Smart Piezoelectric Sensors to monitor Concrete Strength for Enhanced Infrastructure Maintenance
Published 10-12-2025
Keywords
- PZT sensor,
- Electromechanical impedance,
- Numerical simulation,
- COMSOLTM 5.5,
- Structural health monitoring
- Equivalent structural parameter ...More
How to Cite
Copyright (c) 2026 Journal of Non Destructive Testing and Evaluation (JNDE)

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Abstract
The electromechanical impedance (EMI) technique has emerged as a powerful tool for structural health monitoring (SHM), yet the effectiveness of different piezoelectric sensor configurations in reinforced concrete remains inadequately understood. This study presents a combined experimental–numerical investigation of three sensor setups: surface-bonded (SBPS), embedded (EPS), and non-bonded (NBPS). Conductance–frequency analysis revealed that EPS exhibited the highest sensitivity, with resonance peaks shifting to 220–240 kHz as concrete stiffness increased, highlighting its suitability for long-term durability assessment. SBPS showed the closest agreement between experimental and numerical EMI responses (RMSD = 4.59%), making it the most reliable configuration. NBPS had a higher RMSD (16.5%) but allows
sensor reuse and non-invasive deployment. EPS (RMSD = 8.1%) highlights the challenges of modeling multi-layer PZT–epoxy–mortar interactions and interfacial effects. Complementing conventional EMI metrics, equivalent structural parameter (ESP) analysis using real and imaginary impedance components within Hixon’s spring–mass–damper framework provided quantitative insight into mechanical evolution
during concrete hydration. EPS and SBPS effectively captured stiffness gain and damping reduction, whereas NBPS exhibited more stable yet limited variation. Numerical simulations were performed using COMSOL Multiphysics, enabling detailed modeling of the electromechanical interactions and structural responses across different sensor configurations. By systematically benchmarking sensitivity, reliability, and modeling complexity across configurations, this work delivers critical insights for optimizing EMI-based SHM frameworks. Overall, EPS maximizes sensitivity, SBPS ensures superior numerical experimental fidelity, and NBPS provides a pragmatic compromise, collectively establishing a robust
framework for optimizing EMI-based structural health monitoring in reinforced concrete.
References
- Gu H, Song G, Dhonde H, Mo YL, Yan S. Concrete early age strength monitoring using embedded piezoelectric transducers. Smart Mater Struct 2006;15:1837–45. https://doi.org/10.1088/0964-1726/15/6/038.
- Stephen Pessiki, Matthew R. Johnson. Nondestructive Evaluation of Early-Age Concrete Strength in Plate Structures by the Impact-Echo Method. ACI Mater J 1996;93. https://doi.org/10.14359/9811.
- Liang C, Sun FP, Rogers CA. Coupled Electro-Mechanical Analysis of Adaptive Material Systems — Determination of the Actuator Power Consumption and System Energy Transfer. J Intell Mater Syst Struct 1994;5:12–20. https://doi.org/10.1177/1045389X9400500102.
- M. V. Gandhi, B. S. Thompson. Smart materials and structures 1992. https://doi.org/10.1002/adma.19930050427.
- Sha X, Zhu S. A Baseline-Free Electromechanical Impedance Resonance Method for Measuring the Modulus of Elasticity of Concrete Cubes Using Surface Bonded PZT Patches. Struct Control Health Monit 2024;2024. https://doi.org/10.1155/2024/6153935.
- T. Jothi Saravanan , N. Gopalakrishnan, C. Bharathi Priya. Monitoring of early-age characteristics of concrete using EMI based embedded PZT transducers on varying plate thickness. International Conference on Advances in Construction Materials and Systems (ICACMS-2017) with 71st RILEM, Chennai, India: 2017.
- Jothi Saravanan T, Singh Chauhan S. Study on pre-damage diagnosis and analysis of adhesively bonded smart PZT sensors using EMI technique. Measurement (Lond) 2022;188. https://doi.org/10.1016/j.measurement.2021.110411.
- Bhalla S, Soh CK. Electromechanical Impedance Modeling for Adhesively Bonded Piezo-Transducers. J Intell Mater Syst Struct 2004;15:955–72. https://doi.org/10.1177/1045389X04046309.
- Tawie R, Lee HK. Monitoring the strength development in concrete by EMI sensing technique. Constr Build Mater 2010;24:1746–53.
- https://doi.org/10.1016/j.conbuildmat.2010.02.014.
- Shin SW, Oh TK. Application of electro-mechanical impedance sensing technique for online monitoring of strength development in concrete using smart PZT patches. Constr Build Mater 2009;23:1185–8. https://doi.org/10.1016/j.conbuildmat.2008.02.017.
- Lu X, Lim YY, Soh CK. Investigating the performance of “Smart Probe” based indirect EMI technique for strength development monitoring of cementitious materials – Modelling and parametric study. Constr Build Mater 2018;172:134–52. https://doi.org/10.1016/j.conbuildmat.2018.03.222.
- Shin SW, Qureshi AR, Lee J-Y, Yun CB. Piezoelectric sensor based nondestructive active monitoring of strength gain in concrete. Smart Mater Struct 2008;17:055002. https://doi.org/10.1088/0964-1726/17/5/055002.
- Jena T, Raj AK, Saravanan TJ, Bansal T. Deep learning neural networks for monitoring early-age concrete strength through a surface-bonded PZT sensor configuration. Measurement 2025;241:115698. https://doi.org/10.1016/j.measurement.2024.115698.
- Jothi Saravanan T, Balamonica K, Bharathi Priya C, Gopalakrishnan N, Murthy SGN. Piezoelectric EMI Based Monitoring of Early Strength Gain in Concrete and Damage Detection in Structural Components. Journal of Infrastructure Systems 2017;23. https://doi.org/10.1061/(ASCE)IS.1943-555X.0000386.
- Bharathi Priya C, Jothi Saravanan T, Balamonica K, Gopalakrishnan N, Rao ARM. EMI based monitoring of early-age characteristics of concrete and comparison of serial/parallel multi-sensing technique. Constr Build Mater 2018;191:1268–84. https://doi.org/10.1016/j.
- conbuildmat.2018.10.079.
- Annamdas VGM, Rizzo P. Monitoring concrete by means of embedded sensors and electromechanical impedance technique. In: Tomizuka M, editor., 2010, p. 76471Z. https://doi.org/10.1117/12.847687.
- Yang Y, Divsholi BS, Soh CK. A Reusable PZT Transducer for Monitoring Initial Hydration and Structural Health of Concrete. Sensors 2010;10:5193208. https://doi.org/10.3390/s100505193.
- T. T. Nguyen, J. T. Kim, Q. B. Ta, D. D. Ho, T. T. V. Phan, T. C. Huynh. Deep learning-based functional assessment of piezoelectric-based smart interface under various degradations. Smart Struct Syst 2021;28:69–87.
- Huynh T-C, Nguyen T-D, Ho D-D, Dang N-L, Kim J-T. Sensor Fault Diagnosis for Impedance Monitoring Using a Piezoelectric-Based Smart Interface Technique. Sensors 2020;20:510. https://doi.org/10.3390/s20020510.
- Bansal T, Azam A, Morwal T, Talakokula V, Jothi Saravanan T. Assessing cement paste strength evolution under curing: An experimental and numerical investigation through equivalent stiffness parameter identified by embedded piezo sensors. Measurement 2025;241:115713.
- https://doi.org/10.1016/j.measurement.2024.115713.
- Jena T, Saravanan TJ, Bansal T. Deep Learning-based data-driven technique for early-age concrete strength monitoring using the non-bonded piezoelectric sensor system. Measurement 2025;256:118346. https://doi.org/10.1016/j.measurement.2025.118346.
- Sun FP, Chaudhry ZA, Rogers CA, Majmundar M, Liang C. Automated real-time structure health monitoring via signature pattern recognition; In: Chopra I, editor., 1995, p. 236–47. https://doi.org/10.1117/12.208261.
- Park G, SH, FCR and IDJ. Overview of Piezoelectric Impedance-Based Health Monitoring and Path Forward. The Shock and Vibration Digest
- ;35:451–63.
- Bhalla S, Soh CK. High frequency piezoelectric signatures for diagnosis of seismic/blast induced structural damages. NDT & E International
- ;37:23–33. https://doi.org/10.1016/j.ndteint.2003.07.001.
- Bansal T, Talakokula V, Mathiyazhagan K. Equivalent structural parameters based non-destructive prediction of sustainable concrete
- strength using machine learning models via piezo sensor. Measurement 2022;187:110202. https://doi.org/10.1016/j.measurement.2021.110202.
- Soh CK, Bhalla S. Calibration of piezo-impedance transducers for strength prediction and damage assessment of concrete. Smart Mater Struct 2005;14:671–84. https://doi.org/10.1088/09641726/14/4/026.
- Talakokula V, Bhalla S, Gupta A. Monitoring early hydration of reinforced concrete structures using structural parameters identified by piezo sensors via electromechanical impedance technique. Mech Syst Signal Process 2018;99:129–41. https://doi.org/10.1016/j.ymssp.2017.05.042.
- Moharana S, Bhalla S. Development and evaluation of an external reusable piezo-based concrete hydration monitoring sensor. J Intell Mater Syst Struct 2019;30:277088. https://doi.org/10.1177/1045389X19873414.
- Bansal T, Talakokula V. Deterioration of structural parameters due to corrosion in prestressed concrete identified by smart probe-based piezo sensor. Engineering Research Express 2021;3:015011. https://doi.org/10.1088/2631-8695/abded9.
- Bansal T, Talakokula V, Sathujoda P. Durability aspects of blended concrete systems subjected to combined mechanical and environmental loading using piezo sensor. Constr Build Mater 2022;348:128613. https://doi.org/10.1016/j.conbuildmat.2022.128613.
- Bansal T, Talakokula V. Study of Durability Aspects of Limestone Calcined Clay Cement Using Different Piezo Configurations. vol. 25. Springer. Singapore: 2020.
- E.L. Hixon. Mechanical Impedance. 3rd ed. NewYork: Mc Graw Hill Book; 1998