Centroid deformation-based nonlinear safety monitoring model for arch dam performance evaluation

•The geometry centroid is defined for arch dam performance evaluation.•The space-time monitoring model for the centroid deformation is established.•The nonlinear PCA-LSSVM prediction model is developed.•Accurate prediction is achieved on the world’s highest arch dam. The purpose of this study is eva...

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