Simulation-Driven Design by Knowledge-Based Response Correction Techniques

1. Introduction
Slawomir Koziel, Leifur Leifsson

2. Simulation-Driven Design
Slawomir Koziel, Leifur Leifsson

3. Fundamentals of Numerical Optimization
Slawomir Koziel, Leifur Leifsson

4. Introduction to Surrogate Modeling and Surrogate-Based Optimization
Slawomir Koziel, Leifur Leifsson

5. Design Optimization Using Response Correction Techniques
Slawomir Koziel, Leifur Leifsson

6. Surrogate-Based Optimization Using Parametric Response Correction
Slawomir Koziel, Leifur Leifsson

7. Nonparametric Response Correction Techniques
Slawomir Koziel, Leifur Leifsson

8. Expedited Simulation-Driven Optimization Using Adaptively Adjusted Design Specifications
Slawomir Koziel, Leifur Leifsson

9. Surrogate-Assisted Design Optimization Using Response Features
Slawomir Koziel, Leifur Leifsson

10. Enhancing Response Correction Techniques by Adjoint Sensitivity
Slawomir Koziel, Leifur Leifsson

11. Multi-objective Optimization Using Variable-Fidelity Models and Response Correction
Slawomir Koziel, Leifur Leifsson

12. Physics-Based Surrogate Modeling Using Response Correction
Slawomir Koziel, Leifur Leifsson

13. Summary and Discussion
Slawomir Koziel, Leifur Leifsson

Avainsanat: Mathematics, Discrete Optimization, Continuous Optimization, Mathematical Modeling and Industrial Mathematics, Computational Science and Engineering