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Modeling heterogeneity for multivariate data is an important research topic.In this paper,we give a sufficient condition to establish the identifiability for semiparametric multivariate mixture models with unknown location-shifted symmetric components,and propose a novel minimum distance method to estimate the location and proportion parameters.