When I reopen my DP project the patches on my keyboards sound different
Use the DEFAULT PATCH column instead of the PATCH column.
Default Patches are saved in the sequence while the Patch Column simply shows the active patch used for the track (eg. if you have patch changes in the track, it will reflect in the PATCH column).