… error prediction we detect errors on average 1.7-1.8X faster than a fixed rate scrubber. Even
for the SSDs, for which the classifiers’ predictions … doubled upon an error prediction, even if …

… these systems, understand their behavior, make predictions … proposed storage application
as a persistent storage solution. … the complexity and behavior of these systems is through real-…

… approach to predict failures and locate the corresponding faults in multi-tier distributed systems.
… predict failures in a realistic cloud-based system we investigate four research questions: …

… First, we observe that both PM-support systems have reasonably high prediction … in two
systems, respectively. Second, both systems have similar prediction coverage as the prediction …

… -based solutions lack fault-tolerant persistent storage. In this thesis, … persistent storage for
stateful applications. We investigate the design possibilities for persistent fault-tolerant storage …

… needs to utilize knowledge processing approaches for accurate failure predictions to enhance
decision-making and maximize profit in the production system chains (R7). Mostly, these …

… failure. We also describe a framework for the predictive monitoring of hard disk drives (HDD)
failure … log files rather than using traditional statistical prediction methods. The development …

… Intelligence/Automatic: It should use failure prediction and failure detection mechanisms to
determine when checkpointing/restart should occur without the users intervention. Whenever …

… failure prediction. Future deployments could also estimate CPU power consumption by
instrumenting the scheduler, and sensing power consumption by instrumenting the sensor drivers…

… We then post-process the paths that lead to failure-predicting nodes … prediction, they enjoy
the crucial advantage of yielding human-interpretable results, which is important if the method …