Abstract: The global demand for sustainable, reliable, and resilient infrastructure has significantly increased in the face of aging bridge networks, rapid urbanization, and climate-induced stresses. Traditional inspection-based approaches to bridge maintenance, heavily reliant on manual visual checks, have proven inadequate in their ability to detect early-stage deterioration, assess real-time conditions, and forecast future failures.