Schillinger, Mark: Safe and dynamic design of experiments. 2019
Inhalt
- Title page
- Preface
- Contents
- List of Symbols
- Acronyms
- Abstract
- Kurzfassung
- 1 Introduction
- 2 Fundamentals
- 2.1 Data-based Modeling Procedure
- 2.2 Signals for Dynamic Excitation
- 2.3 Constraints
- 2.4 Data-based Models
- 2.5 Active Learning
- 3 Stationary Measurements and Online Estimation of Stationary Boundaries
- 3.1 Stationary Boundary Estimation
- 3.2 Online Design of Experiments with Constraint Modeling
- 3.3 ODCM with improved boundary estimation
- 3.4 ODCM with discriminative model
- 4 Dynamic Supervised Measurement
- 4.1 Dynamic Design of Experiments in nonconvex stationary boundaries
- 4.2 Dynamic Supervised Measurement Algorithm
- 5 Safe Active Learning
- 5.1 Stationary Safe Active Learning
- 5.2 Safe Active Learning and Safe Bayesian Optimization for Control
- 5.3 Dynamic Safe Active Learning
- 6 Applications
- 7 Conclusions and Outlook
- A Description of Used Software Products
- Bibliography