This article proposes a method for identifying potential self-adequate sub-networks in the existing power distribution grid. These can be equipped with control and protection schemes to form microgrids capable of sustaining local loads during systems contingencies, thereby mitigating disasters. Towards best microgrid candidates, this work formulates chance-constrained optimal network partitioni...