Wind AI Bench

This data lake contains multiple datasets related to fundamental problems in wind energy research. This includes data for wind plant power production for various layouts/wind flow scenarios, data for two- and three-dimensional flow around different wind turbine airfoils/blades, wind turbine noise production, among others. The purpose of these datasets is to establish a standard benchmark against which new AI/ML methods can be tested, compared, and deployed. Details regarding the generation and formatting of the data for each dataset is included in the metadata as well as example notebooks and documentation that show how to access the data for ML modeling.

本数据湖汇聚了与风力能源研究基础性问题相关的多个数据集。其中包括不同布局/气流情景下的风力发电场功率生产数据，以及围绕不同风力涡轮机翼型/叶片的二维和三维流动数据，风力涡轮机噪声产生数据等。这些数据集的目的是构建一个标准基准，以便对新的人工智能/机器学习方法的测试、比较和部署进行评估。每个数据集的数据生成和格式化细节均包含在元数据中，此外，还包括示例笔记本和文档，展示如何访问用于机器学习建模的数据。