We consider a tandem production line where the product flowing through the
line is continuous fluid. We call such a line a continuous tandem (CT) line
. We derive a recursive representation for the departure time of products i
n CT lines. Next, we apply sample path analysis techniques to prove that th
e departure time is convex (in the sense of strong stochastic convexity) in
the flow rates of the machines. We then prove that the infinitesimal pertu
rbation analysis (IPA) estimate, for the gradient of throughput with respec
t to machine flow rates, is strongly consistent.