Design of Distributed and Robust Optimization Algorithms
Michalowsky, Simon
Produktnummer:
18fdd9bf88559448f5a27457820898c908
| Autor: | Michalowsky, Simon |
|---|---|
| Themengebiete: | Distributed Optimization Optimization algorithms System theory |
| Veröffentlichungsdatum: | 17.04.2020 |
| EAN: | 9783832550905 |
| Sprache: | Englisch |
| Seitenzahl: | 165 |
| Produktart: | Kartoniert / Broschiert |
| Verlag: | Logos Berlin |
| Untertitel: | A Systems Theoretic Approach |
Produktinformationen "Design of Distributed and Robust Optimization Algorithms"
Optimization algorithms are the backbone of many modern technologies. In this thesis, we address the analysis and design of optimization algorithms from a systems theoretic viewpoint. By properly recasting the algorithm design as a controller synthesis problem, we derive methods that enable a systematic design of tailored optimization algorithms. We consider two specific classes of optimization algorithms: (i) distributed, and (ii) robust optimization algorithms. Concerning (i), we utilize ideas from geometric control in an innovative fashion to derive a novel methodology that enables the design of distributed optimization algorithms under minimal assumptions on the graph topology and the structure of the optimization problem. Concerning (ii), we employ robust control techniques to establish a framework for the analysis of existing algorithms as well as the design of novel robust optimization algorithms with specified guarantees.
Sie möchten lieber vor Ort einkaufen?
Sie haben Fragen zu diesem oder anderen Produkten oder möchten einfach gerne analog im Laden stöbern? Wir sind gerne für Sie da und beraten Sie auch telefonisch.
Juristische Fachbuchhandlung
Georg Blendl
Parcellistraße 5 (Maxburg)
8033 München
Montag - Freitag: 8:15 -18 Uhr
Samstags geschlossen