发明名称 |
METHODS AND SYSTEMS FOR INFERRED INFORMATION PROPAGATION FOR AIRCRAFT PROGNOSTICS |
摘要 |
Methods and systems are provided for inferred information propagation for aircraft prognostics. The method includes receiving, by a processor, an original time-series of data points for a component as an input; preprocessing the input to divide the original time-series of data into subsets of data by applying a time-window over the original time-series of data points; and computing, by the processor, a Mutual Information (MI) value for each pair of variables within each subset of data. The method also includes constructing, by the processor, a sequence of relationship graphs using the computed MI values; clustering, by the processor, each relationship graph; and analyzing, by the processor, the time-ordered sequence of clustered relationship graphs to identify features in the component. |
申请公布号 |
US2016292302(A1) |
申请公布日期 |
2016.10.06 |
申请号 |
US201514676542 |
申请日期 |
2015.04.01 |
申请人 |
THE BOEING COMPANY |
发明人 |
Martin Charles Eugene;Lu Tsai-Ching;Slaughter Steve;Murphy Alice A. |
分类号 |
G06F17/30;H04L12/26 |
主分类号 |
G06F17/30 |
代理机构 |
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代理人 |
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主权项 |
1. A method of inferred information propagation for aircraft prognostics, said method comprising:
receiving, by a processor, an original time-series of data points for a component as an input; preprocessing, by the processor, the input to divide the original time-series of data into subsets of data by applying a time-window over the original time-series of data points; computing, by the processor, a Mutual Information (MI) value for each pair of variables within each subset of data; constructing, by the processor, a sequence of relationship graphs using the computed MI values; clustering, by the processor, each relationship graph; and analyzing, by the processor, the time-ordered sequence of clustered relationship graphs to identify features in the component. |
地址 |
Huntington Beach CA US |