From data to action: real-world applications of predictive maintenance
Predictive maintenance applications are transforming modern infrastructure management. Reacting to failures is no longer enough—today, the focus has shifted toward data-driven strategies using geotechnical sensors that enable engineers to anticipate problems before they become critical. In geotechnical and structural monitoring, this transformation is powered by IoT enabled sensors, capable of continuously measuring ground behavior and structural conditions in real time. By combining technologies such as inclinometers, piezometers, data loggers, and cloud platforms, companies can move from reactive interventions to proactive risk management, improving safety, efficiency, and sustainability. In geotechnical monitoring, data alone is not enough…











