High Performance Computing II
- Contents: Automatic
differentiation tools for optimization in HPC.
- Autodiff.org
- Books
- Andreas Griewank and Andrea Walther:
"Evaluating
Derivatives: Principles and Techniques of Algorithmic
Differentiation", Second Edition", SIAM, 2008 (Graz-Lib: ebook
and 1st edition: 66:G848)
- Uwe Naumann: "The
Art of Differentiating Computer Programs", SIAM, 2011 (Graz-Lib:
66:N311 and ebook)
- J. Haslinger and R. A. E.
Mäkinen: "Introduction
to Shape Optimization", SIAM, 2003 (Graz-Lib: 45:H352 and ebook)
- Uwe Naumann and Olaf Schenk: "Combinatorial
Scientific Computing", Chapman & Hall/CRC Computational Science,
2012 (Graz-Lib: on acquisition)
- Alfio Borzì and Volker Schulz: "Computational
Optimization of Systems Governed by Partial Differential Equations ",
SIAM, 2011 (Graz-Lib: 65:B739 and ebook)
- Papers
- Bischof
et.al,: "Sensitivity Analysis Of Turbulence Models Using Automatic
Differentiation", SIAM J. SCI. COMPUT. ,Vol. 26, No. 2, pp. 510-522,
2004
- Borggaard
et.al: "On Efficient Solutions To The Continuous Sensitivity Equation
Using Automatic Differentiation", SIAM J. SCI. COMPUT. ,Vol. 22, No. 1,
pp. 39–62, 2000
- Pryce et.al: "Fast Automatic
Differentiation Jacobians By Compact Lu Factorization", SIAM J. SCI.
COMPUT. , Vol. 30, No. 4, pp. 1659–1677, 2008
- Schanen
et.al.: "Interpretative Adjoints for Numerical Simulation Codes using
MPI", Procedia Computer Science 1 (2012) 1825–1833, Elsevier
- Dayde
et.al.: "Element-By-Element Preconditioners For Large Partially
Separable Optimization Problems", SIAM J. SCI. COMPUT. , Vol. 18, No. 6,
pp. 1767-1787, 1997
- presentation of the students on the investigated methods and tools
- comparison of tools on various platforms as cluster computers, shared
memory computers, distributed memory computers
- Final presentation and Tech-report of the results
- Lecturer: Prof. Gundolf Haase,
Heinrichstr. 36, Zi 506, Tel. 5178
- Lecture Time:
Thursday 10:15 - 11:45 in SR 11.32
- Software (a selection from
autodiff's page, some literature)
-
- Projects/Talks (SS13):
- Daniel Kraft: "Physics"
- Dirk Martin: "Local mesh optmization for general prisms"; Functional
- Matthias Meuter: "Global mesh optimization for simplices"; Functional
- Aurel Neic: "Derivatives in ODE sensitivity analysis"
- 02.05.2013: (3) Reverse
AD
- xx.xx.2013; Presentation
- xxx: TechReport
- Dmitry Nikolaenko: "TBA"
- Compute-Server:
-
- MATH047016.uni-graz.at
(dualhex: 12 cores: 2 Opteron 2427; 2.2 GHz; 28 GB memory),
Ubuntu 11.10
- MATH047201.uni-graz.at
(quadquad: 16 cores: 4 Opteron 8347, 1.9GHz; 32 GB memory): 201
- mephisto
(math047128)
- last update: Dec 9, 2013