Robert Strzodka

Robert Strzodka

Robert Strzodka, Prof. Dr.

Short Bio:

Robert Strzodka is a full professor at Heidelberg University where he holds the chair on Application Specific Computing since 2015. Robert is best known for his pioneering work on scientific computing with GPUs. His research focuses on efficient interactions of mathematic, algorithmic and architectural aspects in parallel computing. Before joining Heidelberg University, Robert led the AmgX group at NVIDIA, was the head of Integrative Scientific Computing at the Max Planck Institute for Computer Science and worked as a visiting assistant professor at Stanford University. He obtained his doctoral degree in numerical mathematics from the University of Duisburg-Essen in 2004.

Research interests:

  • Parallel algorithms on parallel hardware (GPUs, many-core CPUs, FPGAs)
  • Numerical methods (AMG, Krylov, preconditioners, FMM, multilevel methods, SVD)
  • Graph algorithms (partitioning, coloring, decomposition, BFS, MST)

Publications:

  1. Christoph Klein and Robert Strzodka
    Preconditioning Sparse Matrices with Alternating and Multiplicative Operator Splittings
    SIAM J. Sci. Comput., 45(1), 25, 2023
    link | bib 
    @article{DBLP:journals/siamsc/KleinS23,
  author = {Klein, Christoph and Strzodka, Robert},
  title = {Preconditioning Sparse Matrices with Alternating and Multiplicative
                    Operator Splittings},
  journal = {{SIAM} J. Sci. Comput.},
  volume = {45},
  number = {1},
  pages = {25},
  year = {2023},
  url = {https://doi.org/10.1137/21m1430492}
  doi = {10.1137/21M1430492},
  timestamp = {Tue, 14 Feb 2023 00:00:00 +0100},
}
  2. Christoph Klein and Robert Strzodka
    Tridigpu: A GPU Library for Block Tridiagonal and Banded Linear Equation Systems
    ACM Trans. Parallel Comput., 10(1), 4:1–4:33, 2023
    link | bib 
    @article{DBLP:journals/topc/KleinS23,
  author = {Klein, Christoph and Strzodka, Robert},
  title = {Tridigpu: {A} {GPU} Library for Block Tridiagonal and Banded Linear
                    Equation Systems},
  journal = {{ACM} Trans. Parallel Comput.},
  volume = {10},
  number = {1},
  pages = {4:1--4:33},
  year = {2023},
  url = {https://doi.org/10.1145/3580373}
  doi = {10.1145/3580373},
  timestamp = {Sat, 29 Apr 2023 01:00:00 +0200},
}
  3. Moritz Beutel and Robert Strzodka
    A Paradigm for Interval-Aware Programming
    Lecture Notes in Computer ScienceNext Generation Arithmetic - 4th International Conference, CoNGA 2023, Singapore, March 1-2, 2023, Proceedings, 13851, 38–60, Springer, 2023
    link | bib 
    @inproceedings{DBLP:conf/conga/BeutelS23,
  author = {Beutel, Moritz and Strzodka, Robert},
  editor = {Gustafson, John L. and Leong, Siew Hoon and Michalewicz, Marek T.},
  title = {A Paradigm for Interval-Aware Programming},
  booktitle = {Next Generation Arithmetic - 4th International Conference, CoNGA 2023,
                    Singapore, March 1-2, 2023, Proceedings},
  series = {Lecture Notes in Computer Science},
  volume = {13851},
  pages = {38--60},
  publisher = {Springer},
  year = {2023},
  url = {https://doi.org/10.1007/978-3-031-32180-1\_3}
  doi = {10.1007/978-3-031-32180-1\_3},
  timestamp = {Sun, 06 Aug 2023 11:41:27 +0200},
}
  4. Christoph Klein and Robert Strzodka
    Highly Parallel Linear Forest Extraction from a Weighted Graph on GPUs
    Proceedings of the 51st International Conference on Parallel Processing, ICPP 2022, Bordeaux, France, 29 August 2022 - 1 September 2022, 35:1–35:11, ACM, 2022
    link | bib 
    @inproceedings{DBLP:conf/icpp/0002S22,
  author = {Klein, Christoph and Strzodka, Robert},
  title = {Highly Parallel Linear Forest Extraction from a Weighted Graph on
                    GPUs},
  booktitle = {Proceedings of the 51st International Conference on Parallel Processing,
                    {ICPP} 2022, Bordeaux, France, 29 August 2022 - 1 September 2022},
  pages = {35:1--35:11},
  publisher = {{ACM}},
  year = {2022},
  url = {https://doi.org/10.1145/3545008.3545035}
  doi = {10.1145/3545008.3545035},
  timestamp = {Mon, 16 Jan 2023 12:15:09 +0100},
}
  5. Wayne B. Mitchell, Robert Strzodka and Robert D. Falgout
    Parallel performance of algebraic multigrid domain decomposition
    Numer. Linear Algebra Appl., 28(3), 2021
    link | bib 
    @article{DBLP:journals/nla/MitchellSF21,
  author = {Mitchell, Wayne B. and Strzodka, Robert and Falgout, Robert D.},
  title = {Parallel performance of algebraic multigrid domain decomposition},
  journal = {Numer. Linear Algebra Appl.},
  volume = {28},
  number = {3},
  year = {2021},
  url = {https://doi.org/10.1002/nla.2342}
  doi = {10.1002/NLA.2342},
  timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
}
  6. Christoph Klein and Robert Strzodka
    Tridiagonal GPU Solver with Scaled Partial Pivoting at Maximum Bandwidth
    ICPP 2021: 50th International Conference on Parallel Processing, Lemont, IL, USA, August 9 - 12, 2021, 54:1–54:10, ACM, 2021
    link | bib 
    @inproceedings{DBLP:conf/icpp/KleinS21,
  author = {Klein, Christoph and Strzodka, Robert},
  editor = {Sun, Xian{-}He and Shende, Sameer and Kal{\'{e}}, Laxmikant V. and Chen, Yong},
  title = {Tridiagonal {GPU} Solver with Scaled Partial Pivoting at Maximum Bandwidth},
  booktitle = {{ICPP} 2021: 50th International Conference on Parallel Processing,
                    Lemont, IL, USA, August 9 - 12, 2021},
  pages = {54:1--54:10},
  publisher = {{ACM}},
  year = {2021},
  url = {https://doi.org/10.1145/3472456.3472484}
  doi = {10.1145/3472456.3472484},
  timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
}
  7. Wayne B. Mitchell, Robert Strzodka, Robert D. Falgout and Stephen F. McCormick
    Parallel Performance of Algebraic Multigrid Domain Decomposition (AMG-DD)
    CoRR, abs/1906.10575, 2019
    link | bib 
    @article{DBLP:journals/corr/abs-1906-10575,
  author = {Mitchell, Wayne B. and Strzodka, Robert and Falgout, Robert D. and McCormick, Stephen F.},
  title = {Parallel Performance of Algebraic Multigrid Domain Decomposition {(AMG-DD)}},
  journal = {CoRR},
  volume = {abs/1906.10575},
  year = {2019},
  url = {http://arxiv.org/abs/1906.10575}
  eprinttype = {arXiv},
  eprint = {1906.10575},
  timestamp = {Mon, 07 Dec 2020 00:00:00 +0100},
}
  8. Paolo Bientinesi, José R. Herrero, Enrique S. Quintana-Ortı́ and Robert Strzodka
    Parallel computing on graphics processing units and heterogeneous platforms
    Concurr. Comput. Pract. Exp., 27(6), 1525–1527, 2015
    link | bib 
    @article{DBLP:journals/concurrency/BientinesiHQS15,
  author = {Bientinesi, Paolo and Herrero, Jos{\'{e}} R. and Quintana{-}Ort{\'{\i}}, Enrique S. and Strzodka, Robert},
  title = {Parallel computing on graphics processing units and heterogeneous
                    platforms},
  journal = {Concurr. Comput. Pract. Exp.},
  volume = {27},
  number = {6},
  pages = {1525--1527},
  year = {2015},
  url = {https://doi.org/10.1002/cpe.3411}
  doi = {10.1002/CPE.3411},
  timestamp = {Fri, 17 Nov 2023 00:00:00 +0100},
}
  9. Maxim Naumov, M. Arsaev, Patrice Castonguay, Jonathan M. Cohen, Julien Demouth, Joe Eaton, Simon K. Layton, N. Markovskiy, István Z. Reguly, Nikolai Sakharnykh, V. Sellappan and Robert Strzodka
    AmgX: A Library for GPU Accelerated Algebraic Multigrid and Preconditioned Iterative Methods
    SIAM J. Sci. Comput., 37(5), 2015
    link | bib 
    @article{DBLP:journals/siamsc/NaumovACCDELMRS15,
  author = {Naumov, Maxim and Arsaev, M. and Castonguay, Patrice and Cohen, Jonathan M. and Demouth, Julien and Eaton, Joe and Layton, Simon K. and Markovskiy, N. and Reguly, Istv{\'{a}}n Z. and Sakharnykh, Nikolai and Sellappan, V. and Strzodka, Robert},
  title = {AmgX: {A} Library for {GPU} Accelerated Algebraic Multigrid and Preconditioned
                    Iterative Methods},
  journal = {{SIAM} J. Sci. Comput.},
  volume = {37},
  number = {5},
  year = {2015},
  url = {https://doi.org/10.1137/140980260}
  doi = {10.1137/140980260},
  timestamp = {Sat, 11 Sep 2021 01:00:00 +0200},
}
  10. Margarita Amor, Ramon Doallo, Basilio B. Fraguela, José R. Herrero, Enrique S. Quintana-Ortı́ and Robert Strzodka
    Graphics processing unit computing and exploitation of hardware accelerators
    Concurr. Comput. Pract. Exp., 25(8), 1104–1106, 2013
    link | bib 
    @article{DBLP:journals/concurrency/AmorDFHQS13,
  author = {Amor, Margarita and Doallo, Ramon and Fraguela, Basilio B. and Herrero, Jos{\'{e}} R. and Quintana{-}Ort{\'{\i}}, Enrique S. and Strzodka, Robert},
  title = {Graphics processing unit computing and exploitation of hardware accelerators},
  journal = {Concurr. Comput. Pract. Exp.},
  volume = {25},
  number = {8},
  pages = {1104--1106},
  year = {2013},
  url = {https://doi.org/10.1002/cpe.2967}
  doi = {10.1002/CPE.2967},
  timestamp = {Fri, 17 Nov 2023 00:00:00 +0100},
}
  11. Robert Strzodka
    Data layout optimization for multi-valued containers in OpenCL
    J. Parallel Distributed Comput., 72(9), 1073–1082, 2012
    link | bib 
    @article{DBLP:journals/jpdc/Strzodka12,
  author = {Strzodka, Robert},
  title = {Data layout optimization for multi-valued containers in OpenCL},
  journal = {J. Parallel Distributed Comput.},
  volume = {72},
  number = {9},
  pages = {1073--1082},
  year = {2012},
  url = {https://doi.org/10.1016/j.jpdc.2011.10.012}
  doi = {10.1016/J.JPDC.2011.10.012},
  timestamp = {Sat, 22 Feb 2020 00:00:00 +0100},
}
  12. Mohammed Shaheen and Robert Strzodka
    NUMA Aware Iterative Stencil Computations on Many-Core Systems
    26th IEEE International Parallel and Distributed Processing Symposium, IPDPS 2012, Shanghai, China, May 21-25, 2012, 461–473, IEEE Computer Society, 2012
    link | bib 
    @inproceedings{DBLP:conf/ipps/ShaheenS12,
  author = {Shaheen, Mohammed and Strzodka, Robert},
  title = {{NUMA} Aware Iterative Stencil Computations on Many-Core Systems},
  booktitle = {26th {IEEE} International Parallel and Distributed Processing Symposium,
                    {IPDPS} 2012, Shanghai, China, May 21-25, 2012},
  pages = {461--473},
  publisher = {{IEEE} Computer Society},
  year = {2012},
  url = {https://doi.org/10.1109/IPDPS.2012.50}
  doi = {10.1109/IPDPS.2012.50},
  timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
}
  13. José R. Herrero, Enrique S. Quintana-Ortı́ and Robert Strzodka
    Special Issue: GPU computing
    Concurr. Comput. Pract. Exp., 23(7), 667–668, 2011
    link | bib 
    @article{DBLP:journals/concurrency/HerreroQS11,
  author = {Herrero, Jos{\'{e}} R. and Quintana{-}Ort{\'{\i}}, Enrique S. and Strzodka, Robert},
  title = {Special Issue: {GPU} computing},
  journal = {Concurr. Comput. Pract. Exp.},
  volume = {23},
  number = {7},
  pages = {667--668},
  year = {2011},
  url = {https://doi.org/10.1002/cpe.1691}
  doi = {10.1002/CPE.1691},
  timestamp = {Fri, 17 Nov 2023 00:00:00 +0100},
}
  14. Dominik Göddeke and Robert Strzodka
    Cyclic Reduction Tridiagonal Solvers on GPUs Applied to Mixed-Precision Multigrid
    IEEE Trans. Parallel Distributed Syst., 22(1), 22–32, 2011
    link | bib 
    @article{DBLP:journals/tpds/GoddekeS11,
  author = {G{\"{o}}ddeke, Dominik and Strzodka, Robert},
  title = {Cyclic Reduction Tridiagonal Solvers on GPUs Applied to Mixed-Precision
                    Multigrid},
  journal = {{IEEE} Trans. Parallel Distributed Syst.},
  volume = {22},
  number = {1},
  pages = {22--32},
  year = {2011},
  url = {https://doi.org/10.1109/TPDS.2010.61}
  doi = {10.1109/TPDS.2010.61},
  timestamp = {Fri, 02 Oct 2020 01:00:00 +0200},
}
  15. Robert Strzodka, Mohammed Shaheen, Dawid Pajak and Hans-Peter Seidel
    Cache Accurate Time Skewing in Iterative Stencil Computations
    International Conference on Parallel Processing, ICPP 2011, Taipei, Taiwan, September 13-16, 2011, 571–581, IEEE Computer Society, 2011
    link | bib 
    @inproceedings{DBLP:conf/icpp/StrzodkaSPS11,
  author = {Strzodka, Robert and Shaheen, Mohammed and Pajak, Dawid and Seidel, Hans{-}Peter},
  editor = {Gao, Guang R. and Tseng, Yu{-}Chee},
  title = {Cache Accurate Time Skewing in Iterative Stencil Computations},
  booktitle = {International Conference on Parallel Processing, {ICPP} 2011, Taipei,
                    Taiwan, September 13-16, 2011},
  pages = {571--581},
  publisher = {{IEEE} Computer Society},
  year = {2011},
  url = {https://doi.org/10.1109/ICPP.2011.47}
  doi = {10.1109/ICPP.2011.47},
  timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
}
  16. Robert Strzodka, Mohammed Shaheen and Dawid Pajak
    Time skewing made simple
    Proceedings of the 16th ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming, PPOPP 2011, San Antonio, TX, USA, February 12-16, 2011, 295–296, ACM, 2011
    link | bib 
    @inproceedings{DBLP:conf/ppopp/StrzodkaSP11,
  author = {Strzodka, Robert and Shaheen, Mohammed and Pajak, Dawid},
  editor = {Cascaval, Calin and Yew, Pen{-}Chung},
  title = {Time skewing made simple},
  booktitle = {Proceedings of the 16th {ACM} {SIGPLAN} Symposium on Principles and
                    Practice of Parallel Programming, {PPOPP} 2011, San Antonio, TX, USA,
                    February 12-16, 2011},
  pages = {295--296},
  publisher = {{ACM}},
  year = {2011},
  url = {https://doi.org/10.1145/1941553.1941596}
  doi = {10.1145/1941553.1941596},
  timestamp = {Sun, 12 Jun 2022 19:46:08 +0200},
}
  17. Dominik Göddeke and Robert Strzodka
    Cyclic Reduction Tridiagonal Solvers on GPUs Applied to Mixed Precision Multigrid
    IEEE Transactions on Parallel and Distributed Systems (TPDS), Special Issue: High Performance Computing with Accelerators, 22(1), 22-32, IEEE Computer Society, 2011
    link | bib 
    @article{39,
  author = {Göddeke, Dominik and Strzodka, Robert},
  title = {Cyclic Reduction Tridiagonal Solvers on GPUs Applied to Mixed Precision Multigrid},
  year = {2011},
  journal = {IEEE Transactions on Parallel and Distributed Systems (TPDS), Special Issue: High Performance Computing with Accelerators},
  volume = {22},
  number = {1},
  pages = {22-32},
  month = jan,
  publisher = {IEEE Computer Society},
  url = {http://asc.ziti.uni-heidelberg.de/sites/default/files/research/papers/public/GoSt11CR.pdf}
  doi = {10.1109/TPDS.2010.61}
}
  18. Robert Strzodka
    Abstraction for AoS and SoA Layout in C++
    , Morgan Kaufmann, 2011
    link | bib 
    @inbook{43,
  author = {Strzodka, Robert},
  title = {Abstraction for AoS and SoA Layout in C++},
  year = {2011},
  month = sep,
  publisher = {Morgan Kaufmann},
  isbn = {978-0-12-385963-1},
  url = {http://asc.ziti.uni-heidelberg.de/sites/default/files/research/papers/public/St11ASX_CUDA.pdf}
}
  19. Robert Strzodka, Mohammed Shaheen and Dawid Pajak
    Impact of System and Cache Bandwidth on Stencil Computation Across Multiple Processor Generations
    , 2011
    link | bib 
    @conference{42,
  author = {Strzodka, Robert and Shaheen, Mohammed and Pajak, Dawid},
  title = {Impact of System and Cache Bandwidth on Stencil Computation Across Multiple Processor Generations},
  year = {2011},
  url = {http://asc.ziti.uni-heidelberg.de/sites/default/files/research/papers/public/StShPa11bandwidthImpact.pdf}
}
  20. Robert Strzodka
    The Natural Parallelism
    Lecture Notes in Computer ScienceFacing the Multicore-Challenge - Aspects of New Paradigms and Technologies in Parallel Computing [Proceedings of a conference held at the Heidelberger Akademie der Wissenschaften, March 17-19, 2010], 6310, 3, Springer, 2010
    link | bib 
    @inproceedings{DBLP:conf/haw/Strzodka10,
  author = {Strzodka, Robert},
  editor = {Keller, Rainer and Kramer, David and Weiss, Jan{-}Philipp},
  title = {The Natural Parallelism},
  booktitle = {Facing the Multicore-Challenge - Aspects of New Paradigms and Technologies
                    in Parallel Computing [Proceedings of a conference held at the Heidelberger
                    Akademie der Wissenschaften, March 17-19, 2010]},
  series = {Lecture Notes in Computer Science},
  volume = {6310},
  pages = {3},
  publisher = {Springer},
  year = {2010},
  url = {https://doi.org/10.1007/978-3-642-16233-6\_3}
  doi = {10.1007/978-3-642-16233-6\_3},
  timestamp = {Tue, 14 May 2019 10:00:42 +0200},
}
  21. Robert Strzodka, Mohammed Shaheen, Dawid Pajak and Hans-Peter Seidel
    Cache oblivious parallelograms in iterative stencil computations
    Proceedings of the 24th International Conference on Supercomputing, 2010, Tsukuba, Ibaraki, Japan, June 2-4, 2010, 49–59, ACM, 2010
    link | bib 
    @inproceedings{DBLP:conf/ics/StrzodkaSPS10,
  author = {Strzodka, Robert and Shaheen, Mohammed and Pajak, Dawid and Seidel, Hans{-}Peter},
  editor = {Boku, Taisuke and Nakashima, Hiroshi and Mendelson, Avi},
  title = {Cache oblivious parallelograms in iterative stencil computations},
  booktitle = {Proceedings of the 24th International Conference on Supercomputing,
                    2010, Tsukuba, Ibaraki, Japan, June 2-4, 2010},
  pages = {49--59},
  publisher = {{ACM}},
  year = {2010},
  url = {https://doi.org/10.1145/1810085.1810096}
  doi = {10.1145/1810085.1810096},
  timestamp = {Fri, 23 Aug 2019 01:00:00 +0200},
}
  22. Dominik Göddeke and Robert Strzodka
    Mixed-Precision GPU-Multigrid Solvers with Strong Smoothers
    Chapman and Hall / CRC computational science seriesScientific Computing with Multicore and Accelerators, 131–147, CRC Press / Taylor & Francis, 2010
    link | bib 
    @incollection{DBLP:books/tf/10/GoddekeS10,
  author = {G{\"{o}}ddeke, Dominik and Strzodka, Robert},
  editor = {Kurzak, Jakub and Bader, David A. and Dongarra, Jack J.},
  title = {Mixed-Precision GPU-Multigrid Solvers with Strong Smoothers},
  booktitle = {Scientific Computing with Multicore and Accelerators},
  series = {Chapman and Hall / {CRC} computational science series},
  pages = {131--147},
  publisher = {{CRC} Press / Taylor {\&} Francis},
  year = {2010},
  url = {https://doi.org/10.1201/b10376-11}
  doi = {10.1201/B10376-11},
  timestamp = {Sat, 19 Oct 2019 19:02:58 +0200},
}
  23. Dominik Göddeke and Robert Strzodka
    Mixed Precision GPU-Multigrid Solvers with Strong Smoothers
    , 131-147, CRC Press, 2010
    link | bib 
    @inbook{38,
  author = {Göddeke, Dominik and Strzodka, Robert},
  title = {Mixed Precision GPU-Multigrid Solvers with Strong Smoothers},
  year = {2010},
  pages = {131-147},
  publisher = {CRC Press},
  isbn = {9781439825365},
  url = {http://asc.ziti.uni-heidelberg.de/sites/default/files/research/papers/public/GoSt10MG.pdf}
}
  24. Dominik Göddeke, Hilmar Wobker, Robert Strzodka, Jamaludin Mohd-Yusof, Patrick S. McCormick and Stefan Turek
    Co-processor acceleration of an unmodified parallel solid mechanics code with FEASTGPU
    Int. J. Comput. Sci. Eng., 4(4), 254–269, 2009
    link | bib 
    @article{DBLP:journals/ijcse/GoddekeWSMMT09,
  author = {G{\"{o}}ddeke, Dominik and Wobker, Hilmar and Strzodka, Robert and Mohd{-}Yusof, Jamaludin and McCormick, Patrick S. and Turek, Stefan},
  title = {Co-processor acceleration of an unmodified parallel solid mechanics
                    code with {FEASTGPU}},
  journal = {Int. J. Comput. Sci. Eng.},
  volume = {4},
  number = {4},
  pages = {254--269},
  year = {2009},
  url = {https://doi.org/10.1504/IJCSE.2009.029162}
  doi = {10.1504/IJCSE.2009.029162},
  timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
}
  25. Mohammed Shaheen, Jürgen Gall, Robert Strzodka, Luc Van Gool and Hans-Peter Seidel
    A comparison of 3d model-based tracking approaches for human motion capture in uncontrolled environments
    IEEE Workshop on Applications of Computer Vision (WACV 2009), 7-8 December, 2009, Snowbird, UT, USA, 1–8, IEEE Computer Society, 2009
    link | bib 
    @inproceedings{DBLP:conf/wacv/ShaheenGSGS09,
  author = {Shaheen, Mohammed and Gall, J{\"{u}}rgen and Strzodka, Robert and Gool, Luc Van and Seidel, Hans{-}Peter},
  title = {A comparison of 3d model-based tracking approaches for human motion
                    capture in uncontrolled environments},
  booktitle = {{IEEE} Workshop on Applications of Computer Vision {(WACV} 2009),
                    7-8 December, 2009, Snowbird, UT, {USA}},
  pages = {1--8},
  publisher = {{IEEE} Computer Society},
  year = {2009},
  url = {https://doi.org/10.1109/WACV.2009.5403039}
  doi = {10.1109/WACV.2009.5403039},
  timestamp = {Wed, 16 Oct 2019 14:14:49 +0200},
}
  26. Nicolas Cuntz, Andreas Kolb, Robert Strzodka and Daniel Weiskopf
    Particle Level Set Advection for the Interactive Visualization of Unsteady 3D Flow
    Comput. Graph. Forum, 27(3), 719–726, 2008
    link | bib 
    @article{DBLP:journals/cgf/CuntzKSW08,
  author = {Cuntz, Nicolas and Kolb, Andreas and Strzodka, Robert and Weiskopf, Daniel},
  title = {Particle Level Set Advection for the Interactive Visualization of
                    Unsteady 3D Flow},
  journal = {Comput. Graph. Forum},
  volume = {27},
  number = {3},
  pages = {719--726},
  year = {2008},
  url = {https://doi.org/10.1111/j.1467-8659.2008.01200.x}
  doi = {10.1111/J.1467-8659.2008.01200.X},
  timestamp = {Thu, 05 Apr 2018 01:00:00 +0200},
}
  27. Dominik Göddeke, Robert Strzodka, Jamaludin Mohd-Yusof, Patrick S. McCormick, Hilmar Wobker, Christian Becker and Stefan Turek
    Using GPUs to improve multigrid solver performance on a cluster
    Int. J. Comput. Sci. Eng., 4(1), 36–55, 2008
    link | bib 
    @article{DBLP:journals/ijcse/GoddekeSMMWBT08,
  author = {G{\"{o}}ddeke, Dominik and Strzodka, Robert and Mohd{-}Yusof, Jamaludin and McCormick, Patrick S. and Wobker, Hilmar and Becker, Christian and Turek, Stefan},
  title = {Using GPUs to improve multigrid solver performance on a cluster},
  journal = {Int. J. Comput. Sci. Eng.},
  volume = {4},
  number = {1},
  pages = {36--55},
  year = {2008},
  url = {https://doi.org/10.1504/IJCSE.2008.021111}
  doi = {10.1504/IJCSE.2008.021111},
  timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
}
  28. Dominik Göddeke, Robert Strzodka and Stefan Turek
    Performance and accuracy of hardware-oriented native-, emulated- and mixed-precision solvers in FEM simulations
    Int. J. Parallel Emergent Distributed Syst., 22(4), 221–256, 2007
    link | bib 
    @article{DBLP:journals/paapp/GoddekeST07,
  author = {G{\"{o}}ddeke, Dominik and Strzodka, Robert and Turek, Stefan},
  title = {Performance and accuracy of hardware-oriented native-, emulated- and
                    mixed-precision solvers in {FEM} simulations},
  journal = {Int. J. Parallel Emergent Distributed Syst.},
  volume = {22},
  number = {4},
  pages = {221--256},
  year = {2007},
  url = {https://doi.org/10.1080/17445760601122076}
  doi = {10.1080/17445760601122076},
  timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
}
  29. Dominik Göddeke, Robert Strzodka, Jamaludin Mohd-Yusof, Patrick S. McCormick, Sven H. M. Buijssen, Matthias Grajewski and Stefan Turek
    Exploring weak scalability for FEM calculations on a GPU-enhanced cluster
    Parallel Comput., 33(10-11), 685–699, 2007
    link | bib 
    @article{DBLP:journals/pc/GoddekeSMMBGT07,
  author = {G{\"{o}}ddeke, Dominik and Strzodka, Robert and Mohd{-}Yusof, Jamaludin and McCormick, Patrick S. and Buijssen, Sven H. M. and Grajewski, Matthias and Turek, Stefan},
  title = {Exploring weak scalability for {FEM} calculations on a GPU-enhanced
                    cluster},
  journal = {Parallel Comput.},
  volume = {33},
  number = {10-11},
  pages = {685--699},
  year = {2007},
  url = {https://doi.org/10.1016/j.parco.2007.09.002}
  doi = {10.1016/J.PARCO.2007.09.002},
  timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
}
  30. Dominik Göddeke, Robert Strzodka and Stefan Turek
    Performance and accuracy of hardware-oriented native-, emulated- and mixed-precision solvers in FEM simulations
    International Journal of Parallel, Emergent and Distributed Systems (IJPEDS), Special issue: Applied parallel computing, 22(4), 221-256, Taylor & Francis, 2007
    link | bib 
    @article{30,
  author = {Göddeke, Dominik and Strzodka, Robert and Turek, Stefan},
  title = {Performance and accuracy of hardware-oriented native-, emulated- and mixed-precision solvers in FEM simulations},
  year = {2007},
  journal = {International Journal of Parallel, Emergent and Distributed Systems (IJPEDS), Special issue: Applied parallel computing},
  volume = {22},
  number = {4},
  pages = {221-256},
  publisher = {Taylor \& Francis},
  url = {http://asc.ziti.uni-heidelberg.de/sites/default/files/research/papers/public/GoStTu07mixedPrec.pdf}
}
  31. Aaron E. Lefohn, Shubhabrata Sengupta, Joe Kniss, Robert Strzodka and John D. Owens
    Glift: Generic, efficient, random-access GPU data structures
    ACM Trans. Graph., 25(1), 60–99, 2006
    link | bib 
    @article{DBLP:journals/tog/LefohnSKSO06,
  author = {Lefohn, Aaron E. and Sengupta, Shubhabrata and Kniss, Joe and Strzodka, Robert and Owens, John D.},
  title = {Glift: Generic, efficient, random-access {GPU} data structures},
  journal = {{ACM} Trans. Graph.},
  volume = {25},
  number = {1},
  pages = {60--99},
  year = {2006},
  url = {https://doi.org/10.1145/1122501.1122505}
  doi = {10.1145/1122501.1122505},
  timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
}
  32. Robert Strzodka and Dominik Göddeke
    Pipelined Mixed Precision Algorithms on FPGAs for Fast and Accurate PDE Solvers from Low Precision Components
    14th IEEE Symposium on Field-Programmable Custom Computing Machines (FCCM 2006), 24-26 April 2006, Napa, CA, USA, Proceedings, 259–270, IEEE Computer Society, 2006
    link | bib 
    @inproceedings{DBLP:conf/fccm/StrzodkaG06,
  author = {Strzodka, Robert and G{\"{o}}ddeke, Dominik},
  title = {Pipelined Mixed Precision Algorithms on FPGAs for Fast and Accurate
                    {PDE} Solvers from Low Precision Components},
  booktitle = {14th {IEEE} Symposium on Field-Programmable Custom Computing Machines
                    {(FCCM} 2006), 24-26 April 2006, Napa, CA, USA, Proceedings},
  pages = {259--270},
  publisher = {{IEEE} Computer Society},
  year = {2006},
  url = {https://doi.org/10.1109/FCCM.2006.57}
  doi = {10.1109/FCCM.2006.57},
  timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
}
  33. Alexandru C. Telea and Robert Strzodka
    Multiscale image based flow visualization
    SPIE ProceedingsVisualization and Data Analysis 2006, San Jose, CA, USA, January 15, 2006, 6060, 606001, SPIE, 2006
    link | bib 
    @inproceedings{DBLP:conf/vda/TeleaS06,
  author = {Telea, Alexandru C. and Strzodka, Robert},
  editor = {Erbacher, Robert F. and Roberts, Jonathan C. and Gr{\"{o}}hn, Matti T. and B{\"{o}}rner, Katy},
  title = {Multiscale image based flow visualization},
  booktitle = {Visualization and Data Analysis 2006, San Jose, CA, USA, January 15,
                    2006},
  series = {{SPIE} Proceedings},
  volume = {6060},
  pages = {606001},
  publisher = {{SPIE}},
  year = {2006},
  url = {https://doi.org/10.1117/12.640425}
  doi = {10.1117/12.640425},
  timestamp = {Wed, 17 Mar 2021 00:00:00 +0100},
}
  34. Robert Strzodka and Dominik Göddeke
    Pipelined Mixed Precision Algorithms on FPGAs for Fast and Accurate PDE Solvers from Low Precision Components
    , 259-268, 2006
    link | bib 
    @conference{27,
  author = {Strzodka, Robert and Göddeke, Dominik},
  title = {Pipelined Mixed Precision Algorithms on FPGAs for Fast and Accurate PDE Solvers from Low Precision Components},
  year = {2006},
  pages = {259-268},
  url = {http://asc.ziti.uni-heidelberg.de/sites/default/files/research/papers/public/StGo06PipeCG.pdf}
}
  35. Robert Strzodka and Dominik Göddeke
    Mixed Precision Methods for Convergent Iterative Schemes
    , D-59-60, 2006
    link | bib 
    @conference{25,
  author = {Strzodka, Robert and Göddeke, Dominik},
  title = {Mixed Precision Methods for Convergent Iterative Schemes},
  year = {2006},
  pages = {D-59-60},
  month = may,
  url = {http://asc.ziti.uni-heidelberg.de/sites/default/files/research/papers/public/StGo06convIter.pdf}
}
  36. Robert Strzodka, Michael C. Doggett and Andreas Kolb
    Scientific computation for simulations on programmable graphics hardware
    Simul. Model. Pract. Theory, 13(8), 667–680, 2005
    link | bib 
    @article{DBLP:journals/simpra/StrzodkaDK05,
  author = {Strzodka, Robert and Doggett, Michael C. and Kolb, Andreas},
  title = {Scientific computation for simulations on programmable graphics hardware},
  journal = {Simul. Model. Pract. Theory},
  volume = {13},
  number = {8},
  pages = {667--680},
  year = {2005},
  url = {https://doi.org/10.1016/j.simpat.2005.08.001}
  doi = {10.1016/J.SIMPAT.2005.08.001},
  timestamp = {Mon, 24 Feb 2020 00:00:00 +0100},
}
  37. Aaron E. Lefohn, Shubhabrata Sengupta, Joe Kniss, Robert Strzodka and John D. Owens
    Dynamic adaptive shadow maps on graphics hardware
    International Conference on Computer Graphics and Interactive Techniques, SIGGRAPH 2005, Los Angeles, California, USA, July 31 - August 4, 2005, Sketches, 13, ACM, 2005
    link | bib 
    @inproceedings{DBLP:conf/siggraph/LefohnSKSO05,
  author = {Lefohn, Aaron E. and Sengupta, Shubhabrata and Kniss, Joe and Strzodka, Robert and Owens, John D.},
  editor = {Buhler, Juan},
  title = {Dynamic adaptive shadow maps on graphics hardware},
  booktitle = {International Conference on Computer Graphics and Interactive Techniques,
                    {SIGGRAPH} 2005, Los Angeles, California, USA, July 31 - August 4,
                    2005, Sketches},
  pages = {13},
  publisher = {{ACM}},
  year = {2005},
  url = {https://doi.org/10.1145/1187112.1187126}
  doi = {10.1145/1187112.1187126},
  timestamp = {Fri, 12 Mar 2021 11:32:36 +0100},
}
  38. Joe Kniss, Aaron E. Lefohn, Robert Strzodka, Shubhabrata Sengupta and John D. Owens
    Octree textures on graphics hardware
    International Conference on Computer Graphics and Interactive Techniques, SIGGRAPH 2005, Los Angeles, California, USA, July 31 - August 4, 2005, Sketches, 16, ACM, 2005
    link | bib 
    @inproceedings{DBLP:conf/siggraph/KnissLSSO05,
  author = {Kniss, Joe and Lefohn, Aaron E. and Strzodka, Robert and Sengupta, Shubhabrata and Owens, John D.},
  editor = {Buhler, Juan},
  title = {Octree textures on graphics hardware},
  booktitle = {International Conference on Computer Graphics and Interactive Techniques,
                    {SIGGRAPH} 2005, Los Angeles, California, USA, July 31 - August 4,
                    2005, Sketches},
  pages = {16},
  publisher = {{ACM}},
  year = {2005},
  url = {https://doi.org/10.1145/1187112.1187129}
  doi = {10.1145/1187112.1187129},
  timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
}
  39. Aaron E. Lefohn, Ian Buck, Patrick S. McCormick, John D. Owens, Timothy J. Purcell and Robert Strzodka
    General Purpose Computation on Graphics Hardware
    16th IEEE Visualization Conference, IEEE Vis 2005, Minneapolis, MN, USA, October 23-28, 2005, Proceedings, 121, IEEE Computer Society, 2005
    | bib 
    @inproceedings{DBLP:conf/visualization/LefohnBMOPS05,
  author = {Lefohn, Aaron E. and Buck, Ian and McCormick, Patrick S. and Owens, John D. and Purcell, Timothy J. and Strzodka, Robert},
  title = {General Purpose Computation on Graphics Hardware},
  booktitle = {16th {IEEE} Visualization Conference, {IEEE} Vis 2005, Minneapolis,
                    MN, USA, October 23-28, 2005, Proceedings},
  pages = {121},
  publisher = {{IEEE} Computer Society},
  year = {2005},
  timestamp = {Wed, 12 Aug 2020 09:23:06 +0200},
}
  40. Dominik Göddeke, Robert Strzodka and Stefan Turek
    Accelerating Double Precision FEM Simulations with GPUs
    , 2005
    link | bib 
    @conference{18,
  author = {Göddeke, Dominik and Strzodka, Robert and Turek, Stefan},
  title = {Accelerating Double Precision FEM Simulations with GPUs},
  year = {2005},
  month = sep,
  url = {http://asc.ziti.uni-heidelberg.de/sites/default/files/research/papers/public/GoStTu05double.pdf}
}
  41. Martin Rumpf and Robert Strzodka
    Graphics Processor Units: New Prospects for Parallel Computing
    , 51, 89-134, Springer, 2005
    link | bib 
    @inbook{21,
  author = {Rumpf, Martin and Strzodka, Robert},
  title = {Graphics Processor Units: New Prospects for Parallel Computing},
  year = {2005},
  volume = {51},
  pages = {89-134},
  publisher = {Springer},
  url = {http://asc.ziti.uni-heidelberg.de/sites/default/files/research/papers/public/RuSt05PPDE.pdf}
}
  42. Robert Strzodka
    Hardware efficient PDE solvers in quantized image processing
    Ph. D. thesis, University of Düsseldorf, Germany. , 2004
    link | bib 
    @phdthesis{DBLP:phd/de/Strzodka2004,
  author = {Strzodka, Robert},
  title = {Hardware efficient {PDE} solvers in quantized image processing},
  school = {University of D{\"{u}}sseldorf, Germany},
  year = {2004},
  url = {http://www.ub.uni-duisburg.de/ETD-db/theses/available/duett-02242005-000216/}
  urn = {urn:nbn:de:hbz:464-duett-02242005-0002162},
  timestamp = {Sat, 17 Jul 2021 01:00:00 +0200},
}
  43. Robert Strzodka, Marc Droske and Martin Rumpf
    Image Registration by a Regularized Gradient Flow. A Streaming Implementation in DX9 Graphics Hardware
    Computing, 73(4), 373–389, 2004
    link | bib 
    @article{DBLP:journals/computing/StrzodkaDR04,
  author = {Strzodka, Robert and Droske, Marc and Rumpf, Martin},
  title = {Image Registration by a Regularized Gradient Flow. {A} Streaming Implementation
                    in {DX9} Graphics Hardware},
  journal = {Computing},
  volume = {73},
  number = {4},
  pages = {373--389},
  year = {2004},
  url = {https://doi.org/10.1007/s00607-004-0087-x}
  doi = {10.1007/S00607-004-0087-X},
  timestamp = {Sun, 06 Aug 2023 01:00:00 +0200},
}
  44. Robert Strzodka and Alexandru C. Telea
    Generalized Distance Transforms and Skeletons in Graphics Hardware
    6th Joint Eurographics - IEEE TCVG Symposium on Visualization, VisSym 2004, Konstanz, Germany, May 19-21, 2004, 221–230, Eurographics Association, 2004
    link | bib 
    @inproceedings{DBLP:conf/vissym/StrzodkaT04,
  author = {Strzodka, Robert and Telea, Alexandru C.},
  editor = {Deussen, Oliver and Hansen, Charles D. and Keim, Daniel A. and Saupe, Dietmar},
  title = {Generalized Distance Transforms and Skeletons in Graphics Hardware},
  booktitle = {6th Joint Eurographics - {IEEE} {TCVG} Symposium on Visualization,
                    VisSym 2004, Konstanz, Germany, May 19-21, 2004},
  pages = {221--230},
  publisher = {Eurographics Association},
  year = {2004},
  url = {https://doi.org/10.2312/VisSym/VisSym04/221-230}
  doi = {10.2312/VISSYM/VISSYM04/221-230},
  timestamp = {Wed, 17 Mar 2021 00:00:00 +0100},
}
  45. Robert Strzodka and Christoph S. Garbe
    Real-Time Motion Estimation and Visualization on Graphics Cards
    15th IEEE Visualization Conference, IEEE Vis 2004, Austin, TX, USA, October 10-15, 2004, Proceedings, 545–552, IEEE Computer Society, 2004
    link | bib 
    @inproceedings{DBLP:conf/visualization/StrzodkaG04,
  author = {Strzodka, Robert and Garbe, Christoph S.},
  title = {Real-Time Motion Estimation and Visualization on Graphics Cards},
  booktitle = {15th {IEEE} Visualization Conference, {IEEE} Vis 2004, Austin, TX,
                    USA, October 10-15, 2004, Proceedings},
  pages = {545--552},
  publisher = {{IEEE} Computer Society},
  year = {2004},
  url = {https://doi.org/10.1109/VISUAL.2004.88}
  doi = {10.1109/VISUAL.2004.88},
  timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
}
  46. Robert Strzodka, Ivo Ihrke and Marcus A. Magnor
    A graphics hardware implementation of the generalized Hough transform for fast object recognition, scale, and 3D pose detection
    12th International Conference on Image Analysis and Processing (ICIAP 2003), 17-19 September 2003, Mantova, Italy, 188–193, IEEE Computer Society, 2003
    link | bib 
    @inproceedings{DBLP:conf/iciap/StrzodkaIM03,
  author = {Strzodka, Robert and Ihrke, Ivo and Magnor, Marcus A.},
  title = {A graphics hardware implementation of the generalized Hough transform
                    for fast object recognition, scale, and 3D pose detection},
  booktitle = {12th International Conference on Image Analysis and Processing {(ICIAP}
                    2003), 17-19 September 2003, Mantova, Italy},
  pages = {188--193},
  publisher = {{IEEE} Computer Society},
  year = {2003},
  url = {https://doi.org/10.1109/ICIAP.2003.1234048}
  doi = {10.1109/ICIAP.2003.1234048},
  timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
}
  47. Robert Strzodka
    Virtual 16 Bit Precise Operations an RGBA8 Textures
    7th International Fall Workshop on Vision, Modeling, and Visualization, VMV 2002, Erlangen, Germany, November 20-22, 2002, 171–178, Aka GmbH, 2002
    link | bib 
    @inproceedings{DBLP:conf/vmv/Strzodka02,
  author = {Strzodka, Robert},
  editor = {Greiner, G{\"{u}}nther},
  title = {Virtual 16 Bit Precise Operations an {RGBA8} Textures},
  booktitle = {7th International Fall Workshop on Vision, Modeling, and Visualization,
                    {VMV} 2002, Erlangen, Germany, November 20-22, 2002},
  pages = {171--178},
  publisher = {Aka GmbH},
  year = {2002},
  timestamp = {Thu, 16 Jul 2020 14:54:48 +0200},
}
  48. Steffen Klupsch, Markus Ernst, Sorin Huss, Martin Rumpf and Robert Strzodka
    Real Time Image Processing based on Reconfigurable Hardware Acceleration
    , 2002
    link | bib 
    @conference{9,
  author = {Klupsch, Steffen and Ernst, Markus and Huss, Sorin and Rumpf, Martin and Strzodka, Robert},
  title = {Real Time Image Processing based on Reconfigurable Hardware Acceleration},
  year = {2002},
  url = {http://asc.ziti.uni-heidelberg.de/sites/default/files/research/papers/public/KlErHu_02fpga.pdf}
}
  49. Robert Strzodka
    Image Processing on the XPP
    , 2002 (Evaluation study.)
    link | bib 
    @misc{8,
  author = {Strzodka, Robert},
  title = {Image Processing on the XPP},
  year = {2002},
  month = aug,
  url = {http://asc.ziti.uni-heidelberg.de/sites/default/files/research/papers/public/St02XPP.pdf}
  note = {Evaluation study.},
}
  50. Martin Rumpf and Robert Strzodka
    Level set segmentation in graphics hardware
    Proceedings of the 2001 International Conference on Image Processing, ICIP 2001, Thessaloniki, Greece, October 7-10, 2001, 1103–1106, IEEE, 2001
    link | bib 
    @inproceedings{DBLP:conf/icip/RumpfS01,
  author = {Rumpf, Martin and Strzodka, Robert},
  title = {Level set segmentation in graphics hardware},
  booktitle = {Proceedings of the 2001 International Conference on Image Processing,
                    {ICIP} 2001, Thessaloniki, Greece, October 7-10, 2001},
  pages = {1103--1106},
  publisher = {{IEEE}},
  year = {2001},
  url = {https://doi.org/10.1109/ICIP.2001.958320}
  doi = {10.1109/ICIP.2001.958320},
  timestamp = {Wed, 16 Oct 2019 14:14:52 +0200},
}
  51. Martin Rumpf and Robert Strzodka
    Using Graphics Cards for Quantized FEM Computations
    Proceedings of the IASTED International Conference on Visualization, Imaging and Image Processing (VIIP 2001), Marbella, Spain, September 3-5, 2001, 193–202, ACTA Press, 2001
    link | bib 
    @inproceedings{DBLP:conf/viip/RumpfS01,
  author = {Rumpf, Martin and Strzodka, Robert},
  editor = {Hamza, M. H.},
  title = {Using Graphics Cards for Quantized {FEM} Computations},
  booktitle = {Proceedings of the {IASTED} International Conference on Visualization,
                    Imaging and Image Processing {(VIIP} 2001), Marbella, Spain, September
                    3-5, 2001},
  pages = {193--202},
  publisher = {{ACTA} Press},
  year = {2001},
  timestamp = {Mon, 17 Jan 2005 15:16:16 +0100},
}
  52. Martin Rumpf and Robert Strzodka
    Nonlinear Diffusion in Graphics Hardware
    3rd Joint Eurographics - IEEE TCVG Symposium on Visualization, VisSym 2001, Ascona, Switzerland, May 28-30, 2001, 75–84, Eurographics Association, 2001
    link | bib 
    @inproceedings{DBLP:conf/vissym/RumpfS01,
  author = {Rumpf, Martin and Strzodka, Robert},
  editor = {Ebert, David S. and Favre, Jean M. and Peikert, Ronald},
  title = {Nonlinear Diffusion in Graphics Hardware},
  booktitle = {3rd Joint Eurographics - {IEEE} {TCVG} Symposium on Visualization,
                    VisSym 2001, Ascona, Switzerland, May 28-30, 2001},
  pages = {75--84},
  publisher = {Eurographics Association},
  year = {2001},
  url = {https://doi.org/10.1007/978-3-7091-6215-6\_9}
  doi = {10.1007/978-3-7091-6215-6\_9},
  timestamp = {Wed, 01 Jul 2020 11:58:34 +0200},
}
  53. J. Becker, D. Bürkle, R.-T. Happe, T. Preusser, M. Rumpf, M. Spielberg and Robert Strzodka
    Aspects on Data Analysis and Visualization for Complex Dynamical Systems
    , 417-430, Springer, 2000
    link | bib 
    @inbook{3,
  author = {Becker, J. and Bürkle, D. and Happe, R.-T. and Preusser, T. and Rumpf, M. and Spielberg, M. and Strzodka, Robert},
  title = {Aspects on Data Analysis and Visualization for Complex Dynamical Systems},
  year = {2000},
  pages = {417-430},
  publisher = {Springer},
  url = {http://asc.ziti.uni-heidelberg.de/sites/default/files/research/papers/public/BeBuHa_00analysis.pdf}
}
  54. Michael Dellnitz, Oliver Junge, Martin Rumpf and Robert Strzodka
    The computation of an unstable invariant set inside a cylinder containing a knotted flow
    , 1015-1020, World Scientific, 2000
    link | bib 
    @conference{2,
  author = {Dellnitz, Michael and Junge, Oliver and Rumpf, Martin and Strzodka, Robert},
  title = {The computation of an unstable invariant set inside a cylinder containing a knotted flow},
  year = {2000},
  pages = {1015-1020},
  publisher = {World Scientific},
  url = {http://asc.ziti.uni-heidelberg.de/sites/default/files/research/papers/public/DeJuRu_00set.pdf}
}

Theses

  1. Robert Strzodka
    Hardware efficient PDE solvers in quantized image processing
    Ph. D. thesis, University of Düsseldorf, Germany. , 2004
    link | bib 
    @phdthesis{DBLP:phd/de/Strzodka2004,
  author = {Strzodka, Robert},
  title = {Hardware efficient {PDE} solvers in quantized image processing},
  school = {University of D{\"{u}}sseldorf, Germany},
  year = {2004},
  url = {http://www.ub.uni-duisburg.de/ETD-db/theses/available/duett-02242005-000216/}
  urn = {urn:nbn:de:hbz:464-duett-02242005-0002162},
  timestamp = {Sat, 17 Jul 2021 01:00:00 +0200},
}