@Young:
So the official military term used in WWII was “Supply Depot”?
I don’t know if it was official or not, but I’m pretty sure the term was used – and it certainly sounds clear and straightforward in its meaning. Supply dump was another term that was used, but I think supply dump sounds a bit more improvised, whereas supply depot conveys (to my mind at least) the image of an organized and formal facility.