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公开(公告)号：US12132632B2
公开(公告)日：2024-10-29
申请号：US17990216
申请日：2022-11-18
申请人： Dell Products L.P.
IPC分类号： H04L12/24 , H04L41/147 , H04L43/0876
CPC分类号： H04L43/0876 , H04L41/147
摘要： A system, method, and computer-readable medium for performing a data center management and monitoring operation. The data center management and monitoring operation includes: receiving utilization information from a plurality of data center assets within a data center; assigning a load index to each of the plurality of data center assets based upon the utilization information; training a machine learning model to generate a predicted load index for each of the plurality of data center assets; and, presenting the predicted load index for each of the plurality of data center assets to a user.
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公开(公告)号：US20220308785A1
公开(公告)日：2022-09-29
申请号：US17212767
申请日：2021-03-25
申请人： Dell Products L.P.
IPC分类号： G06F3/06
摘要： Methods, apparatus, and processor-readable storage media for automatically processing storage system data and generating visualizations representing differential data comparisons are provided herein. An example computer-implemented method includes obtaining current data from a first storage system and historical data from the first storage system and/or one or more additional storage systems; determining, for the first storage system, at least one current state value for at least one storage system parameter by processing the current data using a first hashing algorithm; determining, for the first storage system with respect to the first storage system and/or the additional storage systems, at least one differential state value for the at least one storage system parameter by processing the current data and the historical data using a second hashing algorithm; and generating data visualizations based on the current state value(s) and/or the differential state value(s).
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公开(公告)号：US11418411B1
公开(公告)日：2022-08-16
申请号：US17510466
申请日：2021-10-26
申请人： Dell Products L.P.
IPC分类号： H04L41/50 , H04L41/142
摘要： A system, method, and computer-readable medium are disclosed for performing a data center monitoring and management operation. The data center monitoring and management operation includes: monitoring a plurality of data center assets contained within a data center; identifying a plurality of data center issues based upon the monitoring; performing a data center issue grooming operation, the data center issue grooming operation identifying a number of data center issues from the plurality of data center issues; and performing a data center issue prioritization operation, the data center issue prioritization operation prioritizing the number of data center issues from the plurality of data center issues, the prioritizing being for at least one of resolution and remediation.
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公开(公告)号：US20220207388A1
公开(公告)日：2022-06-30
申请号：US17135249
申请日：2020-12-28
申请人： Dell Products L.P.
摘要： Methods, apparatus, and processor-readable storage media for automatically generating conditional instructions for resolving predicted system issues using machine learning techniques are provided herein. An example computer-implemented method includes obtaining a dataset comprising configuration data for a system; identifying portions the configuration data associated with configuration changes unrelated to the resolution of the at least one system issue by processing the dataset using machine learning-based feature selection techniques; creating an updated dataset by filtering the identified portions from the dataset; grouping the configuration data within the updated dataset into two or more groups using hashing algorithms and similarity metrics; generating a hash model based on the groups of the configuration data; generating, using the hash models, a set of conditional instructions for resolving one or more predicted system issues; and performing at least one automated action based on the set of conditional instructions.
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公开(公告)号：US20220207188A1
公开(公告)日：2022-06-30
申请号：US17135274
申请日：2020-12-28
申请人： Dell Products L.P.
摘要： Methods, apparatus, and processor-readable storage media for automatically determining storage system data breaches using machine learning techniques are provided herein. An example computer-implemented method includes configuring a storage system by designating at least one storage object within the storage system for storing data identified as to be protected from breach; generating at least one multivariate data breach probability function using historical performance data of the designated storage object(s) and/or historical capacity data of the designated storage object(s); calculating at least one data breach score using the at least one multivariate data breach probability function, one or more machine learning techniques, and additional performance data of the designated storage object(s) and/or additional capacity data of the designated storage object(s); and performing one or more automated actions based at least in part on the at least one data breach score.
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公开(公告)号：US11763039B2
公开(公告)日：2023-09-19
申请号：US17135274
申请日：2020-12-28
申请人： Dell Products L.P.
CPC分类号： G06F21/78 , G06F18/24155 , G06F18/295 , G06F21/54 , G06F21/554 , G06N20/00
摘要： Methods, apparatus, and processor-readable storage media for automatically determining storage system data breaches using machine learning techniques are provided herein. An example computer-implemented method includes configuring a storage system by designating at least one storage object within the storage system for storing data identified as to be protected from breach; generating at least one multivariate data breach probability function using historical performance data of the designated storage object(s) and/or historical capacity data of the designated storage object(s); calculating at least one data breach score using the at least one multivariate data breach probability function, one or more machine learning techniques, and additional performance data of the designated storage object(s) and/or additional capacity data of the designated storage object(s); and performing one or more automated actions based at least in part on the at least one data breach score.
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公开(公告)号：US11748184B2
公开(公告)日：2023-09-05
申请号：US17510470
申请日：2021-10-26
申请人： Dell Products L.P.
CPC分类号： G06F11/0709 , G06F11/079 , G06F11/0772 , G06F11/327
摘要： A system, method, and computer-readable medium are disclosed for performing a data center monitoring and management operation. The data center monitoring and management operation includes: monitoring a plurality of data center assets contained within a data center; receiving a data center asset data stream, the data center asset data stream comprising a plurality of data center events, at least some of the plurality of data center events having associated data center issues; capturing asset alert data from the plurality of data center events; and, performing a data center issue analysis operation, the data center issue analysis operation using the asset alert data from the plurality of data center events, the data center issue analysis operation identifying a data center asset from the plurality of data center assets affected by the particular data center issue.
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8.发明授权公开(公告)号：US11726856B2
公开(公告)日：2023-08-15
申请号：US17468894
申请日：2021-09-08
申请人： Dell Products, L.P.
IPC分类号： G06F11/07
CPC分类号： G06F11/0781 , G06F11/0709 , G06F11/079
摘要： Systems and methods are provided for providing recommended resolutions to issues occurring during operation of an Information Handling System (IHS). Similar issues, each associated with resolution information specifying one or more recommended resolutions, are identified within an issue repository. Collaborative filtering is utilized on the similar issues and associated resolution information to generate a first ranked list. Collaborative filtering is also utilized on a subset of the similar issues and associated resolution information to generate a second ranked list of the subset of similar issues and associated resolution information, where the subset of similar issues are each selected based on being within a time proximity to the reported issue. A linear regression is utilized on the first ranked list and the second ranked list to generate a ranked list of recommended resolutions to the reported issue that is then provided to an administrator.
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公开(公告)号：US11709618B2
公开(公告)日：2023-07-25
申请号：US17212767
申请日：2021-03-25
申请人： Dell Products L.P.
IPC分类号： G06F12/08 , G06F12/0808 , G06F12/0815 , G06F3/06
CPC分类号： G06F3/0653 , G06F3/0604 , G06F3/067 , G06F3/0623 , G06F3/0659
摘要： Methods, apparatus, and processor-readable storage media for automatically processing storage system data and generating visualizations representing differential data comparisons are provided herein. An example computer-implemented method includes obtaining current data from a first storage system and historical data from the first storage system and/or one or more additional storage systems; determining, for the first storage system, at least one current state value for at least one storage system parameter by processing the current data using a first hashing algorithm; determining, for the first storage system with respect to the first storage system and/or the additional storage systems, at least one differential state value for the at least one storage system parameter by processing the current data and the historical data using a second hashing algorithm; and generating data visualizations based on the current state value(s) and/or the differential state value(s).
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公开(公告)号：US20230136102A1
公开(公告)日：2023-05-04
申请号：US17512717
申请日：2021-10-28
申请人： Dell Products L.P.
IPC分类号： H04L12/26
摘要： A system, method, and computer-readable medium are disclosed for performing a data center monitoring and management operation. The data center monitoring and management operation includes: identifying a plurality of assets within a data center; generating data center asset profile data for each of the plurality of assets within the data center; identifying a plurality of asset configurations related to the asset profile data; and, calculating costs associated with the plurality of asset configurations related to the asset profile data.
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