Application of evolutionary strategies to automated parametric optimization studies in physics research

  • This thesis presents the application of Evolutionary Strategies, an efficient optimization algorithm, to particle physics problems taken from the BaBar experiment (SLAC / USA). An additional usage pattern involving a Dalitz plot analysis is demonstrated using data from the CB/ELSA experiment (Bonn / Germany). The "EVA" library, a new implementation of distributed Evolutionary Algorithms that was developed as part of this thesis combines as one of the first implementations the ability to perform the optimization in parallel, on devices ranging from single processor- over SMP-machines all the way to clusters and the Grid, with an intuitive interface to a standard tool in particle physics analysis - the ROOT framework.

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Metadaten
Author:Rüdiger Berlich
URN:urn:nbn:de:hbz:294-9735
Referee:Marcel Kunze, Helmut KochGND
Document Type:Doctoral Thesis
Language:English
Date of Publication (online):2004/01/23
Date of first Publication:2004/01/23
Publishing Institution:Ruhr-Universität Bochum, Universitätsbibliothek
Granting Institution:Ruhr-Universität Bochum, Fakultät für Physik und Astronomie
Date of final exam:2004/01/12
Creating Corporation:Fakultät für Physik und Astronomie
GND-Keyword:Dalitz-Plot; Elementarteilchenphysik; Genetische Programmierung; Optimierungsproblem; Parallelverarbeitung
Dewey Decimal Classification:Naturwissenschaften und Mathematik / Physik
Licence (German):License LogoKeine Creative Commons Lizenz - es gilt der Veröffentlichungsvertrag und das deutsche Urheberrecht