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As global climate change and infrastructure ageing accelerate, particularly in coastal regions, the demand for real-time life-cycle seismic management of bridges and rapid post-earthquake response is increasing. Traditional seismic fragility assessments, based on static models or finite element (FE) analyses at specific time points, are computationally intensive and inefficient, and fail to meet practical decision-making needs.
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