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
A weather-style dashboard for German grid bottlenecks: where and when the Schleswig-Holstein wind coast needs redispatch, hour by hour.
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.
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