This article discusses the development, application, and validation of an optimization
method for the impellers of axial fans. The method is supposed to be quick, accurate, and …

Anisotropy occurs naturally when modelling engineering design spaces and sometimes
becomes significant, such as in robust and reliability-based design optimization, where the …

In the context of surrogate-based optimization, the efficient global exploration of the design
space strongly relies on the overall accuracy of the surrogate model. For most modeling …

Surrogate-based aerodynamic robust design optimization uses a surrogate model to
calculate the robustness indices, which strongly relies on the overall accuracy of the model …

针对多目标优化中计算量大, 以及难以提取分析高维数据中的复杂非线性关系的问题,
借助自组织映射方法, 将隐藏的高维多属性数据特征展现在低维可视空间中. 利用NSGA⁃ Ⅱ …

Multi-objective optimization can reveal the complex parameter-objective relationships in the
high-dimensional design problems. However, the data-extraction and data-presentation of …

冷却风扇作为汽车发动机冷却模块的关键部件, 其空间位置直接影响机舱内的流场结构,
决定了通过散热器的空气流量, 进而影响发动机的散热性能. 为了确定既定冷却风扇在某新车型 …

Customized mechanical products based on orders have characteristics such as small batch
sizes and multi-variety in production, which results in less availability of sample data related …

This paper discusses the aerodynamic optimization of low-pressure axial fans using adjoint
Computational Fluid Dynamics (CFD). In the first part, a typical CFD-based fan optimization …

For a black box data-space exploration, classical DoE method prescribes a cluster of quasi-
isotropic design points following a certain space-infill criterion, however the objective …