We consider queueing, fluid and inventory processes whose dynamics are dete
rmined by general point processes or random measures that represent inputs
and outputs. The state of such a process (the queue length or inventory lev
el) is regulated to stay in a finite or infinite interval-inputs or outputs
are disregarded when they would lead to a state outside the interval. The
sample paths of the process satisfy an integral equation; the paths have fi
nite local variation and may have discontinuities. We establish the existen
ce and uniqueness of the process based on a Skorohod equation. This leads t
o an explicit expression for the process on the doubly-infinite Lime axis.
The expression is especially tractable when the process is stationary with
stationary input-output measures. This representation is an extension of th
e classical Loynes representation of stationary waiting times in single-ser
ver queues with stationary inputs and services. We also describe several pr
operties of stationary processes: Palm probabilities of the processes at ju
mp times, Little laws for waiting times in the system, finiteness of moment
s and extensions to tandem and treelike networks.