Ready-made ML intelligence into legacy PLCs with a single firmware call. Grid operators stuck with brittle ladder logic can now swap in a spec-driven 'VoltageEventAgent v1.0' as easily as loading a function block
EnergyTech audit-stream Operator: per-grid-operations AI-decision events hash-chained for NERC CIP + FERC + TSA Security Directives + state PUC + DOE EO 14028 evidence. Every event carries bes_cyber_system_categorization + ot_it_boundary. First Suite verifier with regulatory wall-clock invariant (CIP-008 1-hour reporting window).
Half-hourly 48-hour electricity grid demand forecasting system — Prophet + LSTM hybrid model trained on ENTSO-E load data and Open-Meteo weather, streamed via Kafka, stored in InfluxDB, orchestrated with Airflow, tracked in MLflow, and served through a FastAPI endpoint and live Grafana operator dashboard. Fully containerised with Docker Compose.
AI-powered renewable forecasting and operator decision-support platform for Karnataka grid operations. Provides uncertainty-aware forecasting, reserve recommendations, critical risk windows, and operational consequence simulation using live weather integration.
Dashboard for German grid bottlenecks: where and when the Schleswig-Holstein wind coast needs redispatch, hour by hour.
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