-We study correlations of intervals between pulses in an excitable system, using a semiconductor laser with optical feedback as an experimental model system. First we show, by means of a combination of experimental observations and theoretical analysis, that for an intermediate range of the laser's pump current the interspike intervals are positively correlated over a few lags, an effect that can be theoretically explained by an intrinsic two-state switching in the laser dynamics. The same theory can be also applied if the laser is externally driven by a dichotomous switching of the pump current, a scenario that allows for a controlled change of the spike rates of the two states over orders of magnitude. Varying one of the pump levels, we find experimentally that the correlation between adjacent intervals is maximized at a finite pump level corresponding to an optimal ratio of dropout rates in the two states. Our theory confirms these findings and reveals how the regularity of spiking in the two states shapes the correlation maximum.
Copyright c EPLA, 2012The behavior of various natural and technological systems often takes the form of sequences of discrete events (point processes), whose statistical properties can be controlled both by the internal dynamics of the system and by the environmental conditions to which the system is subjected. Correlations in the time intervals between subsequent events (named interspike intervals, ISIs, in what follows) arise in geophysics (earthquakes) [1], laser physics [2,3], and neuroscience [4,5], among other fields. ISI correlations can be functionally relevant, as in sensory neurons, in which they are known to influence information transfer [6] by affecting low-frequency noise [7]; they may also betray the dominant noise source in cells [8]. Standard excitable models such as the FitzHugh-Nagumo model driven by fast fluctuations generate approximately independent ISIs (i.e. renewal processes in which ISI correlations vanish). In this paper, we provide experimental evidence of non-renewal behavior in an excitable system, namely a semiconductor laser with optical feedback, and show that ISI correlations in this system are consistent with a stochastic switching between different sub-states. For the case of two-state switching, we derive an expression for the correlation coefficient that matches the experimental data quantitatively, for either internally or externally evoked correlations. In particular, external control over the two-state switching (implemented experimentally via a dichotomous modulation of the laser's pump current) reveals that the correlation in the sequence of interspike intervals is maximized at a certain value of the ratio of dropout rates, in agreement with the theoretical prediction.In our experimental setup, the laser is subject to optical feedback through an external mirror, which leads (provided the feedback strength is moderate and the pump current is close to threshold) to an irregular series of power dropouts (our "spikes" in what follows),...