| CPC G06F 11/079 (2013.01) [G06F 11/0709 (2013.01); G06F 11/076 (2013.01); G06F 11/3447 (2013.01)] | 20 Claims |
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1. A computer-implemented method for identifying root cause failure and fault events, the method comprising:
detecting a trigger point;
converting, via an encoder, previous system state data, new batch data in a next system state, and a causal graph to system state-invariant embeddings and system state-dependent embeddings;
generating a learned causal graph, via a graph generation layer, by integrating state-invariant and state-dependent information; and
predicting, by a prediction layer, future time-series data on the learned causal graph.
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