CFD–ANN dataset and surrogate-optimisation code for a Savonius VAWT: power coefficient and torque ripple across the TSR–overlap-ratio design space
收藏Mendeley Data2026-07-03 收录
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资源简介:
This dataset contains 170 CFD-simulated operating points for a two-bladed Savonius vertical-axis wind turbine, sampled across the tip-speed-ratio and overlap-ratio design space using Latin hypercube sampling, together with the Python code used to train ensemble ANN surrogate models and perform constrained multi-objective optimisation. It supports the associated manuscript on CFD–ANN surrogate optimisation of a Savonius VAWT.
本数据集包含170个经计算流体动力学(Computational Fluid Dynamics,CFD)模拟得到的双叶片萨沃纽斯垂直轴风力机运行工况点,采用拉丁超立方抽样在叶尖速比与重叠率的设计空间内完成采样;同时附带用于训练集成人工神经网络(Artificial Neural Network,ANN)替代模型并执行约束多目标优化的Python代码。本数据集可支撑关于萨沃纽斯垂直轴风力机的CFD-ANN替代优化相关学术手稿的研究工作。
创建时间:
2026-07-01



