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Investigation of Model Simplification and Its Influence on the Accuracy in FEM Magnetic Calculations of Gearless Drives

机译:无齿轮驱动器有限元电磁计算中模型简化及其对精度的影响研究

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摘要

Finite-element models of electrical motors often become very complex and time consuming to evaluate when taking into account every little detail. There is therefore a need for simplifications to make the models computational within a reasonable time frame. This is especially important in an optimization process, as many iterations usually have to be performed. The focus of this work is an investigation of the electromagnetic part of a gearless mill drive based on real system data which is part of a larger project building a multiphysics model including electromagnet, thermal, and structural interactions. This multiphysics model will later on be used for simulating and parameter optimization of a gearless mill drive with the use of Evolution Strategies which necessitates the reduction in computation time. What has been investigated is how model simplifications influence the accuracy on the calculated forces and torque coming from the drive where each simplification made is described and justified. To further reduce the evaluation time, it is examined how coarse the mesh can be, while still predicting the results with a high accuracy. From this investigation, it is shown that there are certain ratios between the mesh size in the air gap and the iron core, which will result in an optimal determination of the forces and torque. It will be shown that it is possible, just through simplifications and choosing the correct mesh size, to reduce the computational time by 98%, keeping an accuracy for the torque and forces of less than 0.3% and 1.2%, respectively.
机译:当考虑到每个小细节时,电动机的有限元模型通常变得非常复杂且费时。因此,需要简化以使模型在合理的时间范围内进行计算。这在优化过程中尤其重要,因为通常必须执行许多迭代。这项工作的重点是根据真实系统数据对无齿轮轧机驱动器的电磁部分进行研究,这是一个较大项目的一部分,该项目建立了包括电磁,热和结构相互作用的多物理场模型。该多物理场模型随后将通过Evolution Strategies用于仿真和优化无齿轮磨机驱动器的参数,这需要减少计算时间。已经研究的是模型简化如何影响计算得出的来自驱动器的力和扭矩的精度,在此描述并证明了每个简化的理由。为了进一步减少评估时间,我们检查了网格的粗度,同时仍然以很高的精度预测结果。从这项调查中可以看出,气隙和铁芯的筛孔尺寸之间存在一定比例,这将导致对力和扭矩的最佳确定。将显示出,仅通过简化并选择正确的网格大小,就可以将计算时间减少98%,同时使转矩和力的精确度分别小于0.3%和1.2%。

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