Structures That Speak: How Digital Twins and Real-Time Monitoring Are Redefining Infrastructure Longevity
A new generation of IoT sensors, AI-driven analytics platforms, and digital twin technology is fundamentally changing how structural engineers and asset managers understand the condition of buildings, bridges, and critical infrastructure. Rather than relying on scheduled inspections and reactive maintenance, these tools enable continuous, data-driven oversight that can predict failures before they occur and extend infrastructure service life by years or decades. The implications for American inf