What is aeolytics and how does it differ from general energy analytics

Updated 9/11/2025

Aeolytics refers to the specialized analytics discipline focused on wind energy across the project lifecycle—resource assessment, design, construction, operations, and performance optimization. Unlike general energy analytics, aeolytics requires domain-specific meteorology, turbine aerodynamics, wake physics, and standards compliance. Typical workflows integrate multi-scale data (met masts, lidar/sodar, SCADA, reanalysis like ERA5), apply wind-specific quality control (icing, sector filtering, stability), model micrositing and wakes, and quantify Annual Energy Production (AEP) with rigorous uncertainty. Operationally, aeolytics emphasizes availability accounting per IEC 61400-26-1, loss taxonomy (wakes, electrical, curtailment), and performance indices, supported by domain tools (e.g., NREL OpenOA) and validation against industry standards (IEC/MEASNET). It also leverages wind-tailored control and forecasting (e.g., wake steering, hybrid NWP-ML) to improve yield and grid integration. The outcome is bankable estimates (P50/P90), reliable forecasts, and actionable O&M insights rooted in wind-specific physics and standards—depth often missing in generic analytics stacks. Key Takeaway: Aeolytics is wind-specific analytics marrying atmospheric science, turbine physics, and standards to deliver bankable energy estimates and operational performance gains.