Real-time strength monitoring
Combining piezoelectric sensing with deep learning enables real-time, in-situ monitoring of concrete strength, replacing time-consuming traditional proxy-based methods.
Han, Guangshuai · He, Rui · Huang, Cihang · Kong, Zhihao · Lin, Guang · Feng, Yining · Lu, Na
Nature Communications 2025
Validated across four large-scale highway construction projects
Sensing principle incorporated into new AASHTO T412 standard