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Gilbert and a detachment of the XVI Corps (known as the Right Wing-XVI Corps commanded by Smith) were transferred to the Department of the Gulf under Nathaniel P. Banks for the Red River Campaign.
In January 1865, he was assigned command of a division comprising his brigade and that of Mathew Ector in the Department of the Gulf and the Department of Alabama, Mississippi, and Eastern Louisiana.