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US Patent 11715025 Method for forecasting distributed resource utilization in a virtualization environment

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Is a
Patent
Patent
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Patent attributes

Patent Applicant
Nutanix
Nutanix
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Current Assignee
Nutanix
Nutanix
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Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
117150250
Date of Patent
August 1, 2023
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Patent Application Number
153946540
Date Filed
December 29, 2016
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Patent Citations
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US Patent 8326970 System and method for modeling a session-based system with a transaction-based analytic model
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US Patent 8379538 Model-driven monitoring architecture
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US Patent 8464254 Tracking storage operations of virtual machines
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US Patent 8533222 Updateable predictive analytical modeling
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US Patent 8549518 Method and system for implementing a maintenanece service for managing I/O and storage for virtualization environment
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US Patent 8560671 Systems and methods for path-based management of virtual servers in storage network environments
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US Patent 8601473 Architecture for managing I/O and storage for a virtualization environment
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US Patent 8626902 Modeling and reducing power consumption in large IT systems
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...
Patent Primary Examiner
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Ying Yu Chen
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CPC Code
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G06N 7/005
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G06N 5/02
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A method for time series analysis of time-oriented usage data pertaining to computing resources of a computing system. A method embodiment commences upon collecting time series datasets, individual ones of the time series datasets comprising time-oriented usage data of a respective individual computing resource. A plurality of prediction models are trained using portions of time-oriented data. The trained models are evaluated to determine quantitative measures pertaining to predictive accuracy. One of the trained models is selected and then applied over another time series dataset of the individual resource to generate a plurality of individual resource usage predictions. The individual resource usage predictions are used to calculate seasonally-adjusted resource usage demand amounts over a future time period. The resource usage demand amounts are compared to availability of the resource to form a runway that refers to a future time period when the resource is predicted to be demanded to its capacity.

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