Turning local substations into intelligent nodes: A practical path toward AI-driven grid operation

Internal arc faults don’t happen without a trigger. They are the result of certain weaknesses or mistakes that compromise the insulation or air gap inside the switchgear.

The ongoing digitalization of secondary distribution substations enables grid modernization and facilitates the integration of distributed energy resources. Although prior efforts have primarily focused on medium-voltage substations, the low-voltage segment of secondary substations is emerging as an active element in the smart grid. A practical architecture for the digitalization of secondary substations is presented. The system utilizes a complete measurement chain—from Low-Power Instrument Transformers to intelligent devices including time relays, monitoring relays, interface protection units, and harmonic analysis modules—and integrates these components within a SCADA environment. The proposed modular and interoperable design provides real-time visibility, protection, and control extending to the final node of the network. Once the measurement infrastructure is established and high-quality data becomes available, advanced AI-based analytics can be applied to enhance operational reliability and power quality. The overall framework forms the basis of a data-driven smart grid in which algorithmic intelligence supports utility decision-making.

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