Simulation-Driven Design by Knowledge-Based Response Correction Techniques

By Leifur Leifsson and Slawomir Koziel

Book Overview

Introduction.- Simulation-Driven Design.- Fundamentals of Numerical Optimization.- Introduction to Surrogate-Based Modeling and Surrogate-Based Optimization.- Design Optimization Using Response Correction Techniques.- Surrogate-Based Optimization Using Parametric Response Correction.- Non-Parametric Response Correction Techniques.- Expedited Simulation-Driven Optimization Using Adaptively Adjusted Design Specification.- Surrogate-Assisted Design Optimization Using Response Features.- Enhancing Response Correction Techniques by Adjoint Sensitivity.- Multi-Objective Optimization Using Variable-Fidelity Models and Response Correction.- Physics-Base Surrogate Models Using Response Correction.- Summary and Discussion.- References.

• Format: Paperback
• Language: English
• ISBN: 3319807269
• ISBN13: 9783319807263
• Release Date: May 2018
• Publisher: Springer
• Length: 262 Pages
• Weight: 0.86 lbs.
• Dimensions: 0.6" x 6.1" x 9.2"