AUTOMATED PATTERN GENERATION FOR ELASTICITY IN CLOUD-BASED APPLICATIONS

Methods, systems, and computer-readable storage media for receiving a set of timeseries, each timeseries in the set of timeseries representing a parameter of execution of the system, resampling data of at least one timeseries to provide data of all timeseries in the set of timeseries in a consistent...

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Hauptverfasser: Reischmann, Andreas, Rohde, Lena, Firus, Waldemar, Stefanac, Maximilian Tomislav, Krebs, Rouven, Fischer, Felix
Format: Patent
Sprache:eng
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Zusammenfassung:Methods, systems, and computer-readable storage media for receiving a set of timeseries, each timeseries in the set of timeseries representing a parameter of execution of the system, resampling data of at least one timeseries to provide data of all timeseries in the set of timeseries in a consistent format, generating a pattern for each timeseries to provide a set of patterns based on data of the set of timeseries, combining patterns of the set of patterns to define a pattern, the pattern representing a schedule of instances over a period of time, and executing, by an instance manager, scaling of the system based on the pattern to selectively scale one or more of instances of the system and controllable resources based on scaling factors of the pattern.