Peter Grünberg Institute (PGI)

Neuromorphic Compute Nodes (PGI-14)

Publications of PGI-14

Journal Article Ameli, S. (Corresponding author)FZJ* ; Samani, K. A.
Low-dimensional behavior of generalized Kuramoto model
Nonlinear dynamics 110, 2781-2791 (2022) [10.1007/s11071-022-07703-0]2022 BibTeX | EndNote: XML, Text | RIS

Journal Article Ascoli, A. (Corresponding author) ; Schmitt, N. ; Messaris, I. ; Demirkol, A. S. ; Strachan, J. P.FZJ* ; Tetzlaff, R. ; Chua, L.
An analytical approach to engineer multistability in the oscillatory response of a pulse-driven ReRAM
Scientific reports 14(1), 5626 (2024) [10.1038/s41598-024-55255-7]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Bethlehem, R. A. I. (Corresponding author) ; Seidlitz, J. ; White, S. R. ; et al
Brain charts for the human lifespan
Nature <London> 604(7906), 525 - 533 (2022) [10.1038/s41586-022-04554-y]2022 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Preprint Christensen, D. V. ; Dittmann, R.FZJ* ; Linares-Barranco, B. ; et al
2022 roadmap on neuromorphic computing and engineering
Neuromorphic computing and engineering (2022) [10.1088/2634-4386/ac4a83]2022 DBCoverage Files BibTeX | EndNote: XML, Text | RIS

Journal Article Dick, R. P. ; Aitken, R. ; Mogill, J. ; Strachan, J. P.FZJ* ; Bresniker, K. ; Lu, W. ; Nakahira, Y. ; Li, Z. ; Marinella, M. J. ; Severa, W. ; Talin, A. A. ; Vineyard, C. M. ; Kumar, S. ; Mailhiot, C. ; Klebanoff, L.
Research Challenges for Energy-Efficient Computing in Automated Vehicles
Computer 56(3), 47 - 58 (2023) [10.1109/MC.2022.3180987]2023 Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Ebrahimzadeh, p. (Corresponding author)FZJ* ; Bouhadjar, Y.FZJ* ; Schiek, M.FZJ* ; Strachan, J. P.FZJ* ; Neftci, E.FZJ*
Attractor states in spiking neural networks
2023Berstein Conference 2023, BerlinBerlin, Germany, 26 Sep 2023 - 29 Sep 20232023-09-262023-09-29 G-Node 1 pp. (2023) [10.12751/NNCN.BC2023.174]2023 BibTeX | EndNote: XML, Text | RIS

Conference Presentation (After Call) Grewing, C. (Corresponding author)FZJ* ; Schiek, M.FZJ* ; Ashok, A.FZJ* ; Zambanini, A.FZJ* ; van Waasen, S.FZJ*
Invention Disclosures relating to improved Signal Linearity and Signal to Noise Ratio enhancing Memristor Crossbar Capabilities
2024International Conference on Neuromorphic Coputing and Engineering, ICNCE, AachenAachen, Germany, 3 Jun 2024 - 6 Jun 20242024-06-032024-06-06 BibTeX | EndNote: XML, Text | RIS

Conference Presentation (Other) Hellwig, J.FZJ* ; Funck, C.FZJ* ; Spithouris, D.FZJ* ; Sarantopoulos, A.FZJ* ; Siegel, S.FZJ* ; Bäumer, C.FZJ* ; Neftci, E.FZJ* ; Menzel, S.FZJ* ; Dittmann, R.FZJ*
Rational design of memristive devices for new computing paradigm
2023Fismat 2023, MilanoMilano, Italy, 4 Sep 2023 - 9 Sep 20232023-09-042023-09-09 BibTeX | EndNote: XML, Text | RIS

Journal Article - Online First Hellwig, J. ; Funck, C. ; Siegel, S.FZJ* ; Sarantopoulos, A. ; Spithouris, D.FZJ* ; Menzel, S.FZJ* ; Dittmann, R.FZJ*
Resolving the Relaxation of Volatile Valence Change Memory
Advanced electronic materials 1, 2400062 (2024) [10.1002/aelm.202400062]2024 DBCoverage Files BibTeX | EndNote: XML, Text | RIS

Journal Article Hennen, T. ; Brackmann, L.FZJ* ; Ziegler, T. ; Siegel, S.FZJ* ; Menzel, S.FZJ* ; Waser, R.FZJ* ; Wouters, D. J. ; Bedau, D.
Synaptogen: A Cross-Domain Generative Device Model for Large-Scale Neuromorphic Circuit Design
IEEE transactions on electron devices 71(9), 5345 - 5353 (2024) [10.1109/TED.2024.3427616]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Preprint Hizzani, M. (Corresponding author)FZJ* ; Heittmann, A.FZJ* ; Hutchinson, G. ; Dobrynin, D.FZJ* ; Van Vaerenbergh, T. ; Bhattacharya, T. ; Renaudineau, A.FZJ* ; Strukov, D. ; Strachan, J. P.FZJ*
Memristor-based hardware and algorithms for higher-order Hopfield optimization solver outperforming quadratic Ising machines
arXiv (2023) [10.48550/arXiv.2311.01171]2023 OpenAccess Files Fulltext by arXiv.org BibTeX | EndNote: XML, Text | RIS

Poster (Other) Hizzani, M. (Corresponding author)FZJ* ; Dobrynin, D.FZJ* ; Van Vaerenbergh, T. ; Hutchinson, G. ; Strukov, D. ; Strachan, J. P.FZJ*
Mapping NP-Complete Problems to Physics-Based QUBO Solvers: Quantitative Comparison and Understanding
2023International conference on neuromorphic, natural and physical computing, NNPC2023, RWTH AachenHannover, RWTH Aachen, Germany, 25 Oct 2023 - 27 Oct 20232023-10-252023-10-27 [10.34734/FZJ-2024-00664] OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Jiang, M. ; Shan, K. ; Sheng, X. ; Graves, C. ; Strachan, J. P. (Corresponding author)FZJ* ; Li, C.
An efficient synchronous-updating memristor-based Ising solver for combinatorial optimization
20222022 IEEE International Electron Devices Meeting (IEDM), IEDM, San FranciscoSan Francisco, USA, 3 Dec 2022 - 7 Dec 20222022-12-032022-12-07 IEEE 22.2.1-22.2.4 (2022) [10.1109/IEDM45625.2022.10019348]2022 BibTeX | EndNote: XML, Text | RIS

Journal Article Kumar, S. ; Wang, X. ; Strachan, J. P. ; Yang, Y. ; Lu, W. D.
Dynamical memristors for higher-complexity neuromorphic computing
Nature reviews 7(7), 575 - 591 (2022) [10.1038/s41578-022-00434-z]2022 BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Manea, P. (Corresponding author)FZJ* ; Sudarshan, C.FZJ* ; Cüppers, F.FZJ* ; Strachan, J. P.FZJ*
Non-idealities and Design Solutions for Analog Memristor-Based Content-Addressable Memories
202318th ACM International Symposium on Nanoscale Architectures, DresdenDresden, Germany, 18 Dec 2023 - 20 Dec 20232023-12-182023-12-20 6 pp. (2023)2023 Files BibTeX | EndNote: XML, Text | RIS

Award Manea, P. (Corresponding author)FZJ* ; Strachan, J. P.FZJ* ; Sudarshan, C.FZJ* ; Cüppers, F.FZJ*
Best Paper Award
Germany : 18th ACM International Symposium on Nanoscale Architectures (2023) [10.34734/FZJ-2024-00988]2023 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Manea, P.-P.FZJ* ; Sudarshan, C.FZJ* ; Cüppers, F.FZJ* ; Strachan, J. P.FZJ*
Non-idealities and Design Solutions for Analog Memristor-Based Content-Addressable Memories
2023NANOARCH '23: 18th ACM International Symposium on Nanoscale Architectures, Dresden GermanyDresden Germany, Dresden, 3 Apr 2023 - 7 Apr 20232023-04-032023-04-07 ACM New York, NY, USA 1 pp. (2023) [10.1145/3611315.3633254]2023 BibTeX | EndNote: XML, Text | RIS

Journal Article Mao, R. ; Wen, B. ; Kazemi, A. ; Zhao, Y. ; Laguna, A. F. ; Lin, R. ; Wong, N. ; Niemier, M. ; Hu, X. S. ; Sheng, X. ; Graves, C. E. ; Strachan, J. P. (Corresponding author)FZJ* ; Li, C.
Experimentally validated memristive memory augmented neural network with efficient hashing and similarity search
Nature Communications 13(1), 6284 (2022) [10.1038/s41467-022-33629-7]2022 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Pedretti, G. ; Böhm, F. ; Hizzani, M.FZJ* ; Bhattacharya, T. ; Bruel, P. ; Moon, J. ; Serebryakov, S. ; Strukov, D. ; Strachan, J. P.FZJ* ; Ignowski, J. ; Van Vaerenbergh, T. ; Beausoleil, R. ; Mohseni, M.
Zeroth and higher-order logic with content addressable memories
20232023 International Electron Devices Meeting (IEDM), San FranciscoSan Francisco, USA, 9 Dec 2023 - 13 Dec 20232023-12-092023-12-13 IEEE 1-4 (2023) [10.1109/IEDM45741.2023.10413853]2023 Files BibTeX | EndNote: XML, Text | RIS

Journal Article Pedretti, G. ; Graves, C. E. ; Serebryakov, S. ; Mao, R. ; Sheng, X. ; Foltin, M. ; Li, C. ; Strachan, J. P. (Corresponding author)FZJ*
Tree-based machine learning performed in-memory with memristive analog CAM
Nature Communications 12(1), 5806 (2021) [10.1038/s41467-021-25873-0]2021 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Pedretti, G. ; Mannocci, P. ; Li, C. ; Sun, Z. ; Strachan, J. P.FZJ*RWTH* ; Ielmini, D.
Redundancy and Analog Slicing for Precise In-Memory Machine Learning—Part I: Programming Techniques
IEEE transactions on electron devices 68(9), 4373 - 4378 (2021) [10.1109/TED.2021.3095433]2021 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Pedretti, G. ; Mannocci, P. ; Li, C. ; Sun, Z. ; Strachan, J. P.FZJ*RWTH* ; Ielmini, D.
Redundancy and Analog Slicing for Precise In-Memory Machine Learning—Part II: Applications and Benchmark
IEEE transactions on electron devices 68(9), 4379 - 4383 (2021) [10.1109/TED.2021.3095430]2021 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Pedretti, G. ; Graves, C. E. ; Van Vaerenbergh, T. ; Serebryakov, S. ; Foltin, M. ; Sheng, X. ; Mao, R. ; Li, C. ; Strachan, J. P. (Corresponding author)FZJ*
Differentiable Content Addressable Memory with Memristors
Advanced electronic materials 8(8), 2101198 - (2022) [10.1002/aelm.202101198]2022 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Robens, M.FZJ* ; Kleijnen, R. ; Schiek, M.FZJ* ; van Waasen, S.FZJ*
NoC Simulation steered by NEST: McAERsim and a Noxim Patch
Frontiers in neuroscience 18, 1371103 (2024) [10.3389/fnins.2024.1371103]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Poster (After Call) Salwa, Y. N. (Corresponding author)FZJ* ; Schiek, M.FZJ* ; Ashok, A.FZJ* ; Grewing, C.FZJ* ; Ebrahimzadeh, P.FZJ* ; Zambanini, A.FZJ* ; van Waasen, S.FZJ*
Exploring Coupled Oscillator Networks with Highly-Configurable Integrated Circuit Designs
2024XLIV- Dynamic Days conference 2024, DDE 2024, University of Duisburg EssenBremen, University of Duisburg Essen, Germany, 28 Jul 2024 - 2 Aug 20242024-07-282024-08-02 [10.34734/FZJ-2024-05535] OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Conference Presentation (Invited) Sarantopoulos, A.FZJ* ; Hellwig, J.FZJ* ; Funck, C.FZJ* ; Spithouris, D.FZJ* ; Siegel, S.FZJ* ; Bäumer, C. ; Lange, K. ; Rivadulla, F. ; Menzel, S.FZJ* ; Dittmann, R.FZJ*
Rational design of redox-based memristive devices for neuromorphic computing
2023European Materials Research Society Meeting, WarsawWarsaw, Poland, 18 Sep 2023 - 22 Sep 20232023-09-182023-09-22 BibTeX | EndNote: XML, Text | RIS

Talk (non-conference) (Other) Sarantopoulos, A.FZJ* ; Hellwig, J.FZJ* ; Funck, C.FZJ* ; Spithouris, D.FZJ* ; Siegel, S.FZJ* ; Bäumer, C. ; Lange, K. ; Rivadulla, F. ; Menzel, S.FZJ* ; Dittmann, R.FZJ*
Rational design of redox-based memristive devices for neuromorphic computing
2023Jülich-Twente Summit, EnschedeEnschede, Netherlands, 14 Nov 20232023-11-14 BibTeX | EndNote: XML, Text | RIS

Dissertation / PhD Thesis Siegel, S.FZJ*
Learning rules for CMOS-memristive co-integrated neuromorphic hardware
200 pp. (2023)2023 = Dissertation, RWTH Aachen University, 2023 BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Staudigl, F. ; Hossein, M. ; Ziegler, T. ; Al Indari, H. ; Pelke, R. ; Siegel, S.FZJ* ; Wouters, D. J. ; Sisejkovic, D. ; Joseph, J. M. ; Leupers, R.
Work-in-Progress: A Universal Instrumentation Platform for Non-Volatile Memories
2023CODES/ISSS '23 Companion: 2023 International Conference on Hardware/Software Codesign and System Synthesis, Hamburg GermanyHamburg Germany, Germany, 10 Jul 2023 - 14 Jul 20232023-07-102023-07-14 ACM New York, NY, USA 1 pp. (2023) [10.1145/3607888.3608608]2023 BibTeX | EndNote: XML, Text | RIS

Journal Article Strachan, J. P. (Corresponding author)FZJ*RWTH*
Fast Ising solvers based on oscillator networks
Nature electronics 4(7), 458 - 459 (2021) [10.1038/s41928-021-00620-x]2021 Files BibTeX | EndNote: XML, Text | RIS

Journal Article Strachan, J. P. (Corresponding author)FZJ*
Unleashing the Power of Moiré Materials in Neuromorphic Computing
Chinese physics letters 40(12), 127202 - (2023) [10.1088/0256-307X/40/12/127202]2023 BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Yang, M.-J. (Corresponding author)FZJ* ; Paul Strachan, J.FZJ*
State-Space Modeling and Tuning of Memristors for Neuromorphic Computing Applications
2023ICONS '23: 2023 International Conference on Neuromorphic Systems, Santa Fe NM USASanta Fe NM USA, USA, 1 Aug 2023 - 3 Aug 20232023-08-012023-08-03 ACM New York, NY, USA 1-8 (2023) [10.1145/3589737.3605966]2023 BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Yu, Z.FZJ* ; Menzel, S.FZJ* ; Strachan, J. P.FZJ* ; Neftci, E.FZJ*
Integration of physics-derived memristor models with machine learning frameworks
2023Neuromorphic Materials, Devices, Circuits and Systems, ValènciaValència, Spain, 23 Jan 2023 - 25 Jan 20232023-01-232023-01-25 FUNDACIO DE LA COMUNITAT VALENCIANA SCITO València 1 pp. (2023) [10.29363/nanoge.neumatdecas.2023.011]2023 BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Yu, Z. (Corresponding author)FZJ* ; Yang, M.-J.FZJ* ; Finkbeiner, J.FZJ* ; Siegel, S.FZJ* ; Strachan, J. P.FZJ* ; Neftci, E.FZJ*
The Ouroboros of Memristors: Neural Networks Facilitating Memristor Programming
2023Proceedings of the Neuronics Conference - FUNDACIO DE LA COMUNITAT VALENCIANA SCITO València, 2023. - ISBN - doi:10.29363/nanoge.neuronics.2024.010
Neuronics Conference, ValènciaValència, Spain, 21 Feb 2024 - 23 Feb 20242024-02-212024-02-23 FUNDACIO DE LA COMUNITAT VALENCIANA SCITO València 10 pp. (2023) [10.29363/nanoge.neuronics.2024.010]2023 BibTeX | EndNote: XML, Text | RIS

Last Modified: 28.07.2022