The utilization of surrogate models to approximate complex systems has recently gained
increased popularity. Because of their capability to deal with black-box problems and lower …

In simulation-based realization of complex systems, we are forced to address the issue of
computational complexity. One critical issue that must be addressed is the approximation of …

Battery thermal management system is of great importance to the performance and safety of
electric vehicles. The conventional U-and Z-type air-based structures may fail to meet the …

Purpose Extreme support vector regression (ESVR) has been widely used in the design,
analysis and optimization of engineering systems of its fast training speed and good …

Leave-one-out cross-validation (LOOCV) is a widely used technique in model estimation
and selection of the Kriging surrogate model for engineering problems, such as structural …

Surrogate-model-assisted uncertainty treatment practices have been the subject of
increasing attention and investigations in recent decades for many symmetrical engineering …

Load prediction of tunnel boring machines (TBMs) is crucial for the design and safe
operation of these complex engineering systems. However, to date, studies have mostly …

摘要随着电机应用领域的不断拓宽, 电机多学科优化技术已经成为电机优化技术的重要研究方向
. 该文概述了目前电机优化技术领域中囊括的多学科模型, 分析了代理模型的优势; …

Surrogate model-assisted multi-objective genetic algorithms (MOGA) show great potential in
solving engineering design problems since they can save computational cost by reducing …

Variable-fidelity (VF) surrogate models have attracted significant attention recently in
simulation-based design because they can achieve a desirable accuracy at a reasonable …