Abstract
Various methods such as fiber optic sensors, acoustic emission techniques, digital image correlation, embedded sensors, and strain gauges are utilized to monitor stress/strain in concrete. The embedded sensors offer advantages of real-time monitoring, high accuracy and sensitivity, and long-term performance data. These sensors can be embedded in concrete to monitor the condition of a section of the concrete at critical points throughout its life cycle. This work presents an innovative approach using a 3D-printed piezoresistive sensor composed of a conductive thermoplastic polyurethane filament to monitor strain within a concrete sample under four-point loading conditions. The performance of the sensor at different locations, temperature and humidity within the concrete was studied. The findings demonstrate that the 3D-printed sensor effectively captures strain within concrete samples under cyclic loading. The sensor’s signal output varies between 20% and 120% based on its distance from the crack location, enabling accurate crack position monitoring. Additionally, the sensor’s response depends on temperature and humidity, and prior to failure it closely follows a mathematical model based on beam theory, achieving an R2 value greater than 0.94. Furthermore, artificial intelligence-based clustering achieves 98.9% accuracy in identifying crack locations from sensor data, highlighting its potential as a practical tool for structural health monitoring. The results suggest that when the sensor is positioned close to a theoretical crack formation location, a high-confidence signal is obtained.
| Original language | English |
|---|---|
| Article number | 015006 |
| Pages (from-to) | 1-14 |
| Number of pages | 14 |
| Journal | Smart Materials and Structures |
| Volume | 35 |
| Issue number | 1 |
| DOIs | |
| Publication status | Published - Jan 2026 |
Bibliographical note
Copyright the Author(s) 2025. Version archived for private and non-commercial use with the permission of the author/s and according to publisher conditions. For further rights please contact the publisher.Keywords
- concrete beam
- four-point bending test
- 3D printing
- piezoresistive sensors
- health monitoring
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