Recent Advances in Piezoelectric Wafer Active Sensors for Structural Health Monitoring Applications

Mei, Hanfei; Haider, Mohammad; Joseph, Roshan; Migot, Asaad; Giurgiutiu, Victor

doi:10.3390/s19020383

Recent Advances in Piezoelectric Wafer Active Sensors for Structural Health Monitoring Applications

Journal Article · Fri Jan 18 00:00:00 EST 2019 · Sensors

DOI:https://doi.org/10.3390/s19020383· OSTI ID:1613847

^[1]; ^[2]; Joseph, Roshan ^[2]; ^[3]; Giurgiutiu, Victor ^[2]

Univ. of South Carolina, Columbia, SC (United States); DOE/OSTI
Univ. of South Carolina, Columbia, SC (United States)
Univ. of South Carolina, Columbia, SC (United States); Thi-Qar Univ., Nasiriyah (Iraq)

In this paper, some recent piezoelectric wafer active sensors (PWAS) progress achieved in our laboratory for active materials and smart structures (LAMSS) at the University of South Carolina: http: //www.me.sc.edu/research/lamss/ group is presented. First, the characterization of the PWAS materials shows that no significant change in the microstructure after exposure to high temperature and nuclear radiation, and the PWAS transducer can be used in harsh environments for structural health monitoring (SHM) applications. Next, PWAS active sensing of various damage types in aluminum and composite structures are explored. PWAS transducers can successfully detect the simulated crack and corrosion damage in aluminum plates through the wavefield analysis, and the simulated delamination damage in composite plates through the damage imaging method. Finally, the novel use of PWAS transducers as acoustic emission (AE) sensors for in situ AE detection during fatigue crack growth is presented. The time of arrival of AE signals at multiple PWAS transducers confirms that the AE signals are originating from the crack, and that the amplitude decay due to geometric spreading is observed.

View Accepted Manuscript (DOE)

Research Organization:: Univ. of Mississippi, Oxford, MS (United States); Univ. of South Carolina, Columbia, SC (United States)

Sponsoring Organization:: National Aeronautics and Space Administration (NASA); US Air Force Office of Scientific Research (AFOSR); US Department of the Navy, Office of Naval Research (ONR); USDOE Office of Nuclear Energy (NE)

Grant/Contract Number:: NE0000726; NE0008400

OSTI ID:: 1613847

Journal Information:: Sensors, Journal Name: Sensors Journal Issue: 2 Vol. 19; ISSN SENSC9; ISSN 1424-8220

Publisher:: MDPI AGCopyright Statement

Country of Publication:: United States

Language:: English

References (73)

Guided Wave Damage Characterization via Minimum Variance Imaging with a Distributed Array of Ultrasonic Sensors Hall, James S.; Fromme, Paul; Michaels, Jennifer E. Journal of Nondestructive Evaluation, Vol. 33, Issue 3 https://doi.org/10.1007/s10921-013-0212-x	journal	December 2013
Full non-contact laser-based Lamb waves phased array inspection of aluminum plate Liu, Zenghua; Chen, Honglei; Sun, Kunming Journal of Visualization, Vol. 21, Issue 5 https://doi.org/10.1007/s12650-018-0497-z	journal	May 2018
Health monitoring of aerospace composite structures – Active and passive approach Staszewski, W. J.; Mahzan, S.; Traynor, R. Composites Science and Technology, Vol. 69, Issue 11-12 https://doi.org/10.1016/j.compscitech.2008.09.034	journal	September 2009
Delamination detection in composites through guided wave field image processing Sohn, H.; Dutta, D.; Yang, J. Y. Composites Science and Technology, Vol. 71, Issue 9 https://doi.org/10.1016/j.compscitech.2011.04.011	journal	June 2011
Visualization of hidden delamination and debonding in composites through noncontact laser ultrasonic scanning Park, Byeongjin; An, Yun-Kyu; Sohn, Hoon Composites Science and Technology, Vol. 100 https://doi.org/10.1016/j.compscitech.2014.05.029	journal	August 2014
Guided Lamb waves for identification of damage in composite structures: A review Su, Zhongqing; Ye, Lin; Lu, Ye Journal of Sound and Vibration, Vol. 295, Issue 3-5 https://doi.org/10.1016/j.jsv.2006.01.020	journal	August 2006
In situ 2-D piezoelectric wafer active sensors arrays for guided wave damage detection Yu, Lingyu; Giurgiutiu, Victor Ultrasonics, Vol. 48, Issue 2 https://doi.org/10.1016/j.ultras.2007.10.008	journal	April 2008
Characterization of impact damage in composite laminates using guided wavefield imaging and local wavenumber domain analysis Rogge, Matthew D.; Leckey, Cara A. C. Ultrasonics, Vol. 53, Issue 7 https://doi.org/10.1016/j.ultras.2012.12.015	journal	September 2013
Radiation endurance of piezoelectric ultrasonic transducers – A review Sinclair, A. N.; Chertov, A. M. Ultrasonics, Vol. 57 https://doi.org/10.1016/j.ultras.2014.10.024	journal	March 2015
Minimum variance imaging based on correlation analysis of Lamb wave signals Hua, Jiadong; Lin, Jing; Zeng, Liang Ultrasonics, Vol. 70 https://doi.org/10.1016/j.ultras.2016.04.020	journal	August 2016
Acoustic source localization in an anisotropic plate without knowing its material properties – A new approach Park, Won Hyun; Packo, Pawel; Kundu, Tribikram Ultrasonics, Vol. 79 https://doi.org/10.1016/j.ultras.2017.02.021	journal	August 2017
A new wave front shape-based approach for acoustic source localization in an anisotropic plate without knowing its material properties Sen, Novonil; Kundu, Tribikram Ultrasonics, Vol. 87 https://doi.org/10.1016/j.ultras.2018.01.011	journal	July 2018
Resonance analysis of a high temperature piezoelectric disc for sensitivity characterization Bilgunde, Prathamesh N.; Bond, Leonard J. Ultrasonics, Vol. 87 https://doi.org/10.1016/j.ultras.2018.02.007	journal	July 2018
Impact damage visualization in a honeycomb composite panel through laser inspection using zero-lag cross-correlation imaging condition Girolamo, Donato; Chang, Huan-Yu; Yuan, Fuh-Gwo Ultrasonics, Vol. 87 https://doi.org/10.1016/j.ultras.2018.02.014	journal	July 2018
Damage localisation in plate-like structures based on PZT sensors Ostachowicz, Wieslaw; Kudela, Pawel; Malinowski, Pawel Mechanical Systems and Signal Processing, Vol. 23, Issue 6 https://doi.org/10.1016/j.ymssp.2008.10.011	journal	August 2009
Quantitative evaluation of orientation-specific damage using elastic waves and probability-based diagnostic imaging Zhou, Chao; Su, Zhongqing; Cheng, Li Mechanical Systems and Signal Processing, Vol. 25, Issue 6 https://doi.org/10.1016/j.ymssp.2011.02.001	journal	August 2011
A diagnostic imaging approach for online characterization of multi-impact in aircraft composite structures based on a scanning spatial-wavenumber filter of guided wave Ren, Yuanqiang; Qiu, Lei; Yuan, Shenfang Mechanical Systems and Signal Processing, Vol. 90 https://doi.org/10.1016/j.ymssp.2016.12.005	journal	June 2017
A pulse coding and decoding strategy to perform Lamb wave inspections using simultaneously multiple actuators De Marchi, Luca; Marzani, Alessandro; Moll, Jochen Mechanical Systems and Signal Processing, Vol. 91 https://doi.org/10.1016/j.ymssp.2016.12.014	journal	July 2017
Impact induced damage assessment by means of Lamb wave image processing Kudela, Pawel; Radzienski, Maciej; Ostachowicz, Wieslaw Mechanical Systems and Signal Processing, Vol. 102 https://doi.org/10.1016/j.ymssp.2017.09.020	journal	March 2018
Domain wall motion and its contribution to the dielectric and piezoelectric properties of lead zirconate titanate films Xu, F.; Trolier-McKinstry, S.; Ren, W. Journal of Applied Physics, Vol. 89, Issue 2 https://doi.org/10.1063/1.1325005	journal	January 2001
Direct evaluation of domain‐wall and intrinsic contributions to the dielectric and piezoelectric response and their temperature dependence on lead zirconate‐titanate ceramics Zhang, Q. M.; Wang, H.; Kim, N. Journal of Applied Physics, Vol. 75, Issue 1 https://doi.org/10.1063/1.355874	journal	January 1994
Smart ceramics Newnham, R. E.; Xu, Q. C.; Kumar, S. Ferroelectrics, Vol. 102, Issue 1 https://doi.org/10.1080/00150199008221486	journal	February 1990
Structural health monitoring for a wind turbine system: a review of damage detection methods Ciang, Chia Chen; Lee, Jung-Ryul; Bang, Hyung-Joon Measurement Science and Technology, Vol. 19, Issue 12 https://doi.org/10.1088/0957-0233/19/12/122001	journal	October 2008
Frequency–wavenumber domain filtering for improved damage visualization Ruzzene, M. Smart Materials and Structures, Vol. 16, Issue 6 https://doi.org/10.1088/0964-1726/16/6/014	journal	October 2007
High spatial resolution imaging for structural health monitoring based on virtual time reversal Cai, Jian; Shi, Lihua; Yuan, Shenfang Smart Materials and Structures, Vol. 20, Issue 5 https://doi.org/10.1088/0964-1726/20/5/055018	journal	April 2011
Complete noncontact laser ultrasonic imaging for automated crack visualization in a plate An, Yun-Kyu; Park, Byeongjin; Sohn, Hoon Smart Materials and Structures, Vol. 22, Issue 2 https://doi.org/10.1088/0964-1726/22/2/025022	journal	January 2013
Correlation-based imaging technique for fatigue monitoring of riveted lap-joint structure Quaegebeur, N.; Ostiguy, P. C.; Masson, P. Smart Materials and Structures, Vol. 23, Issue 5 https://doi.org/10.1088/0964-1726/23/5/055007	journal	March 2014
Guided wave imaging for detection and evaluation of impact-induced delamination in composites Tian, Zhenhua; Leckey, Cara Smart Materials and Structures, Vol. 24, Issue 10 https://doi.org/10.1088/0964-1726/24/10/105019	journal	September 2015
Radiation, temperature, and vacuum effects on piezoelectric wafer active sensors Giurgiutiu, Victor; Postolache, Cristian; Tudose, Mihai Smart Materials and Structures, Vol. 25, Issue 3 https://doi.org/10.1088/0964-1726/25/3/035024	journal	February 2016
Guided wave based structural health monitoring: A review Mitra, Mira; Gopalakrishnan, S. Smart Materials and Structures, Vol. 25, Issue 5 https://doi.org/10.1088/0964-1726/25/5/053001	journal	March 2016
Crack propagation monitoring in a full-scale aircraft fatigue test based on guided wave-Gaussian mixture model Qiu, Lei; Yuan, Shenfang; Bao, Qiao Smart Materials and Structures, Vol. 25, Issue 5 https://doi.org/10.1088/0964-1726/25/5/055048	journal	April 2016
Damage localization in metallic plate structures using edge-reflected lamb waves Ebrahimkhanlou, A.; Dubuc, B.; Salamone, S. Smart Materials and Structures, Vol. 25, Issue 8 https://doi.org/10.1088/0964-1726/25/8/085035	journal	July 2016
Impact source localisation in aerospace composite structures De Simone, Mario Emanuele; Ciampa, Francesco; Boccardi, Salvatore Smart Materials and Structures, Vol. 26, Issue 12 https://doi.org/10.1088/1361-665x/aa973e	journal	November 2017
The signatures of acoustic emission waveforms from fatigue crack advancing in thin metallic plates Bhuiyan, Md Yeasin; Giurgiutiu, Victor Smart Materials and Structures, Vol. 27, Issue 1 https://doi.org/10.1088/1361-665x/aa9bc2	journal	December 2017
Minimum variance ultrasonic imaging applied to an in situ sparse guided wave array Hall, James S.; Michaels, Jennifer E. IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control, Vol. 57, Issue 10 https://doi.org/10.1109/tuffc.2010.1692	journal	October 2010
Vibration-based Damage Identification Methods: A Review and Comparative Study No authors listed Structural Health Monitoring: An International Journal, Vol. 10, Issue 1 https://doi.org/10.1177/1475921710365419	journal	April 2010
Lamb-wave-based two-dimensional areal scan damage imaging using reverse-time migration with a normalized zero-lag cross-correlation imaging condition He, Jiaze; Yuan, Fuh-Gwo Structural Health Monitoring, Vol. 16, Issue 4 https://doi.org/10.1177/1475921716674373	journal	October 2016
Toward identifying crack-length-related resonances in acoustic emission waveforms for structural health monitoring applications Bhuiyan, Md Yeasin; Bao, Jingjing; Poddar, Banibrata Structural Health Monitoring, Vol. 17, Issue 3 https://doi.org/10.1177/1475921717707356	journal	April 2017
Guided wave excitation and propagation in damped composite plates Mei, Hanfei; Giurgiutiu, Victor Structural Health Monitoring, Vol. 18, Issue 3 https://doi.org/10.1177/1475921718765955	journal	April 2018
A signal domain transform method for spatial resolution improvement of Lamb wave signals with synthetically measured relative wavenumber curves Cai, Jian; Wang, Xiaopeng; Zhou, Zhiquan Structural Health Monitoring, Vol. 18, Issue 5-6 https://doi.org/10.1177/1475921718807310	journal	September 2018
Lamb-Wave-Based Tomographic Imaging Techniques for Hole-Edge Corrosion Monitoring in Plate Structures Wang, Dengjiang; Zhang, Weifang; Wang, Xiangyu Materials, Vol. 9, Issue 11 https://doi.org/10.3390/ma9110916	journal	November 2016
A Modified Lamb Wave Time-Reversal Method for Health Monitoring of Composite Structures Zeng, Liang; Lin, Jing; Huang, Liping Sensors, Vol. 17, Issue 5 https://doi.org/10.3390/s17050955	journal	April 2017
On-Line Corrosion Monitoring of Plate Structures Based on Guided Wave Tomography Using Piezoelectric Sensors Rao, Jing; Ratassepp, Madis; Lisevych, Danylo Sensors, Vol. 17, Issue 12 https://doi.org/10.3390/s17122882	journal	December 2017
Debonding Detection in Hidden Frame Supported Glass Curtain Walls Using the Nonlinear Ultrasonic Modulation Method with Piezoceramic Transducers Hong, Xiaobin; Liu, Yuan; Liufu, Yonghong Sensors, Vol. 18, Issue 7 https://doi.org/10.3390/s18072094	journal	June 2018
Impact Monitoring for Aircraft Smart Composite Skins Based on a Lightweight Sensor Network and Characteristic Digital Sequences Qiu, Lei; Deng, Xiaolei; Yuan, Shenfang Sensors, Vol. 18, Issue 7 https://doi.org/10.3390/s18072218	journal	July 2018
A weighted sparse reconstruction-based ultrasonic guided wave anomaly imaging method for composite laminates Xu, Cai-bin; Yang, Zhi-bo; Zhai, Zhi Composite Structures, Vol. 209 https://doi.org/10.1016/j.compstruct.2018.10.097	journal	February 2019
Frequency–wavenumber domain analysis of guided wavefields Michaels, Thomas E.; Michaels, Jennifer E.; Ruzzene, Massimo Ultrasonics, Vol. 51, Issue 4 https://doi.org/10.1016/j.ultras.2010.11.011	journal	May 2011
Identification of cracks in thin-walled structures by means of wavenumber filtering Kudela, Paweł; Radzieński, Maciej; Ostachowicz, Wiesław Mechanical Systems and Signal Processing, Vol. 50-51 https://doi.org/10.1016/j.ymssp.2014.05.041	journal	January 2015
In situ Barely Visible Impact Damage detection and localization for composite structures using surface mounted and embedded PZT transducers: A comparative study Dziendzikowski, M.; Kurnyta, A.; Dragan, K. Mechanical Systems and Signal Processing, Vol. 78 https://doi.org/10.1016/j.ymssp.2015.09.021	journal	October 2016
Structural Health Monitoring system based on a concept of Lamb wave focusing by the piezoelectric array Kudela, Pawel; Radzienski, Maciej; Ostachowicz, Wieslaw Mechanical Systems and Signal Processing, Vol. 108 https://doi.org/10.1016/j.ymssp.2018.02.008	journal	August 2018
Domain wall and volume contributions to material properties of PZT ceramics Herbiet, R.; Robels, U.; Dederichs, H. Ferroelectrics, Vol. 98, Issue 1 https://doi.org/10.1080/00150198908217575	journal	October 1989
A synthetic time-reversal imaging method for structural health monitoring Wang, Chun H.; Rose, James T.; Chang, Fu-Kuo Smart Materials and Structures, Vol. 13, Issue 2 https://doi.org/10.1088/0964-1726/13/2/020	journal	March 2004
Predicting delamination of composite laminates using an imaging approach Su, Zhongqing; Cheng, Li; Wang, Xiaoming Smart Materials and Structures, Vol. 18, Issue 7 https://doi.org/10.1088/0964-1726/18/7/074002	journal	June 2009
Ultrasonic Lamb wave tomography in structural health monitoring Zhao, Xiang; Royer, Roger L.; Owens, Steven E. Smart Materials and Structures, Vol. 20, Issue 10 https://doi.org/10.1088/0964-1726/20/10/105002	journal	August 2011
A quantitative damage imaging technique based on enhanced CCRTM for composite plates using 2D scan He, Jiaze; Yuan, Fuh-Gwo Smart Materials and Structures, Vol. 25, Issue 10 https://doi.org/10.1088/0964-1726/25/10/105022	journal	September 2016
Hybrid local FEM/global LISA modeling of damped guided wave propagation in complex composite structures Shen, Yanfeng; Cesnik, Carlos E. S. Smart Materials and Structures, Vol. 25, Issue 9 https://doi.org/10.1088/0964-1726/25/9/095021	journal	August 2016
Irreversibility effects in piezoelectric wafer active sensors after exposure to high temperature Haider, Mohammad Faisal; Giurgiutiu, Victor; Lin, Bin Smart Materials and Structures, Vol. 26, Issue 9 https://doi.org/10.1088/1361-665X/aa785f	journal	August 2017
Impact source localisation in aerospace composite structures De Simone, Mario Emanuele; Ciampa, Francesco; Boccardi, Salvatore Smart Materials and Structures, Vol. 26, Issue 12 https://doi.org/10.1088/1361-665X/aa973e	journal	November 2017
The signatures of acoustic emission waveforms from fatigue crack advancing in thin metallic plates Bhuiyan, Md Yeasin; Giurgiutiu, Victor Smart Materials and Structures, Vol. 27, Issue 1 https://doi.org/10.1088/1361-665X/aa9bc2	journal	December 2017
An introduction to structural health monitoring Farrar, Charles R.; Worden, Keith Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, Vol. 365, Issue 1851 https://doi.org/10.1098/rsta.2006.1928	journal	December 2006
Minimum variance ultrasonic imaging applied to an in situ sparse guided wave array Hall, James S.; Michaels, Jennifer E. IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control, Vol. 57, Issue 10 https://doi.org/10.1109/TUFFC.2010.1692	journal	October 2010
Acoustic source localization in an anisotropic plate without knowing its material properties: a new approach Park, Won Hyun; Packo, Pawel; Kundu, Tribikram SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring, SPIE Proceedings https://doi.org/10.1117/12.2224504	conference	April 2016
Group velocity of cylindrical guided waves in anisotropic laminate composites Glushkov, Evgeny; Glushkova, Natalia; Eremin, Artem The Journal of the Acoustical Society of America, Vol. 135, Issue 1 https://doi.org/10.1121/1.4829534	journal	January 2014
Lamb wave frequency–wavenumber analysis and decomposition Tian, Zhenhua; Yu, Lingyu Journal of Intelligent Material Systems and Structures, Vol. 25, Issue 9 https://doi.org/10.1177/1045389X14521875	journal	February 2014
Validation and evaluation of damage identification using probability-based diagnostic imaging on a stiffened composite panel Wu, Zhanjun; Liu, Kehai; Wang, Yishou Journal of Intelligent Material Systems and Structures, Vol. 26, Issue 16 https://doi.org/10.1177/1045389X14549873	journal	September 2014
Delamination detection and quantification on laminated composite structures with Lamb waves and wavenumber analysis Tian, Zhenhua; Yu, Lingyu; Leckey, Cara Journal of Intelligent Material Systems and Structures, Vol. 26, Issue 13 https://doi.org/10.1177/1045389X14557506	journal	November 2014
A refined Lamb wave time-reversal method with enhanced sensitivity for damage detection in isotropic plates Agrahari, Jitendra Kumar; Kapuria, Santosh Journal of Intelligent Material Systems and Structures, Vol. 27, Issue 10 https://doi.org/10.1177/1045389X15590269	journal	June 2015
A multi-delay-and-sum imaging algorithm for damage detection using piezoceramic transducers Lu, Guangtao; Li, Yourong; Wang, Tao Journal of Intelligent Material Systems and Structures, Vol. 28, Issue 9 https://doi.org/10.1177/1045389X16666184	journal	September 2016
Numerical and experimental investigation of damage severity estimation using Lamb wave–based imaging methods Migot, Asaad; Bhuiyan, Yeasin; Giurgiutiu, Victor Journal of Intelligent Material Systems and Structures, Vol. 30, Issue 4 https://doi.org/10.1177/1045389X18818775	journal	November 2017
Experimental Investigation of Impact Localization in Composite Plate Using Newly Developed Imaging Method Faisal Haider, Mohammad; Migot, Asaad; Bhuiyan, Md Inventions, Vol. 3, Issue 3 https://doi.org/10.3390/inventions3030059	journal	August 2018
An Experimental Study on the Effect of Temperature on Piezoelectric Sensors for Impedance-Based Structural Health Monitoring Baptista, Fabricio; Budoya, Danilo; Almeida, Vinicius Sensors, Vol. 14, Issue 1 https://doi.org/10.3390/s140101208	journal	January 2014
Real-Time Impact Visualization Inspection of Aerospace Composite Structures with Distributed Sensors Si, Liang; Baier, Horst Sensors, Vol. 15, Issue 7 https://doi.org/10.3390/s150716536	journal	July 2015
Structural Health Monitoring of a Composite Panel Based on PZT Sensors and a Transfer Impedance Framework Dziendzikowski, Michal; Niedbala, Patryk; Kurnyta, Artur Sensors, Vol. 18, Issue 5 https://doi.org/10.3390/s18051521	journal	May 2018

Cited By (10)

Hardware-In-The-Loop Simulations of Hole/Crack Identification in a Composite Plate Liang, Yen-Chu; Sun, Yun-Ping Materials, Vol. 13, Issue 2 https://doi.org/10.3390/ma13020424	journal	January 2020
Monitoring of Epoxy-Grouted Bonding Strength Development between an Anchored Steel Bar and Concrete Using PZT-Enabled Active Sensing Jiang, Jian; Hei, Chuang; Feng, Qian Sensors, Vol. 19, Issue 9 https://doi.org/10.3390/s19092096	journal	May 2019
Development of Ultrasonic Guided Wave Transducer for Monitoring of High Temperature Pipelines Dhutti, Anurag; Tumin, Saiful Asmin; Balachandran, Wamadeva Sensors, Vol. 19, Issue 24 https://doi.org/10.3390/s19245443	journal	December 2019
Sector Piezoelectric Sensor Array Transmitter Beamforming MUSIC Algorithm Based Structure Damage Imaging Method Fu, Tao; Wang, Yi; Qiu, Lei Sensors, Vol. 20, Issue 5 https://doi.org/10.3390/s20051265	journal	February 2020
Utilization of Scanning Acoustic Microscope (SAM) to prove the existence of stress relaxation in woven composite Saadatzi, MohammadSadegh; Ahmed, Hossain; Patra, Subir Smart Structures and NDE for Energy Systems and Industry 4.0 https://doi.org/10.1117/12.2522084	conference	April 2019
Deep learning for enhancing wavefield image quality in fast non-contact inspections Keshmiri Esfandabadi, Yasamin; Bilodeau, Maxime; Masson, Patrice Structural Health Monitoring, Vol. 19, Issue 4 https://doi.org/10.1177/1475921719873112	journal	September 2019
Multimode Guided Wave Detection for Various Composite Damage Types Mei, Hanfei; James, Robin; Haider, Mohammad Faisal Applied Sciences, Vol. 10, Issue 2 https://doi.org/10.3390/app10020484	journal	January 2020
A Fast Beamforming Method to Localize an Acoustic Emission Source under Unknown Wave Speed Tai, Junfei; He, Tian; Pan, Qiang Materials, Vol. 12, Issue 5 https://doi.org/10.3390/ma12050735	journal	March 2019
Structural Health Monitoring with Sensor Data and Cosine Similarity for Multi-Damages Kim, Byungmo; Min, Cheonhong; Kim, Hyungwoo Sensors, Vol. 19, Issue 14 https://doi.org/10.3390/s19143047	journal	July 2019
Measurement of Three-Dimensional Structural Displacement Using a Hybrid Inertial Vision-Based System Zhang, Xinxiang; Zeinali, Yasha; Story, Brett A. Sensors, Vol. 19, Issue 19 https://doi.org/10.3390/s19194083	journal	September 2019

Similar Records

Fatigue-Crack Detection and Monitoring through the Scattered-Wave Two-Dimensional Cross-Correlation Imaging Method Using Piezoelectric Transducers

Journal Article · Tue May 26 20:00:00 EDT 2020 · Sensors · OSTI ID:1801214

Damage Identification of Wind Turbine Blades Using Piezoelectric Transducers

Journal Article · Tue Dec 31 19:00:00 EST 2013 · Shock and Vibration · OSTI ID:1275962

Performance Evaluation of Comparative Vacuum Monitoring and Piezoelectric Sensors for Structural Health Monitoring of Rotorcraft Components

Technical Report · Thu Jul 01 00:00:00 EDT 2021 · OSTI ID:1809128

Related Subjects

36 MATERIALS SCIENCE
37 INORGANIC, ORGANIC, PHYSICAL, AND ANALYTICAL CHEMISTRY
47 OTHER INSTRUMENTATION
acoustic emission
active sensing
chemistry
damage detection
engineering
instruments & instrumentation
passive sensing
piezoelectric wafer active sensors
structural health monitoring

Recent Advances in Piezoelectric Wafer Active Sensors for Structural Health Monitoring Applications

Citation Formats

References (73)

Cited By (10)

Similar Records

Related Subjects