A computer-implemented method, a computer program product, and a computer system for amelioration management of edge computing devices. A computer generates digital twin models of respective ones of edge devices. A computer uses the digital twin models to predict an impacted edge device which has a health issue in edge computing. A computer uses the digital twin models to predict impact occurring time. A computer, based on simulations with the digital twin models, reassign a portion of edge computing loads that originally assigned to the impacted edge device to other edge devices. A computer keeps remaining edge computing loads on the impacted edge device such that the impacted edge device is able to complete the remaining edge computing loads prior to the impact occurring time. A computer removes dependencies of the other edge devices on the impacted edge device, in response to the remaining edge computing loads being completed.