What needed to change.
Power systems need clearer visual tools to understand voltage shutdowns, overloaded areas, and possible failure zones.
ResearchSelected work
Singapore PGTwin Project
MQTT + GIS digital twin for voltage shutdowns, overload heat maps, and failure prediction.
What I built or explored.
Used an MQTT-based data flow with GIS plotting to map voltage behaviour and generate heat-map style visualisations of stressed regions.
Why it matters.
Helps operators and researchers identify overloaded grid areas faster and reason about possible system failures visually.
TOOLS / THEMES
PythonMQTTGISHeat MappingDigital Twins