Research output per year
Research output per year
Personal profile
Research Interests
Professor Krause's research focuses on numerical simulation, machine learning, optimization, and data-driven approaches. A major focus of his research is the design and analysis of efficient and reliable algorithms that can be used to solve complex problems in scientific computing and machine learning.
Krause and his colleagues use mathematical understanding and computer science expertise to advance sustainable progress in many areas, from medicine to geology. They provide scientific software capable of solving complex, large-scale problems that can run on modern supercomputers such as KAUST’s Shaheen III.
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Collaborations and top research areas from the last five years
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A novel ionic model for matured and paced atrial-like human iPSC-CMs integrating IKur and IKCa currents
Botti, S., Bartolucci, C., Altomare, C., Paci, M., Barile, L., Krause, R., Pavarino, L. F. & Severi, S., Sep 2024, In: Computers in Biology and Medicine. 180, 108899.Research output: Contribution to journal › Article › peer-review
Open Access2 Scopus citations -
Boundary integral formulation of the cell-by-cell model of cardiac electrophysiology
Rosilho de Souza, G., Krause, R. & Pezzuto, S., Jan 2024, In: Engineering Analysis with Boundary Elements. 158, p. 239-251 13 p.Research output: Contribution to journal › Article › peer-review
Open Access8 Scopus citations -
Data-centric workloads with MPI_Sort
Zulian, P., Ben Bader, S., Fourestey, G., Krause, R. & Rossinelli, D., May 2024, In: Journal of Parallel and Distributed Computing. 187, 104833.Research output: Contribution to journal › Article › peer-review
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Fast deep learning reconstruction techniques for preclinical magnetic resonance fingerprinting
Cabini, R. F., Barzaghi, L., Cicolari, D., Arosio, P., Carrazza, S., Figini, S., Filibian, M., Gazzano, A., Krause, R., Mariani, M., Peviani, M., Pichiecchio, A., Pizzagalli, D. U. & Lascialfari, A., Jan 2024, In: NMR in Biomedicine. 37, 1, e5028.Research output: Contribution to journal › Article › peer-review
Open Access7 Scopus citations -
Multigrid for two-sided fractional differential equations discretized by finite volume elements on graded meshes
Donatelli, M., Krause, R., Mazza, M. & Trotti, K., Jul 2024, In: Journal of Computational and Applied Mathematics. 444, 115787.Research output: Contribution to journal › Article › peer-review
Open Access1 Scopus citations -
Nonlinear Schwarz Preconditioning for Nonlinear Optimization Problems with Bound Constraints
Kothari, H., Kopanicáková, A. & Krause, R., 2024, Domain Decomposition Methods in Science and Engineering XXVII. Dostal, Z., Kozubek, T., Klawonn, A., Pavarino, L. F., Widlund, O. B., Langer, U. & Sístek, J. (eds.). Springer Science and Business Media Deutschland GmbH, p. 319-326 8 p. (Lecture Notes in Computational Science and Engineering; vol. 149).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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A dynamic clamping approach using in silico IK1 current for discrimination of chamber-specific hiPSC-derived cardiomyocytes
Altomare, C., Bartolucci, C., Sala, L., Balbi, C., Burrello, J., Pietrogiovanna, N., Burrello, A., Bolis, S., Panella, S., Arici, M., Krause, R., Rocchetti, M., Severi, S. & Barile, L., Dec 2023, In: Communications Biology. 6, 1, 291.Research output: Contribution to journal › Article › peer-review
Open Access5 Scopus citations -
An in silico Study of Cardiac hiPSC Electronic Maturation by Dynamic Clamp
Botti, S., Bartolucci, C., Krause, R., Pavarino, L. F. & Severi, S., 2023, Functional Imaging and Modeling of the Heart - 12th International Conference, FIMH 2023, Proceedings. Bernard, O., Clarysse, P., Duchateau, N., Ohayon, J. & Viallon, M. (eds.). Springer Science and Business Media Deutschland GmbH, p. 175-183 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13958 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Press/Media
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Reports Outline Networks Findings from Universita della Svizzera italiana (Enhancing Training of Physics-informed Neural Networks Using Domain Decomposition-based Preconditioning Strategies)
03/4/25
1 item of Media coverage
Press/Media: Press / Media
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Studies from Universita della Svizzera italiana Yield New Data on Cardiovascular Research (Explicit Stabilized Multirate Methods for the Monodomain Model In Cardiac Electrophysiology)
12/31/24
1 item of Media coverage
Press/Media: Press / Media
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Data on Apoptosis Detailed by Researchers at Institute for Research in Biomedicine (Transformer-based spatial-temporal detection of apoptotic cell death in live-cell imaging)
03/29/24
1 item of Media coverage
Press/Media: Press / Media
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Study Findings on Uncertainty Quantification Are Outlined in Reports from Universita della Svizzera italiana (Space-time Multilevel Quadrature Methods and Their Application for Cardiac Electrophysiology)
02/20/24
1 item of Media coverage
Press/Media: Press / Media
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Studies from Universita della Svizzera italiana Yield New Information about Cardiovascular Research (Boundary Integral Formulation of the Cell-by-cell Model of Cardiac Electrophysiology)
12/29/23
1 item of Media coverage
Press/Media: Press / Media
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Findings on Applied Mechanics and Engineering Discussed by Investigators at Universita della Svizzera italiana (Nonlinear Field-split Preconditioners for Solving Monolithic Phase-field Models of Brittle Fracture)
01/30/23
1 item of Media coverage
Press/Media: Press / Media
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22/02/26 - Fast Parallel Solver for Space-Time Isogeometric Analysis-Discontinuous Galerkin Discretization of Anisotropic Diffusion Equation Conference Session Set by Society of Industrial, Applied Mathematics
01/24/22
1 item of Media coverage
Press/Media: Press / Media