The Intelligence Layer: A Technical Framework for Predictive and Decision AI in Distributed Energy Asset Management Operations
Year: 2025
Type: conference-paper
Abstract: The Intelligence Layer defines how to apply artificial intelligence to distributed energy systems. It transforms operational data into continuous foresight and real‑time decision‑making. By coupling Predictive AI (forecasting) with Decision AI (execution), the platform, Ona, reduces downtime, raises energy output, and automates the supervisory work traditionally performed by human operators. Its deterministic design excludes Generative AI to eliminate hallucination and maintain verifiable control. This paper describes Ona’s data architecture, operational cycle, performance outcomes, and implications for scalable renewable infrastructure.
Authors: Samudzi, Shingai, Asoba Corporation, Pillay, Dhevan
Language: English
Topic: Smart Grid and Power Systems
Subfield: Electrical and Electronic Engineering
Field: Engineering
Domain: Physical Sciences
Open Access status: green
Funder: Amazon Web Services
OpenAlex ID: W7103147188
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