  The difficulty that the probabilities infinitely increase with time as time
is long enough in time-dependent perturbation theory for some quantum systems
is resolved by means of simply transforming the perturbative series into
natural exponential functions of the re-summed perturbative series. Three
exactly solvable models are taken to check our new formulation, and excellent
agreements with the exact solution are achieved.
