We propose a stochastic MPC scheme using an optimization over the initial state for predicted trajectory. Considering linear discrete-time systems under unbounded additive disturbances subject to chance constraints, we use constraint tightening based on probabilistic reachable sets design MPC. The avoids infeasibility issues arising from by including as decision variable. show that stabilizing ...