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US 2023/0401104 A1Published application
Method and system to identify time-based patterns in resource management operations
AssigneeTrovata, Inc.
InventorsFrancisco PerezLeon, Joseph Drambarean
Life of this patent
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Abstract
A system and method are described that receive digital records received from disparate computer systems wherein the records are heterogeneous in format and thus noisy. The systems utilize mapping to higher-dimensional vector spaces, clustering, reduction, and autocorrelation to identify and extract groups of related resource management operations of a time-recurrent nature from the noise of the system inputs.
Claims20
A system comprising:
- an interface coupled to receive digital records from a plurality of disparate computer server systems, wherein the interface includes an ingest module;
- an outflow module comprising logic to transform the digital records from the disparate computer server systems into visualizations and anchor tags by:
- mapping the digital records to feature vectors in a higher than three-dimensional vector space;
- calculating Hamming distances between the feature vectors;
- forming labeled clusters of the feature vectors in the higher than three-dimensional vector space using:
- a density-based spatial clustering of applications with noise (DBSCAN) algorithm;
- and
- the Hamming distances;
- autocorrelating the labeled clusters having common characteristics to identify transactions that recur on a predetermined time interval, thereby identifying time-recurrent labeled clusters;
- and
- identifying the anchor tags, wherein the anchor tags represent characteristics of groups of time-recurrent labeled clusters useful for resource management operations;
- and
- user interface logic to apply the anchor tags to the time-recurrent labeled clusters and to facilitate resource management operations by:
- presenting the visualizations and the anchor tags to a user for selection of the anchor tag;
- receiving an anchor tag selection signal from the user comprising at least one of:
- selecting a suggested anchor tag;
- creating a custom anchor tag;
- and
- selecting no anchor tag;
- applying the anchor tag to the group of time-recurrent labeled clusters based on the anchor tag selection signal, thereby creating an anchor tagged group of time-recurrent labeled clusters;
- generating a time-recurrent cluster monitoring signal based on an applied anchor tag;
- and
- initiating the resource management operations based on the time-recurrent cluster monitoring signal, thereby improving operational efficiencies of at least one of the ingest module and the outflow module by improving at least one of communication and operational bandwidth, system stability, and latency between the ingest module and the outflow module.
20 more elements
A method comprising:
- receiving, via an interface, digital records from a plurality of disparate computer server systems, wherein the interface includes an ingest module;
- transforming, using an outflow module, the digital records from the disparate computer server systems into visualizations and anchor tags by:
- mapping the digital records to feature vectors in a higher than three-dimensional vector space;
- calculating Hamming distances between the feature vectors;
- forming labeled clusters of the feature vectors in the higher than three-dimensional vector space using:
- a density-based spatial clustering of applications with noise (DBSCAN) algorithm;
- and
- the Hamming distances;
- autocorrelating the labeled clusters having common characteristics to identify transactions that recur on a predetermined time interval, thereby identifying time-recurrent labeled clusters;
- and
- identifying the anchor tags, wherein the anchor tags represent characteristics of groups of time-recurrent labeled clusters useful for resource management operations;
- and
- applying, using user interface logic, the anchor tags to the time-recurrent labeled clusters and facilitating resource management operations by:
- presenting the visualizations and the anchor tags to a user for selection of the anchor tag;
- receiving an anchor tag selection signal from the user comprising at least one of:
- selecting a suggested anchor tag;
- creating a custom anchor tag;
- and
- selecting no anchor tag;
- applying the anchor tag to the group of time-recurrent labeled clusters based on the anchor tag selection signal, thereby creating an anchor tagged group of time-recurrent labeled clusters;
- generating a time-recurrent cluster monitoring signal based on an applied anchor tag;
- and
- initiating the resource management operations based on the time-recurrent cluster monitoring signal, thereby improving operational efficiencies of at least one of the ingest module and the outflow module by improving at least one of communication and operational bandwidth, system stability, and latency between the ingest module and the outflow module.
20 more elements
Dependencies are inferred from the claim text.