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"We want infrastructure to have a voice," says Varma, leaning over a holographic projection of the Pennybacker Bridge. "We just need to be brave enough to listen."

"We caught a bearing lock in El Paso three months before it would have seized during a winter freeze," recalls Marco Diaz (B.S. '20), the project's lead field engineer. "The bridge didn't look broken. It felt broken to the AI. We replaced a $400 part instead of rebuilding a $4 million span." However, the project raises a provocative question: If a bridge can tell you it is dying, who is liable if you ignore it? maxq magazine pdf

How UT Engineers are teaching bridges, dams, and pipelines to "feel" pain before they break. "We want infrastructure to have a voice," says

Published in the style of MaxQ Magazine | Fall 2024 Issue "The bridge didn't look broken

– On a humid morning in July, a 60-year-old concrete overpass on I-35 did something no one expected: it whispered.

The sensors measure strain, temperature, torsion, and vibration 2,000 times per second. The AI, trained on two decades of bridge failure data, learns what "normal" feels like. When a variable deviates, it isolates the location with sub-millimeter precision. The implications are staggering. Texas has over 55,000 bridges; 12% are considered structurally deficient. Repairs currently rely on annual visual inspections—a method that misses slow-moving fatigue.

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