The time dependent density matrix of a system with potential barrier is stu
died using path integrals. The characterization of the initial state, which
is assumed to be restricted to one side of the barrier, and the time evolu
tion of the density matrix lead to a threefold path integral which is evalu
ated in the semiclassical limit. The semiclassical trajectories are found t
o move in the complex coordinate plane and barrier penetration only arises
due to fluctuations. Both the form of the semiclassical paths and the relev
ant fluctuations change significantly as a function of temperature. The sem
iclassical analysis leads to a detailed picture of barrier penetration in t
he real time domain and the changeover from thermal activation to quantum t
unneling. Deep tunneling is associated with quasizero modes in the fluctuat
ion spectrum about the semiclassical orbits in the long time limit. The con
nection between this real time description of tunneling and the standard im
aginary time instanton approach is established. Specific results are given
for a double well potential and an Eckart barrier.