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Adaptive parametric scalarizations in multicriteria optimization / vorgelegt von Kerstein Dächert. 2014
Inhalt
Introduction
Multiobjective Optimization
Outline of This Thesis
Preliminaries
Terminology and Definitions
Representation and Approximation of the Nondominated Set
Scalarization Methods
Parametric Algorithms
Literature Review on Parametric Algorithms
Introduction
Bicriteria Approaches
Multicriteria Approaches
Theoretical Findings for Adaptive Parametric Algorithms
Adaptive Parameters for Scalarizations with Augmentation
Introduction
Geometry of the Augmented Weighted Tchebycheff Norm
Motivation in the Discrete Bicriteria Case
Parameters of the Augmented Weighted Tchebycheff Norm
Feasible Parameter Choice
Optimal Parameter Choice
Parameters of a Generalized Augmented Weighted Tchebycheff Norm
Feasible Parameter Choice
Relations Between Trade-Offs and Augmentation Parameters
Parameters of Augmented -Constraint Scalarizations
Conclusion and Further Ideas
A Parametric Algorithm with a New Bound on the Number of Subproblems
Introduction
Split of the Search Region for Multicriteria Problems
A Full-Dimensional Split
Redundancy for m 3
An Improved Split in the Tricriteria Case
Individual Subsets and the v-Split
The v-Split Algorithm
A Linear Bound on the Number of Subproblems
Quasi Non-Redundancy
The -Constraint Method in Combination with the v-Split
Generalization of the v-Split Algorithm for m 3
Conclusion and Further Ideas
Practical Application of Adaptive Parametric Algorithms
Generation of Complete Representations for Discrete Test Problems
Introduction
Bicriteria Problems
Implementation of the Full 2-Split Algorithm
Local Ideal Points as Reference Points
Computational Setup
Computational Results
Tricriteria Problems
Computational Setup
Computational Results
Conclusion and Further Ideas
Generation of Incomplete Representations for Continuous Test Problems
Introduction
Bicriteria Problems
Computational Setup
Test Problems
Tricriteria Problems
Computational Setup
Test Problems
Conclusion and Further Ideas
Multiobjective Optimal Control of Sewer Networks
Introduction
Objectives in Wastewater Management
Computational Setup
Computational Results
Conclusion and Further Ideas
Conclusion
Notation
Acknowledgement
Bibliography