Methods and apparatus for watermark outage detection
Methods, apparatus, systems and articles of manufacture are disclosed for watermark outage detection. Example methods include evaluating an onset time and duration of a detected watermark outage based on a model of expected watermark outages to determine whether the detected watermark outage corresponds to at least one of the expected watermark outages represented in the model. Example methods further include generating an alert in response to determining the detected watermark outage does not correspond to at least one of the expected watermark outages included in the model, and suppressing the alert in response to determining the detected watermark outage corresponds to the at least one of the expected watermark outages represented in the model.
1. A watermark outage monitoring apparatus comprising:
an outage analyzer to evaluate an onset time and duration of a detected watermark outage based on a model of expected watermark outages to determine whether the detected watermark outage corresponds to at least one of the expected watermark outages represented in the model; and
an alert generator to generate an alert in response to the outage analyzer having determined the detected watermark outage does not correspond to at least one of the expected watermark outages included in the model, the alert generator to suppress the alert in response to the outage analyzer having determined the detected watermark outage corresponds to the at least one of the expected watermark outages represented in the model.
2. The watermark outage monitoring apparatus of claim 1 , wherein the model of expected watermark outages includes:
expected outage states corresponding to onset times of the expected watermark outages; and
state transitions between the expected outage states, the state transitions representing probabilities of transitioning between respective pairs of the expected outage states represented in the model.
3. The watermark outage monitoring apparatus of claim 1 , wherein the model includes outlier states associated with watermark outage onset times that do not satisfy an occurrence threshold associated with expected outage states.
4. The watermark outage monitoring apparatus of claim 2 , wherein respective ones of the expected outage states further correspond to the onset times and durations of respective ones of the expected watermark outages represented in the model.
5. The watermark outage monitoring apparatus of claim 2 , wherein to evaluate the onset time and the duration of the detected watermark outage, the outage analyzer is to:
determine whether the onset time of the detected watermark outage corresponds to an elapsed time between respective ending and beginning expected outage states connected by at least one of the state transitions; and
determine whether the duration of the detected watermark outage corresponds to a cluster of durations and onset times of expected outages.
6. The watermark outage monitoring apparatus of claim 5 , wherein when (a) the onset time of the detected watermark outage corresponds to respective ending and beginning expected outage states connected by at least one of the state transitions and (b) the duration and onset times of the detected watermark outage corresponds to a cluster of durations and onset times of expected outages, the outage analyzer is to determine that the detected watermark outage corresponds to at least one of the expected watermark outages.
7. The watermark outage monitoring apparatus of claim 5 , wherein when (a) the onset time of the detected watermark outage does not correspond to respective ending and beginning expected outage states connected by at least one of the state transitions or (b) the duration of the detected watermark outage does not correspond to a cluster of durations and onset times of expected outages, the outage analyzer is to determine that the detected watermark outage does not correspond to at least one of the expected watermark outages.
8. The watermark outage monitoring apparatus of claim 3 , wherein a first one of the outlier states is eliminated from the model when at least one of a sliding time window period has passed or the first one of the outlier states becomes a new expected outage state after satisfying the occurrence threshold.
9. A non-transitory computer readable storage medium comprising computer readable instructions that, when executed, cause a processor to at least:
evaluate an onset time and duration of a detected watermark outage based on a model of expected watermark outages to determine whether the detected watermark outage corresponds to at least one of the expected watermark outages represented in the model; and
generate an alert in response to having determined the detected watermark outage does not correspond to at least one of the expected watermark outages included in the model, the alert to be suppressed in response to having determined the detected watermark outage corresponds to the at least one of the expected watermark outages represented in the model.
10. The non-transitory computer readable storage medium of claim 9 , wherein the model of expected watermark outages includes:
expected outage states corresponding to onset times of the expected watermark outages; and
state transitions between the expected outage states, the state transitions representing probabilities of transitioning between respective pairs of the expected outage states represented in the model.
11. The non-transitory computer readable storage medium of claim 9 , wherein the model includes outlier states associated with watermark outage onset times that do not satisfy an occurrence threshold associated with expected outage states.
12. The non-transitory computer readable storage medium of claim 10 , wherein respective ones of the expected outage states further correspond to the onset times and durations of respective ones of the expected watermark outages represented in the model.
13. The non-transitory computer readable storage medium of claim 10 , wherein to evaluate the onset time and the duration of the detected watermark outage, the computer readable instructions cause the processor to:
determine whether the onset time of the detected watermark outage corresponds to an elapsed time between respective ending and beginning expected outage states connected by at least one of the state transitions; and
determine whether the duration of the detected watermark outage corresponds to a cluster of durations and onset times of expected outages.
14. The non-transitory computer readable storage medium of claim 13 , wherein the computer readable instructions cause the processor to determine that the detected watermark outage corresponds to at least one of the expected watermark outages when (a) the onset time of the detected watermark outage corresponds to respective ending and beginning expected outage states connected by at least one of the state transitions and (b) the duration of the detected watermark outage corresponds to a cluster of durations and onset times of expected outages.
15. The non-transitory computer readable storage medium of claim 13 , wherein the computer readable instructions cause the processor to determine that the detected watermark outage does not correspond to at least one of the expected watermark outages when (a) the onset time of the detected watermark outage does not correspond to respective ending and beginning expected outage states connected by at least one of the state transitions or (b) the duration of the detected watermark outage does not correspond to a cluster of durations and onset times of expected outages.
16. The non-transitory computer readable storage medium of claim 11 , wherein the computer readable instructions, when executed, further cause the processor to eliminate a first one of the outlier states from the model when a sliding time window period has passed, or make the first one of the outlier states a new expected outage state after satisfying the occurrence threshold.
17. A method to detect watermark outages comprising:
evaluating, by executing an instruction with a processor, an onset time and duration of a detected watermark outage based on a model of expected watermark outages to determine whether the detected watermark outage corresponds to at least one of the expected watermark outages represented in the model;
generating, by executing an instruction with the processor, an alert in response to determining the detected watermark outage does not correspond to at least one of the expected watermark outages included in the model; and
suppressing, by executing an instruction with the processor, the alert in response to determining the detected watermark outage corresponds to the at least one of the expected watermark outages represented in the model.
18. The method of claim 17 , wherein the model of expected watermark outages includes:
expected outage states corresponding to onset times of the expected watermark outages; and
state transitions between the expected outage states, the state transitions representing probabilities of transitioning between respective pairs of the expected outage states represented in the model.
19. The method of claim 18 , wherein respective ones of the expected outage states further correspond to the onset times and durations of respective ones of the expected watermark outages represented in the model.
20. The method of claim 18 , wherein the evaluating of the onset time and the duration of the detected watermark outage includes:
determining whether the onset time of the detected watermark outage corresponds to an elapsed time between respective ending and beginning expected outage states connected by at least one of the state transitions; and
determining whether the duration of the detected watermark outage corresponds to a cluster of durations and onset times of expected outages.