Managing computational complexity using surrogate models: a critical review
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 …
computational complexity. One critical issue that must be addressed is the approximation of …
Review of metamodeling techniques in support of engineering design optimization
GG Wang, S Shan - … Design Engineering Technical …, 2006 - asmedigitalcollection.asme.org
Computation-intensive design problems are becoming increasingly common in
manufacturing industries. The computation burden is often caused by expensive analysis …
manufacturing industries. The computation burden is often caused by expensive analysis …
Digital twin: Values, challenges and enablers from a modeling perspective
Digital twin can be defined as a virtual representation of a physical asset enabled through
data and simulators for real-time prediction, optimization, monitoring, controlling, and …
data and simulators for real-time prediction, optimization, monitoring, controlling, and …
[图书][B] Uncertainty quantification: theory, implementation, and applications
RC Smith - 2013 - SIAM
The norm on a vector space generalizes the concept of the length for a vector. Similarly, we
will typically impose inner products which provide measures of orthogonality as an …
will typically impose inner products which provide measures of orthogonality as an …
[图书][B] The design and analysis of computer experiments
TJ Santner, BJ Williams, WI Notz, BJ Williams - 2003 - Springer
Experiments have long been used to study the relationship between a set of inputs to a
physical system and the resulting output. Termed physical experiments in this text, there is a …
physical system and the resulting output. Termed physical experiments in this text, there is a …
VIVACE (Vortex Induced Vibration Aquatic Clean Energy): A new concept in generation of clean and renewable energy from fluid flow
MM Bernitsas, K Raghavan, Y Ben-Simon… - 2008 - asmedigitalcollection.asme.org
Any device aiming to harness the abundant clean and renewable energy from ocean and
other water resources must have high energy density, be unobtrusive, have low …
other water resources must have high energy density, be unobtrusive, have low …
Lasdi: Parametric latent space dynamics identification
Enabling fast and accurate physical simulations with data has become an important area of
computational physics to aid in inverse problems, design-optimization, uncertainty …
computational physics to aid in inverse problems, design-optimization, uncertainty …
Digital twin: Values, challenges and enablers
A digital twin can be defined as an adaptive model of a complex physical system. Recent
advances in computational pipelines, multiphysics solvers, artificial intelligence, big data …
advances in computational pipelines, multiphysics solvers, artificial intelligence, big data …
Stochastic finite element methods for partial differential equations with random input data
MD Gunzburger, CG Webster, G Zhang - Acta Numerica, 2014 - cambridge.org
The quantification of probabilistic uncertainties in the outputs of physical, biological, and
social systems governed by partial differential equations with random inputs require, in …
social systems governed by partial differential equations with random inputs require, in …