Systems and methods for enhancing time series data compression for improved data storage

A device may receive, from a source device, original time series data to be stored in a data structure associated with the device, and may sort the original time series data to generate sorted time series data. The device may identify an index for the original time series data based on the sorted ti...

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Main Authors Welch, Richard L, Kornmeier, Benjamin E, Bynum, Christopher D
Format Patent
LanguageEnglish
Published 02.08.2022
Subjects
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
ELECTRIC DIGITAL DATA PROCESSING
PHYSICS
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Abstract A device may receive, from a source device, original time series data to be stored in a data structure associated with the device, and may sort the original time series data to generate sorted time series data. The device may identify an index for the original time series data based on the sorted time series data. The device may process the sorted time series data, with a regression model, to generate compressed time series data and parameters associated with the compressed time series data. The device may encode the index to generate an encoded index, and may store the encoded index, the compressed time series data, and the parameters in the data structure.
AbstractList A device may receive, from a source device, original time series data to be stored in a data structure associated with the device, and may sort the original time series data to generate sorted time series data. The device may identify an index for the original time series data based on the sorted time series data. The device may process the sorted time series data, with a regression model, to generate compressed time series data and parameters associated with the compressed time series data. The device may encode the index to generate an encoded index, and may store the encoded index, the compressed time series data, and the parameters in the data structure.
Author Welch, Richard L
Bynum, Christopher D
Kornmeier, Benjamin E
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Snippet A device may receive, from a source device, original time series data to be stored in a data structure associated with the device, and may sort the original...
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SubjectTerms CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
ELECTRIC DIGITAL DATA PROCESSING
PHYSICS
Title Systems and methods for enhancing time series data compression for improved data storage
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