论文标题
Elmer Fem-Dakota:电磁和数据分析的统一开源计算框架
Elmer FEM-Dakota: A unified open-source computational framework for electromagnetics and data analytics
论文作者
论文摘要
开源电磁设计软件Elmer FEM与达科他州的数据分析工具包连接。此外,使用基准测试对耦合软件进行了验证。开发的界面为电磁和数据分析提供了统一的开源计算框架。它的关键特征包括不确定性定量,替代建模和参数研究。该框架使人们对模型预测有了更丰富的了解,以更好地以时间敏感的方式设计电机。
Open-source electromagnetic design software, Elmer FEM, was interfaced with data analytics toolkit, Dakota. Furthermore, the coupled software was validated against a benchmark test. The interface developed provides a unified open-source computational framework for electromagnetics and data analytics. Its key features include uncertainty quantification, surrogate modelling and parameter studies. This framework enables a richer understanding of model predictions to better design electric machines in a time sensitive manner.