Look at LDO (low drop out) regulators such as the LM2940CT series. These claim to have a maximum drop out voltage of 1.0V over the entire temperature range and typical dropout of 0.5V at room temperature. They are rated for 1.0A. There are other parts with 3.3A and 5A ratings, but the dropout on those are greater than 1V.
NM