Parametric models averaging for optimized non-parametric fragility curve estimation based on intensity measure data clustering

•Clustering of the intensity measure data based on an enriched ground motion database.•Fragility curves as threshold exceedance probabilities at cluster centroids.•Optimization based on averaging of parametric models.•Optimized fragility curves with smaller confidence intervals that the un-optimized.