah,et al.  Process zone and acoustic-emission measurements in concrete , 1988 .

[20]  J. F. Knott,et al.  Acoustic emission and ductile crack growth in pressure-vessel steels , 1977 .

[21]  Hoon Sohn,et al.  Wireless guided wave and impedance measurement using laser and piezoelectric transducers , 2012 .

[22]  J.E. Michaels,et al.  Imaging algorithms for locating damage via in situ ultrasonic sensors , 2008, 2008 IEEE Sensors Applications Symposium.

[23]  Gyuhae Park,et al.  Structural health monitoring using piezoelectric impedance measurements , 2007, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[24]  J. V. Filho,et al.  Sizing PZT Transducers in Impedance-Based Structural Health Monitoring , 2011, IEEE Sensors Journal.

[25]  Victor Giurgiutiu,et al.  Piezoelectric Wafer Embedded Active Sensors for Aging Aircraft Structural Health Monitoring , 2002 .

[26]  Paul D. Wilcox,et al.  Maximum-likelihood estimation of damage location in guided-wave structural health monitoring , 2011, Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[27]  H. Hao,et al.  Detection of delamination between steel bars and concrete using embedded piezoelectric actuators/sensors , 2013 .

[28]  Go Murasawa,et al.  Inhomogeneous Deformation Twinning Measurement Using Digital Image Correlation and Acoustic Emission , 2015 .

[29]  A. Ledeczi,et al.  Wireless Acoustic Emission Sensor Network for Structural Monitoring , 2009, IEEE Sensors Journal.

[30]  K. Ramanathan,et al.  Acoustic emission monitoring of CFRP reinforced concrete slabs , 2009 .

[31]  Guoqiang Liu,et al.  Baseline Signal Reconstruction for Temperature Compensation in Lamb Wave-Based Damage Detection , 2016, Sensors.

[32]  Sang Jun Lee,et al.  Chirp excitation of ultrasonic guided waves. , 2013, Ultrasonics.

[33]  Hoon Sohn,et al.  Airplane hot spot monitoring using integrated impedance and guided wave measurements , 2012 .

[34]  P. Rizzo,et al.  Electromechanical impedance method for the health monitoring of bonded joints: Numerical modelling and experimental validation , 2014 .

[35]  V. Giurgiutiu Tuned Lamb Wave Excitation and Detection with Piezoelectric Wafer Active Sensors for Structural Health Monitoring , 2005 .

[36]  Victor Giurgiutiu,et al.  Recent advancements in the electromechanical (E/M) impedance method for structural health monitoring and NDE , 1998, Smart Structures.

[37]  P. Rizzo,et al.  Effect of frequency on the acoustoelastic response of steel bars , 2003 .

[38]  Petr Sedlák,et al.  Acoustic emission localization in thin multi-layer plates using first-arrival determination , 2013 .

[39]  J. E. Michaels,et al.  Sparse array imaging with guided waves under variable environmental conditions , 2016 .

[40]  Alberto Milazzo,et al.  On the repeatability of the EMI for the monitoring of bonded joints , 2015, Smart Structures.

[41]  Francesco Lanza di Scalea,et al.  Ultrasonic inspection of multi-wire steel strands with the aid of the wavelet transform , 2005 .

[42]  J. Michaels Detection, localization and characterization of damage in plates with an in situ array of spatially distributed ultrasonic sensors , 2008 .

[43]  Wei Zhao,et al.  Piezoelectric wafer active sensor embedded ultrasonics in beams and plates , 2003 .

[44]  Victor Giurgiutiu,et al.  STRUCTURAL HEALTH MONITORING OF COMPOSITE STRUCTURES WITH PIEZOELECTRIC WAFER ACTIVE SENSORS , 2011 .

[45]  Victor Giurgiutiu,et al.  Structural Health Monitoring with Piezoelectric Wafer Active Sensors for Space Applications , 2007 .

[46]  Pizhong Qiao,et al.  Modeling and experimental detection of damage in various materials using the pulse-echo method and piezoelectric sensors/actuators , 2005, Smart Materials and Structures.

[47]  Piervincenzo Rizzo,et al.  Semi-analytical formulation for the guided waves-based reconstruction of elastic moduli , 2011 .

[48]  H. Sohn,et al.  Structural Health Monitoring (SHM) in Aerospace Structures , 2016 .

[49]  Ivan Bartoli,et al.  A semi-analytical finite element formulation for modeling stress wave propagation in axisymmetric damped waveguides , 2008 .

[50]  Suresh Bhalla,et al.  Electro-Mechanical Impedance Technique , 2012 .

[51]  Z. Sharif Khodaei,et al.  Transducer placement optimisation scheme for a delay and sum damage detection algorithm , 2017 .

[52]  Quan Wang,et al.  Optimal placement and size of piezoelectric patches on beams from the controllability perspective , 2000 .

[53]  Lin Ye,et al.  Guided Lamb waves for identification of damage in composite structures: A review , 2006 .

[54]  Z. Sharif-Khodaei,et al.  SMART Platform for Structural Health Monitoring of Sensorised Stiffened Composite Panels , 2012 .

[55]  Carlos E. S. Cesnik,et al.  Review of guided-wave structural health monitoring , 2007 .

[56]  Masayasu Ohtsu,et al.  Elastic wave methods for NDE in concrete based on generalized theory of acoustic emission , 2016 .

[57]  Markus G. R. Sause,et al.  Acoustic emission source localization by artificial neural networks , 2015 .

[58]  Victor Giurgiutiu,et al.  WaveFormRevealer: An analytical framework and predictive tool for the simulation of multi-modal guided wave propagation and interaction with damage , 2014 .

[59]  Charles R. Farrar,et al.  Structural Health Monitoring: A Machine Learning Perspective , 2012 .

[60]  Carlos E. S. Cesnik,et al.  Guided-wave signal processing using chirplet matching pursuits and mode correlation for structural health monitoring , 2006, SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring.

[61]  Chee Kiong Soh,et al.  Application of Electromechanical Impedance Technique for Engineering Structures: Review and Future Issues: , 2010 .

[62]  Rhys Pullin,et al.  Acoustic emission source location in complex structures using full automatic delta T mapping technique , 2016 .

[63]  Joseph Morlier,et al.  Smart monitoring of aeronautical composites plates based on electromechanical impedance measurements and artificial neural networks , 2013 .

[64]  Yee Yan Lim Electro-Mechanical Impedance (EMI)- Based Incipient Crack Monitoring and Critical Crack Identification of Beam Structures , 2019 .

[65]  Alfredo Güemes,et al.  Structural health monitoring , 2006 .

[66]  Karen Margaret Holford,et al.  Localisation and identification of fatigue matrix cracking and delamination in a carbon fibre panel by acoustic emission , 2015 .

[67]  Hoon Sohn,et al.  Integrated impedance and guided wave based damage detection under temperature variation , 2011, Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring.

[68]  Alberto Milazzo,et al.  An integrated structural health monitoring system based on electromechanical impedance and guided ultrasonic waves , 2015 .

[69]  Hoon Sohn,et al.  Overview of Piezoelectric Impedance-Based Health Monitoring and Path Forward , 2003 .

[70]  Daniel J. Inman,et al.  Piezoelectric Sensor-Based Health Monitoring of Railroad Tracks Using a Two-Step Support Vector Machine Classifier , 2008 .

[71]  S. Bhalla,et al.  Corrosion assessment of reinforced concrete structures based on equivalent structural parameters using electro-mechanical impedance technique , 2014 .

[72]  Piervincenzo Rizzo,et al.  Sensor array for the health monitoring of truss structures by means of guided ultrasonic waves , 2014 .

[73]  Zhongwei Jiang,et al.  Longitudinal wave propagation measuring technique for structural health monitoring , 1999, Smart Structures.

[74]  J Jarzynski,et al.  Time-frequency representations of Lamb waves. , 2001, The Journal of the Acoustical Society of America.

[75]  Douglas E. Adams,et al.  Health monitoring of structural materials and components : methods with applications , 2007 .

[76]  Xuan Zhu,et al.  A unified approach for the structural health monitoring of waveguides , 2012 .

[77]  Rajendra Kumar,et al.  Study of fatigue crack growth in RAFM steel using acoustic emission technique , 2016 .

[78]  Marc Rébillat,et al.  A general Bayesian framework for ellipse-based and hyperbola-based damage localization in anisotropic composite plates , 2016 .

[79]  E Agletdinov,et al.  A novel Bayesian approach to acoustic emission data analysis. , 2016, Ultrasonics.

[80]  Chee Kiong Soh,et al.  Electromechanical Impedance Modeling for Adhesively Bonded Piezo-Transducers , 2004 .