IMAS QuaLiKiz-v2.6.2 linear instability spectra based on JET experimental plasma profiles
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This dataset was used to train surrogate models for linear gyrokinetic simulations in the following preprint article: https://hal.science/hal-05280765. It is an IMAS renormlised version of the QuaLiKiz dataset (https://doi.org/10.5281/zenodo.7418107) generated by A. Ho. It was generated with approximately 33 million standalone evaluations of QuaLiKiz-v2.6.2, each performed with a standard vector of 18 wavenumbers. More information about the QuaLiKiz code can be found at www.qualikiz.com.The conversion from QLK to IMAS has been performed using tools from https://gitlab.com/gkdb/imas-gk which were not fully validated at the time of conversion. Documentation regarding the IMAS Gyrokinetics normalisation standard and the QLK-IMAS conversion can be found at the same link.The dataset has been split into a set of inputs and outputs (the latter including wavenumbers). See the readme and example.py for examples on how to merge the two for use. The data is in parquet format which may require additional libraries to read.
本数据集用于训练下述预印本文章中针对线性回旋动理学模拟(linear gyrokinetic simulations)的替代模型(surrogate models):https://hal.science/hal-05280765。该数据集是由A. Ho生成的QuaLiKiz数据集(https://doi.org/10.5281/zenodo.7418107)的IMAS重新归一化版本。本数据集通过对QuaLiKiz-v2.6.2进行约3300万次独立求值生成,每次求值均采用包含18个波数的标准向量。有关QuaLiKiz代码的更多信息可访问www.qualikiz.com。本次QLK(QuaLiKiz)与IMAS的转换采用了来自https://gitlab.com/gkdb/imas-gk的工具,转换过程中该工具尚未完成全面验证。有关IMAS回旋动理学归一化标准以及QLK-IMAS转换的相关文档可在同一链接中获取。本数据集已拆分为输入集与输出集两部分(输出集包含波数信息)。如需了解如何将二者合并以投入使用,可参考readme文件与example.py示例代码。本数据集采用parquet格式存储,读取该格式可能需要额外的依赖库。



