Following evolution of an open quantum system one requires full knowledge o
f its dynamics. In this paper we consider open quantum systems for which th
e Hamiltonian is "uncertain." In particular, we treat in detail a simple sy
stem similar to that considered by Mabuchi [Quant. Semiclass. Opt. 8, 1103
(1996)]: a radiatively damped atom driven by an unknown Rabi frequency il (
as would occur for an atom at an unknown point in a standing light wave). B
y measuring the environment of the system, knowledge about the system state
, and about the uncertain dynamical parameter, can be acquired. We find tha
t these two sorts of knowledge acquisition (quantified by the posterior dis
tribution for Omega, and the conditional purity of the system, respectively
) are quite distinct processes, which are not strongly correlated. Also, th
e quality and quantity of knowledge gain depend strongly on the type of mon
itoring scheme. We compare five different detection schemes (direct, adapti
ve, homodyne of the x quadrature, homodyne of the y quadrature, and heterod
yne) using four different measures of the knowledge gain (Shannon informati
on about Omega, variance in Omega, long-time system purity, and short-time
system purity).