Dr. Max Sagebaum

Chair for Scientific Computing
TU Kaiserslautern
Bldg/Geb 34, Paul-Ehrlich-Strasse
67663 Kaiserslautern, Germany

Office:  36-408
Phone: +49 (0)631 205 5638
Fax:   +49 (0)631 205 3056
Email:   max.sagebaum@scicomp.uni-kl.de

max_bild_small2

Research Interests


  • AD Tool development (CoDiPack)
  • Aerodynamic Shape Optimization
  • Numerical Approximation of Partial Differential Equations
  • Algorithmic Differentiation
  • Discrete Adjoint Methods
  • Parallel Programming

Publications

Diplomarbeit: Präkonditionierung der gekoppelten One-Shot Iteration bei Discontinuous Galerkin für Navier-Stokes
Dissertation: Advanced techniques for the semi automatic transition from simulation to design software

2022

M. Aehle, J. Blühdorn, M. Sagebaum, N. R. Gauger

Forward-Mode Automatic Differentiation of Compiled Programs Miscellaneous

arXiv:2209.01895, 2022.

Abstract | Links | BibTeX

M. Aehle, J. Alme, G. Barnaföldi, J. Blühdorn, T. Bodova, V. Borshchov, A. van den Brink, M. Chaar, V. Eikeland, G. Feofilov, C. Garth, N.R. Gauger, et al.

Derivatives in Proton CT Miscellaneous

arXiv: 2202.05551, 2022.

Abstract | Links | BibTeX

2021

M. Sagebaum, N.R. Gauger

Aggregated type handling in AD tape implementations Presentation

Differentiable Programming Workshop at Thirty-fifth Conference on Neural Information Processing Systems (NeurIPS) 2021, 13.12.2021.

Links | BibTeX

M. Morlighem, D. Goldberg, T. Dias dos Santos, J. Lee, M. Sagebaum

Mapping the sensitivity of the Amundsen Sea Embayment to changes in external forcings using Automatic Differentiation Journal Article

In: Geophysical Research Letters, vol. 48, no. 23, 2021.

Links | BibTeX

M. Sagebaum, J. Blühdorn, N.R. Gauger

Index handling and assign optimization for Algorithmic Differentiation reuse index managers Miscellaneous

arXiv cs.MS 2006.12992, 2021.

Links | BibTeX

2019

M. Baumgartner, M. Sagebaum, N.R. Gauger, P. Spichtinger, A. Brinkmann

Algorithmic Differentiation for Cloud Schemes Journal Article

In: Geoscientific Model Development Discussions, pp. 1-23, 2019.

Links | BibTeX

M. Baumgartner, M. Sagebaum, N.R. Gauger, P. Spichtinger, A. Brinkmann

Algorithmic differentiation for cloud schemes (IFS Cy43r3) using CoDiPack (v1.8.1) Journal Article

In: Geoscientific Model Development, vol. 12, pp. 5197-5212, 2019.

Links | BibTeX

M. Sagebaum, T. Albring, N.R. Gauger

High-Performance Derivative Computations using CoDiPack Journal Article

In: ACM Transactions on Mathematical Software (TOMS), vol. 45, no. 4, 2019.

Links | BibTeX

2018

M. Sagebaum; T. Albring; N. R. Gauger

Expression templates for primal value taping in the reverse mode of algorithmic differentiation Journal Article

In: Optimization Methods and Software, vol. 33, no. 4-6, pp. 1207-1231, 2018.

Links | BibTeX

M. Sagebaum; N.R. Gauger

Algorithmic Differentiation for Domain Specific Languages Journal Article

In: arXiv preprint arXiv:1803.04154, 2018.

Links | BibTeX

2017

J. Backhaus, A. Schmitz, C. Frey, M. Sagebaum, S. Mann, M. Nagel, N R. Gauger

Application of an Algorithmically Differentiated Turbomachinery Flow Solver to the Optimization of a Fan Stage Journal Article

In: AIAA 2017-3997, 2017.

BibTeX

M. Sagebaum, E. Özkaya, N. R. Gauger, J. Backhaus, C. Frey, S. Mann, M. Nagel

Efficient Algorithmic Differentiation Techniques for Turbo-machinery Design Journal Article

In: AIAA 2017-3998, 2017.

BibTeX

S. A. Nørgaard; M. Sagebaum; N. R. Gauger; B. S. Lazarov

Applications of automatic differentiation in topology optimization Journal Article

In: Structural and Multidisciplinary Optimization, pp. 1–12, 2017, ISSN: 1615-1488.

Abstract | Links | BibTeX

M. Sagebaum; T. Albring; N. R. Gauger

High-Performance Derivative Computations using CoDiPack Journal Article

In: arXiv preprint arXiv:1709.07229, 2017.

Links | BibTeX

A. Hück; C. Bischof; M. Sagebaum; N. R. Gauger; B. Jurgelucks; E. Larour; G. Perez

A usability case study of algorithmic differentiation tools on the ISSM ice sheet model Journal Article

In: Optimization Methods and Software, pp. 1-24, 2017.

Links | BibTeX

2016

M. Sagebaum; T. Albring; N.R. Gauger

Automated Generation of Performance Values for Algorithmic Differentiation Journal Article

In: Proc. Appl. Math. Mech., vol. 16, no. 1, pp. 863–864, 2016, (DOI: 10.1002/pamm.201610420).

BibTeX

T. Albring; M. Sagebaum; N.R. Gauger

Efficient Aerodynamic Design using the Discrete Adjoint Method in SU2 Journal Article

In: AIAA 2016-3518, 2016.

BibTeX

T. Albring; M. Sagebaum; N. R. Gauger

A consistent and robust discrete adjoint solver for the SU2 framework – validation and application Journal Article

In: Notes on Numerical Fluid Mechanics and Multidisciplinary Design, vol. 132, pp. 77-86, 2016.

BibTeX

2015

T. Albring; B.Y. Zhou; N.R. Gauger; M. Sagebaum

An Aerodynamic Design Framework based on Algorithmic Differentiation Journal Article

In: ERCOFTAC Bulletin, vol. 102, pp. 10-16, 2015.

BibTeX

T. Albring; M. Sagebaum; N.R. Gauger

Development of a Consistent Discrete Adjoint Solver in an Evolving Aerodynamic Design Framework Journal Article

In: AIAA 2015-3240, 2015.

BibTeX

2014

T. Albring; M. Sagebaum; N.R. Gauger

A Consistent and Robust Discrete Adjoint Solver for the Stanford University Unstructured (SU2) Framework – Validation and Application Journal Article

In: Jahresbericht der Deutschen Strömungsmechanischen Arbeitsgemeinschaft STAB, pp. 40–41, 2014.

BibTeX

M. Sagebaum; E. Özkaya; N.R. Gauger

Challenges in the Automatic Differentiation of an Industrial CFD Solver Journal Article

In: Evolutionary and Deterministic Methods for Design, Optimization, and Control with Applications to Industrial and Societal Problems, EUROGEN 2013, Universidad de Las Palmas de Gran Canaria, Spain, 2014, ISBN: 978-84-617-2141-2.

BibTeX

2013

M. Sagebaum; N.R. Gauger; U. Naumann; J. Lotz; K. Leppkes

Algorithmic Differentiation of a Complex C++ Code with Underlying Libraries Journal Article

In: Procedia Computer Science, vol. 18, pp. 208–217, 2013.

BibTeX

J. Lotz; U. Naumann; M. Sagebaum; M. Schanen

Discrete Adjoints of PETSc through dco/c++ and Adjoint MPI Journal Article

In: vol. 8097, pp. 497-507, 2013, ISBN: 978-3-642-40046-9.

Links | BibTeX