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Richter, Andreas: Evolvability-guided Optimization of Linear Deformation Setups for Evolutionary Design Optimization. 2019
Inhalt
1 Introduction
2 Linear Deformations in Evolutionary Design Optimization
2.1 Evolutionary Design Optimization
2.2 Radial Basis Functions
2.3 Free-Form Deformation
2.4 Shell Deformations
2.5 Summary
3 The General Concept of Evolvability
3.1 Complex System Engineering
3.2 Evolvability
3.3 Further Targets of Evolvability
3.4 The conflict: Exploration vs. Exploitation
3.5 Summary
4 Definition of Evolvability Criteria for Linear Deformations
4.1 Variability
4.2 Regularity
4.3 Improvement Potential
4.4 Summary
5 Evaluation of the Evolvability Criteria
5.1 Test Scenario: 1D Function Approximation
5.2 Test Scenario: 3D Template Fitting
5.3 Summary
6 Pareto-optimal RBF Centers
6.1 Multi-objective Evolutionary Optimization
6.2 Single-objective evolutionary Optimization
6.3 Heuristic Approaches
6.4 Gradient-based Optimization
6.5 Summary
7 Optimal Preferences for Design Optimization
7.1 Static Design Loop
7.2 Dynamic Design Loop
7.3 Summary
8 Extended Analysis of Regularity and Variability
8.1 Matrix Orthogonalization for Optimal Regularity
8.2 Redefinition of Variability
8.3 Summary
9 Conclusion
Bibliography