Road collapse is a critical infrastructure failure characterized by the sudden caving-in or failure of road surfaces, posing significant risks to safety, mobility, and economic stability. This social issue, driven by factors such as water infiltration, inadequate construction, and the stress of heavy traffic, highlights the urgent need for effective management and preventive strategies. Despite ongoing maintenance and improvement efforts, road collapses remain a challenging problem, underscoring the importance of innovative solutions and robust infrastructure resilience measures. Addressing this issue is crucial for ensuring safe, reliable transportation networks and minimizing the adverse impacts on communities and economies alike.