In this paper,we define the notion of dimension filtration of an Artinian module and study a class of Artinian modules,called sequentially co-Cohen-Macaulay modules,which contains strictly all co-Cohen-Macaulay modules.Some characterizations of co-Cohen-Macaulayness in terms of the Matlis duality and of local homology are also given.