Petros Koumoutsakos: Katalogdaten im Herbstsemester 2016

NameHerr Prof. Dr. Petros Koumoutsakos
LehrgebietComputational Science
Adresse
Professur f. Computational Science
ETH Zürich, CLT F 12
Clausiusstrasse 33
8092 Zürich
SWITZERLAND
Telefon+41 44 632 52 58
E-Mailpetros@ethz.ch
URLhttp://www.cse-lab.ethz.ch/index.php?&option=com_content&view=article&id=100&catid=38
DepartementMaschinenbau und Verfahrenstechnik
BeziehungOrdentlicher Professor

NummerTitelECTSUmfangDozierende
151-0104-00LUncertainty Quantification for Engineering & Life Sciences Belegung eingeschränkt - Details anzeigen
Findet dieses Semester nicht statt.
Number of participants limited to 60.
4 KP3GP. Koumoutsakos
KurzbeschreibungQuantification of uncertainties in computational models pertaining to applications in engineering and life sciences. Exploitation of massively available data to develop computational models with quantifiable predictive capabilities. Applications of Uncertainty Quantification and Propagation to problems in mechanics, control, systems and cell biology.
LernzielThe course will teach fundamental concept of Uncertainty Quantification and Propagation (UQ+P) for computational models of systems in Engineering and Life Sciences. Emphasis will be placed on practical and computational aspects of UQ+P including the implementation of relevant algorithms in multicore architectures.
InhaltTopics that will be covered include: Uncertainty quantification under
parametric and non-parametric modelling uncertainty, Bayesian inference with model class assessment, Markov Chain Monte Carlo simulation, prior and posterior reliability analysis.
SkriptThe class will be largely based on the book: Data Analysis: A Bayesian Tutorial by Devinderjit Sivia as well as on class notes and related literature that will be distributed in class.
Literatur1. Data Analysis: A Bayesian Tutorial by Devinderjit Sivia
2. Probability Theory: The Logic of Science by E. T. Jaynes
3. Class Notes
Voraussetzungen / BesonderesFundamentals of Probability, Fundamentals of Computational Modeling
151-1053-00LThermo- and Fluid Dynamics Information 0 KP2KP. Jenny, R. S. Abhari, K. Boulouchos, P. Koumoutsakos, C. Müller, H. G. Park, D. Poulikakos, H.‑M. Prasser, T. Rösgen, A. Steinfeld
KurzbeschreibungCurrent advanced research activities in the areas of thermo- and fluid dynamics are presented and discussed, mostly by external speakers.
LernzielKnowledge of advanced research in the areas of thermo- and fluid dynamics