<p>➀ Fraunhofer IOSB-AST enhanced grid load forecasting for SWE Netz GmbH by 76%, reducing prediction errors from 3.89 GWh to 0.93 GWh for 2024 through historical and public data integration;</p><p>➁ Improved accuracy stemmed from analyzing long-term trends, photovoltaics expansion, and self-consumption patterns, with future electrification trends expected to reverse declining grid loads;</p><p>➂ Gas network loads were also studied using the EMS-EDM PROPHET® software and WattAnalyzer tool, aiding SWE Netz GmbH’s infrastructure planning and decision-making.</p>