I don't think it will make much of a difference in the overall performance of the RHPs. If it were me Id place them more near the back wall and in the center of each divided section.
In my large cages the RHP and belly heat are on one side. In smaller cages the area is really not large enough to designate one area with a RHP so I would go more central to warm each section more evenly.