A monitoring device is operated to detect a disruption of a fluid connection between two fluid containing systems. A disruption detector in the monitoring device operates on a measurement signal (Pi) to detect an apparent disruption of the fluid connection and generate a corresponding alarm indication. The monitoring device is configured to optimize the configuration of the disruption detector to limit the number of false alarms, by operating a false alarm analyzer to produce a count (FA#) of false alarm indications generated per unit time by the disruption detector for one or more configurations (Δ;L) of the disruption detector, and by operating an updater to update the configuration (Δ;L) of the disruption detector based on the count (FA#). The monitoring device may be connected to or part of an apparatus for blood treatment and operable to detect a disconnection of an extracorporeal blood circuit from a vascular system of a patient, e.g. a venous-side disconnection.