We calculate the time evolution of Landau-Zener tunneling for atoms in
an accelerating optical lattice. Analytical expressions are obtained
that are in good agreement with a recent observation of nonexponential
decay. We identify new experimental regimes that show a crossover fro
m strong coherent oscillations to exponential decay in the temporal ev
olution of the survival probability. We establish the time scale of th
is crossover, and make connection to a tunneling time of Zener breakdo
wn.