Machine Learning, AI, AR and Advances Analytics for Smart ADMs [WG 2021-4]
Machine learning, AI, AR and Advanced Analytics are some of the most frequently used buzzwords associated with Advanced Distribution Management Solutions (ADMSs). These digital technologies will make an important contribution to address the several challenges that DSOs will face, such as the integration of renewable energies, decarbonization, e-mobility, skill renewal, safety, customer relation, asset optimization, equipment maintenance, etc.
DSO road to digital is also a reality to foster
- Enhanced observability using New Generation of IoT (NG-IoT);
- Distributed smart protection & control;
- Condition & Risk Based Maintenance using:
- Analytical models, based on asset data, to predict the behaviour of assets over time and support optimal maintenance process decisions;
- Digital Twin in asset Lifecycle, which allows creation of digital replica of technical asset to pave the way to data acquisition and their conversion into knowledge.
- Network’s operation and maintenance efficiency (e.g., Smart Alarms, WFM, NG-IoT).
- Network’s smart management functions (e.g., Smart Alarms, ADMS, EMI, etc.).