Dedicated semiconductors are already marketed to do that, here under a (piezo filtered) selection of the linear technology range:
http://www.linear.com/parametric/Energy_Harvesting#!cols_1031,2200,1112,2167,1367,1646,1033,1032!s_0,0!gtd_!2200_Piezoelectric