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Formulas are obtained for the steady-state covariance function of a process of pulses separated by independent random time delays. The pulses considered may be either stochastic or deterministic in character. Since such processes approach stationarity in time their steady-state spectral density functions may be obtained. Explicit results are given for two examples.