Saturday, March 21, 2026

Microgrid/Data Center - AI control plane


The top diagram shows the physical layer integrated with the AI overlay — the dashed purple telemetry lines are the key innovation. Every BESS pack, the inverter, TMS, and grid connection continuously broadcast to PhaseSeer. The physical and cyber layers aren't separate systems bolted together — they share a single identity layer where each battery cell is a cyberspace-addressable sensor.

The bottom diagram breaks out the control plane in full. The signal flow runs top to bottom:

Physical sensors → PhaseSeer computes Z(ω) in real time → two parallel paths emerge: NNX model inference (which runs identically at the edge or on IBM watsonx) and ARCXA/KGNN ingesting all the other SLED data — SCADA, fleet telematics, grid dispatch schedules — alongside the impedance stream. Both paths converge into the living knowledge graph, which drives three distinct output functions: energy dispatch (peak shaving, frequency response), fault detection with auto-rerouting, and cybersecurity anomaly detection via the Teleseer OT/IT monitoring layer.

The EIS outcome layer at the bottom is what the DoD/SLED customer actually buys: uptime, mission continuity, compliance reporting, threat response, and grid resilience — all from one integrated platform. Every clickable node will drill into the underlying mechanics if you want to explore any layer further.

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