The bacterium E. coli maneuvers itself to regions with high chemoattractant
concentrations by performing two stereotypical moves: runs', in which it moves in near straight lines, and tumbles’, in which it does not advance but changes
direction randomly. The duration of each move is stochastic and depends upon
the chemoattractant concentration experienced in the recent past. We relate
this stochastic behavior to the steady-state density of a bacterium population,
and we derive the latter as a function of chemoattractant concentration. In
contrast to earlier treatments, here we account for the effects of temporal
correlations and variable tumbling durations. A range of behaviors obtains,
that depends subtly upon several aspects of the system - memory, correlation,
and tumbling stochasticity in particular.

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