Finite mixture models have been widely used to model and analyze data from a heterogeneous populations. Moreover, of this kind can be missing or subject some upper and/or lower detection limits because the constraints experimental apparatuses. Another complication arises when measures each population depart significantly normality, such as asymmetric behavior. For structures, we propose robust ...