We introduce a new type of stochastic dynamics as stochastic renewal o
f maps, relating to the neurodynamics of cortical memory process. This
stochastic dynamics can be reformulated by a skew product transformat
ion of two kinds of variables, one of which describes an underlying dy
namical system and the other describes chaotic dynamics, say, Bernoull
i shift. The feature of orbits in phase space is investigated in the p
articular case of a neurodynamics model for cortical chaotic memories.
A new computational result on the functional role of cortical chaos i
s obtained. We also present a neurobiological interpretation of psycho
logical perception and memories by means of the notion of chaotic itin
erancy.