Asset health management framework
AssigneeGeneral Electric Company
InventorsLinxia LIAO, Hyung-il AHN
Life of this patent
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Abstract
A system, medium, and method including receiving sequential data relating to one or more assets, the sequential data including state information of the one or more assets over a period of time; determining at least one dependency in the sequential data; optimizing parameters of the sequential data of the one or more assets; and generating, by a survival model, an indicator of a health assessment for the one or more assets.
Claims20
A computer-implemented method of asset health management, the method comprising:
- receiving sequential data relating to one or more assets, the sequential data including state information of the one or more assets over a period of time;
- determining at least one dependency in the sequential data;
- optimizing parameters of the sequential data of the one or more assets;
- and
- generating, by a survival model, an indicator of a health assessment for the one or more assets.
A system comprising:
- a long term short term memory layer to receive sequential data relating to one or more assets and to determine at least one dependency in the sequential data, the sequential data including state information of the one or more assets over a period of time;
- and
- a survival model layer to generate an indicator of a health assessment for the one or more assets, wherein parameters of the sequential data of the one or more assets are optimized.
A non-transitory computer-readable medium storing processor executable instructions, the medium comprising:
- instructions to receive sequential data relating to one or more assets, the sequential data including state information of the one or more assets over a period of time;
- instructions to determine at least one dependency in the sequential data;
- instructions to optimize parameters of the sequential data of the one or more assets;
- and
- instructions to generate, by a survival model, an indicator of a health assessment for the one or more assets.
Dependencies are inferred from the claim text.