Prof. Dr. Bernard Haasdonk
Prof. Dr.
Bernard Haasdonk Professor for Numerical Mathematics Dean of Studies (Studiendekan Lehramt Mathematik) |
![]() |
|
---|---|---|
Phone | 0049 711 685 - 65542 | |
Fax | 0049 711 685 - 65507 | |
Room | Office 7.328 | |
Email address | Link | |
Address |
University of Stuttgart Institute of Applied Analysis and Numerical Simulation Pfaffenwaldring 57 D-70569 Stuttgart Germany |
|
Consultation | Thursdays 11:30-12:30 (not 3. May, not 12. July) or on appointment |
Research Interests
For a short overview of my group, see the start page. The following is a list of more detailed and personal interests:
-
Model Reduction
- Parametrized PDEs
- Parametrized dynamical systems
- Reduced basis methods
- Kernel methods for nonlinear systems
- Adaptive Basis Generation
- POD-Greedy procedures
-
Numerical Analysis
- Evolution schemes, FV, LDG-methods
- Conservation laws
- Variational inequalities
- Inverse Problems
- Optimization with PDE constraints
- Optimal control, Feedback control
- Kernel methods for function approximation / PDEs
- Greedy Procedures
-
Applications
- Transport problems, fluid dynamics, single-/two-phase flow
- Obstacle problems, Option Pricing
- Geometry parametrization and optimization
- Multiscale problems
- Elastic multibody systems
- Chemical Master Equation
- Fuel cells, Lithium-Ion cells
-
Scientific Computing
- Multiresolution visualization
- Numerical Software development
- Grape/dune-rb/RBmatlab/KerMor
-
Machine Learning
- Kernel methods, kernel design
- Support vector machines
- Kernel Fisher / Mahalanobis Discriminants
- Proximity-based learning
-
Pattern Recognition
- Feature extraction
- Classifier design
- Invariance
- Image processing
- Handwriting Recognition
- Raman-Spectra Recognition
Publications
A complete list of all publications and a list of recent preprints and miscellaneous items can be found here .
Selected Publications


















































Teaching
Further information
Bibliometrical Data
See also my google scholar profile.
Citations: 2627 (Google Scholar)
h-index: 24 (Google Scholar)
i10: 48 (Google Scholar)
Publications: 127 (Google Scholar), 30 (DBLP.uni-trier.de), 46 (Zentralblatt MATH)
Erdös Number: 5 (Alfred Schmidt, Zhi Ming Chen, Qiang Du, Vance Faber, Paul Erdös)
Funded Projects
Principal Investigator (with Jun.-Prof. Dr. J. Fehr) in a project funded by the DFG: Certified Model Reduction for Coupled Mechanical Systems, 2017-2019.
Principal Investigator in a project funded by the DFG within the SimTech Cluster of Excellence: Feedback Control of Parametric PDEs with Reduced Basis Surrogate Models, 2014-2017.
Principal Investigator in a project funded by the Baden Württemberg Stiftung gGmbH, MWK-BW (Juniorprofessorenprogramm): Maschinelles Lernen zur Simulationsbasierten Modellreduktion, 2010-2013.
Principal Investigator in a project funded by the DFG within the SimTech Cluster of Excellence (JP-Anschubprojekt): KerMor: Kernel Methods for Model Order Reduction of Biochemical Systems. , 2010-2012.
Principal Investigator in a project funded by the DFG within the SimTech Cluster of Excellence: RBEvolOpt: Reduced Basis Modelling of Higher-Order Evolution Systems and Application in Optimisation, 2009-2014.
Principal Investigator (with M. Ohlberger) in a project funded by the DFG: Reduzierte Basis Methoden zur Modellreduktion für Nichtlineare Parametrisierte Evolutionsgleichungen, 2009-2012.
Organizer (with M. Ohlberger, T. Tonn and K. Urban) in a workshop funded by the DFG: MoRePaS 09, Model Reduction of Parametrized Systems, Unversity of Münster, September 16-18, 2009.
Principal Investigator in a project funded by the Landesstiftung Baden-Württemberg gGmbH: Modellreduktion zur Simulation von Transportprozessen und Anwendungen in Brennstoffzellen, 2007-2009.
Principal Investigator (with E. Pekalska) in a project funded by the DAAD: Indefinite Kernel Methods and Learning in General Proximity Spaces , 2007-2008.
In charge of BMBF sub-project for Modellbasiertes Design von Brennstoffzellen und Brennstoffzellensystemen: PEMDesign, 2005-2008.
In charge of BMBF sub-project for ULI, Universitärer Lehrverbund Informatik, 2001-2003.
2009: Best Paper Award for the contribution: Haasdonk, B., Pekalska, E., Classification with Kernel Mahalanobis Distances. Proc. of 32nd. GfKl Conference, Advances in Data Analysis, Data Handling and Business Intelligence, 2008.
2007: DAAD-ARC research grant
2006: Admittance to the Eliteprogramm für Postdoktorandinnen und Postdoktoranden of the Landesstiftung Baden-Württemberg gGmbH
2004: Prize in SAS Mining Challenge 2003
2002: Best Paper Presentation Award for the contribution: Bahlmann, C., Haasdonk, B., Burkhardt, H., On-Line Handwriting Recognition with Support Vector Machines - A Kernel Approach. IWFHR-8, 2002. (.ps, .pdf)
2000: Förderpreis 2000 des Verbands der Freunde der Universität Freiburg for the best graduation at the Institute of Mathematics.
Professional Activities
DAGM, German Pattern Recognition Society
IAPR, International Association for Pattern Recognition
DHV, German Association of University Professors and Lecturers
WiR-Ba-Wü, Research network for scientific computing in Baden-Württemberg.
Research Visits
10/2009: University of Manchester, Manchester, UK.
8/2009: Ecole Polytechnique Lausanne, Lausanne, Switzerland.
8/2008: University of Manchester, Manchester, UK.
9/2007: University of Manchester, Manchester, UK.
4/2007-7/2007: Massachusetts Institute of Technology, Cambridge, USA.
4/2003: Max Planck Institute for Biological Kybernetics, Tübingen, Germany.
Workshop/Conference Organization
Stuttgart, Germany, May 22–25, 2018
Vienna, Austria, February 21–23, 2018
Stuttgart, Germany, March 30 – April 1, 2016
Ankara, Turkey, September 13–18, 2015.
Salt Lake City, Utah, March 14–18, 2015
MFO, Oberwolfach, November 23–29, 2014
Salt Lake City, Utah, June 23–27, 2014
GAMM 2013, Minisymposium on "Model Order Reduction" at the 89th Annual GAMM Conference
Novi Sad, Serbia, March 18-22, 2013.
Boston, MA, USA, February 25 - March 1, 2013
IANS Miniworkshop on "Minimum Energy Problems",
Stuttgart, Germany, August 17-18, 2012.
MATHMOD 2012, Minisymposium on "Model Order Reduction" at the 7th Vienna International Conference on Mathematical Modelling
Vienna, Austria, February 15-17, 2012.
CEMRACS 2011, SimTech Workshop on "Current Trends in Computational Fluid Mechanics"
Marseille, France, August 22-24, 2011.
SIAM CSE 2011, Mini-Symposium on "Model Reduction of Nonlinear and Parametrized Problems"
Reno, Nevada, February 28-March 4, 2011.
Workshop on Reduced Basis Methods,
Ulm, December 7-8, 2010.
ECCOMAS CFD 2010, Mini-Symposium on "Model Reduction in Computational Fluid Dynamics"
Lisbon, June 14-17, 2010.
MoRePaS 09, Workshop on Model Reduction of Parametrized Systems
Münster, September 16-18, 2009. (successful DFG funding)
PEMSIM2006, Workshop on Modelling and Simulation of PEM Fuel Cells
Berlin, September 18-20, 2006
Journal Referee Activities
SISC, SIAM Journal on Scientific Computing
SINUM, SIAM Journal on Numerical Analysis
ESAIM M2AN, Mathematical Modelling and Numerical Analysis
CRAS, Comptes Rendus de l'Acadämie des Sciences
MCMDS, Mathematical and Computer Modelling of Dynamical Systems
ZAMM, Journal of Applied Mathematics and Mechanics
IJMM, International Journal of Modern Mathematics
IEEE TPAMI, Transactions on Pattern Analysis and Machine Intelligence
IEEE TIP, Transactions on Image Processing
IEEE TNN, Transactions on Neural Networks
ACM TOIS, Transactions on Information Systems
IEEE TPDS, Transactions on Parallel and Distributed Systems
JMLR, Journal of Machine Learning Research
Neural Computation
Neurocomputing
Pattern Recognition
Pattern Recognition Letters
Pattern Analysis and Applications
IJPRAI, International Journal of Pattern Recognition and Artificial Intelligence
Information Fusion
Signal Processing
IJNS, International Journal of Neural Systems
EJOR, European Journal of Operational Research
SMCB, IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
SMCC, IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
TFS, IEEE Transactions on Fuzzy Systems
CES, Chemical Engineering Science
Software
RBMatlab: MATLAB toolbox for Reduced Basis Methods and Model Order Reduction
DUNE, DUNE-FEM, DUNE-RB: Distributed and Unified Numerics Environment
KerMet-Tools: MATLAB toolbox for invariant kernel experiments in pattern analysis.
Presto-Box: Scilab toolbox with basic pattern recognition algorithms.
libsvmTL: C++ SVM template library based on libsvm
VisAmp: plattform independent, visually controlled mp3-player
GRAPE: GRAphical Programming Environment for mathematical visualization
Datasets
Distance Matrices: Small collection of proximity data used in the DAGM2004 paper.