Metamodeling is becoming a rather popular means to approximate the expensive
simulations in today's complex engineering design problems since accurate metamodels …

The growing power of computers enabled techniques created for design and analysis of
simulations to be applied to a large spectrum of problems and to reach high level of …

When setting up a computer experiment, it has become a standard practice to select the
inputs spread out uniformly across the available space. These so-called space-filling …

Abstract “Framework” and “case-study” are the two most prominent features in the
optimization of architectural building design. The first can improve the speed of the process …

This chapter and the next discuss how to select inputs at which to compute the output of a
computer experiment to achieve specific goals. The inputs one selects constitute the …

Tasks such as analysis, design optimization, and uncertainty quantification can be
computationally expensive. Surrogate modeling is often the tool of choice for reducing the …

Numerical models can be used for many purposes in oil and gas engineering, such as
production optimization and forecasting, uncertainty analysis, history matching, and risk …

A general adaptive approach rooted in stratified sampling (SS) is proposed for sample-
based uncertainty quantification (UQ). To motivate its use in this context the space-filling …

IN GENERAL, three sorts of aerodynamic testing are performed to develop products in the
aeronautical or automobile engineering field: full-scale track testing orflight testing, wind …

变可信度近似模型通过融合不同精度分析模型的数据, 可有效平衡近似模型预测性能和建模成本
之间的矛盾, 在复杂装备优化设计中受到广泛的关注. 综述变可信度近似模型及其在复杂装备 …