You can think of
Tuxedo as "tinker toys" for building server applications... It manages the back end side of process managment, synchronization, scheduling, inter machine communications, etc.
I don't know of anything Open Source that even begins to compare with Tuxedo. Have you considered just buying a copy of Tuxedo for your
Linux machine? It isn't that expensive, and I'd expect it would make the whole process a lot simpler.
-PatP