| CPC H02J 3/0012 (2020.01) [G01R 19/2513 (2013.01); H02J 13/00002 (2020.01)] | 20 Claims |

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1. A system for malicious control detection in a power grid, the system comprising:
at least one node configured to detect power grid parameters for each power phase, the at least one node being configured to generate a signal indicative of time-series sensor measurements for the each power phase; and
a controller in communication with the node, wherein the controller is configured to:
receive from the at least one node, the respective signals;
extract at least one feature from the respective signals;
provide the at least one feature as an input to a deep-learning model;
receive an output from the deep-learning model indicative of a relationship between the power grid parameters and a node health associated with the at least one node;
generate a status tag associated with the at least one node based at least in part on a comparison of the output to planned maintenance, wherein the status tag is normal or malicious; and
generate a status signal indicative of the status tag.
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