Simulation-Driven Design by Knowledge-Based Response Correction Techniques

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.

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• Matemática aplicada
• Modelagem computacional e simulação
• Ciência da Computação

simulation-based optimization;computer simulation;multi-fidelity optimization;simulation-driven design;numerical optimization;surrogate modeling;response correction techniques;parametric response correction;adaptively adjusted design specifications;variable-fidelity models