Self-healing edge computing apparatuses and deployments using dynamic fault tree-based detection and remediation

An apparatus comprising:

• at least one memory;
• and
• at least one processor coupled to the at least one memory, the at least one processor configured to:
• obtain monitoring log information corresponding to an edge device comprising a containerized edge data center unit and a plurality of connected edge assets associated with the edge device, the monitoring log information including at least one of rack health information, power supply monitoring information, or sensor data streams from the plurality of connected edge assets;
• detect, based on the monitoring log information, a plurality of faults for the edge device or for one or more connected edge assets of the plurality of connected edge assets;
• obtain remediation information indicative of one or more remediation actions performed for individual faults or combinations of faults included in the plurality of faults;
• generate a hierarchical fault tree data structure mapping between the plurality of faults and the remediation information, wherein each fault of the plurality of faults corresponds to a root node or child node of the fault tree, and wherein each remediation action corresponds to a leaf node of the fault tree;
• obtain conformance information corresponding to one or more of the edge device, the plurality of connected edge assets, or an edge site deployment location of the edge device;
• prune the fault tree based on analyzing the conformance information using a conformance validation engine, to remove leaf nodes corresponding to non-conforming remediation actions;
• generate, in response to an indication of one or more faults provided to a self-healing machine-learning (ML) or artificial intelligence (AI) engine, a corresponding fault remediation action for each fault of the indicated one or more faults based on traversing the hierarchical fault tree according to the indicated one or more faults;
• and
• output the fault remediation action for self-healing of the indicated one or more faults.