| 2025 |
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Scalable network emulation on analog neuromorphic hardware |
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Elias Arnold, Philipp Spilger, Jan V. Straub, Eric Müller, Dominik Dold, Gabriele Meoni, Johannes Schemmel |
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pdf (4.5 MB)
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Neuron Calibration Using the ANANAS-System on BrainScaleS-1 |
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Carl Clemens von Randow |
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Bachelorarbeit
pdf (5.1 MB)
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Science tools in action: Biophysical Modeling on BrainScaleS-2 |
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Yannik Stradmann |
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pdf (11.5 MB)
Accelerate your neuroscience research with EBRAINS: Tutorials and Users Day in Heidelberg
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Continuous Integration for the BrainScaleS-2 ASIC |
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Yannik Stradmann |
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pdf (2.6 MB)
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Lu.i – A low-cost electronic neuron for education and outreach |
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Yannik Stradmann, Julian Göltz, Mihai A. Petrovici, Johannes Schemmel, Sebastian Billaudelle |
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Trends in Neuroscience and Education, Volume 38, 100248
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pdf (5.9 MB)
10.1016/j.tine.2025.100248
|
| 2024 |
|
Placement strategies for multi-compartment neurons on BrainScaleS-2 |
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David Baumeister |
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Bachelorarbeit
pdf (5.6 MB)
|
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Multi-timescale Synaptic Plasticity on Mixed-Signal Neuromorphic Silicon |
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Amani Atoui |
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Masterarbeit
pdf (5.7 MB)
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Reproduction of AdEx dynamics on neuromorphic hardware through data embedding and simulation-based inference |
|
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Jakob Huhle |
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Bachelorarbeit
pdf (2.7 MB)
|
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Enabling Delay Learning in a Scalable Machine Learning
Framework for Neuromorphic Hardware |
|
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Lennart Tabel |
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Bachelorarbeit
pdf (3.3 MB)
|
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Study of ESD diode characteristic changes after heat treatment of integrated circuits |
|
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Ilya Mikhailovich Volkov |
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Bachelorarbeit
|
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Large-Scale Experiments on Wafer-Scale Neuromorphic Hardware |
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Hartmut Schmidt |
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Dissertation
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jaxsnn: Event-driven Gradient Estimation for Analog Neuromorphic Hardware |
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Eric Müller and Moritz Althaus and Elias Arnold and Philipp Spilger and Christian Pehle and Johannes Schemmel |
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Closing the loop: High-speed robotics with accelerated neuromorphic hardware |
|
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Yannik Stradmann, Johannes Schemmel |
|
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Frontiers in Neuroscience, Sec. Neuromorphic Engineering, Volume 18 - 2024
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pdf (2.9 MB)
Frontiers in Neuroscience
|
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Runtime-dynamic reconfiguration for a time-continuous neuromorphic system |
|
|
Tim Auberer |
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Bachelorarbeit
pdf (1.9 MB)
|
|
Neuromorphe Computer – Das Gerhirn im Labor nachgebaut |
|
|
Yannik Stradmann |
|
|
pdf (14.2 MB)
|
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An Introduction to BrainScaleS-2 |
|
|
Yannik Stradmann |
|
|
pdf (34.2 MB)
|
|
An Introduction to BrainScaleS-2 |
|
|
Yannik Stradmann |
|
|
pdf (34.2 MB)
Hands-on BrainScaleS tutorial at the European Institute for Neuromorphic Computing (26.11.2024)
|
|
Characterization of low-power I/O cell input
circuits for chip-to-chip interconnects |
|
|
Michael Paping |
|
|
Bachelorarbeit
pdf (7.9 MB)
|
| 2023 |
|
Calibration and Measurement of an I/O Cell Output Driver |
|
|
Michael Paping |
|
Simulation-based inference for model parameterization on analog neuromorphic hardware |
|
|
Jakob Kaiser, Raphael Stock, Eric Müller, Johannes Schemmel, Sebastian Schmitt |
|
|
Jakob Kaiser et al 2023 Neuromorph. Comput. Eng. 3 044006
|
|
Efficient Software for Event-based Optimization on Neuromorphic Hardware |
|
|
Moritz Althaus |
|
|
Masterarbeit
|
|
From clean room to machine room: commissioning of the first-generation BrainScaleS wafer-scale neuromorphic system |
|
|
Hartmut Schmidt and José Montes and Andreas Grübl and Maurice Güttler and Dan Husmann and Joscha Ilmberger and Jakob Kaiser and Christian Mauch and Eric Müller and Lars Sterzenbach and Johannes Schemmel and Sebastian Schmitt |
|
|
Neuromorphic Computing and Engineering 3 (2023) 034013
|
|
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pdf (6.3 MB)
URL
|
|
Gradient-based methods for spiking physical systems |
|
|
Julian Göltz, Sebastian Billaudelle, Laura Kriener, Luca Blessing, Christian Pehle, Eric Müller, Johannes Schemmel, Mihai A. Petrovici |
|
|
pdf (567.8 kB)
|
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Multi-Single-Chip Training of Spiking Neural Networks with BrainScaleS-2 |
|
|
Jan Valentin Straub |
|
|
Bachelorarbeit
pdf (6.5 MB)
|
|
Autocorrelations from emergent bistability in homeostatic spiking neural networks on neuromorphic hardware |
|
|
Benjamin Cramer, Markus Kreft, Sebastian Billaudelle, Vitali Karasenko, Aron Leibfried, Eric Müller, Philipp Spilger, Johannes Weis, Johannes Schemmel, Miguel A. Muñoz, Viola Priesemann, Johannes Zierenberg |
|
|
URL
pdf (2.2 MB)
|
|
A flexible column parallel successive-approximation ADC for hybrid neuromorphic computing |
|
|
Philipp Dauer, Milena Czierlinski, Sebastian Billaudelle, Andreas Grübl and Johannes Schemmel |
|
|
pdf (438.7 kB)
IEEE paper
|
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Gradient Estimation With Sparse Observations for Analog Neuromorphic Hardware |
|
|
Luca Blessing |
|
|
Masterarbeit
pdf (9.8 MB)
|
|
Biomorphic control for high-speed robotic applications |
|
|
Yannik Stradmann, Johannes Schemmel |
|
|
pdf (510.9 kB)
Proceedings of the 7th HBP Student Conference on Interdisciplinary Brain Research (16 MB)
Frontiers Book
|
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Spiking Neural Network Nonlinear Demapping on Neuromorphic Hardware for IM/DD Optical Communication |
|
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Arnold, Elias and Böcherer, Georg and Strasser, Florian and Müller, Eric and Spilger, Philipp and Billaudelle, Sebastian and Weis, Johannes and Schemmel, Johannes and Calabrò, Stefano and Kuschnerov, Maxim |
|
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https://ieeexplore.ieee.org/document/10059327
|
|
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pdf (1.5 MB)
|
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An Introduction to BrainScaleS-2 |
|
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Joscha Ilmberger, Yannik Stradmann |
|
|
pdf (12.1 MB)
|
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Biomorphic Control with BrainScaleS-2 |
|
|
Yannik Stradmann, Johannes Schemmel |
|
|
pdf (19.4 MB)
|
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Interconnect technologies for very large spiking neural networks |
|
|
Tobias Thommes |
|
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Dissertation
|
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Parameterized circuits for accelerated design and simulation |
|
|
Kaspar Frieder Haas |
|
|
Bachelorarbeit
pdf (3.6 MB)
|
|
hxtorch.snn: Machine-learning-inspired Spiking Neural Network Modeling on BrainScaleS-2 |
|
|
Philipp Spilger, Elias Arnold, Luca Blessing, Christian Mauch, Christian Pehle, Eric Müller, Johannes Schemmel |
|
|
pdf (704.6 kB)
|
|
Biomorphic Control for High-Speed Robotic Applications |
|
|
Yannik Stradmann, Johannes Schemmel |
|
|
7th HBP Student Conference on Interdisciplinary Brain Research
|
|
Biomorphic Control for High-Speed Robotic Applications |
|
|
Yannik Stradmann |
|
|
7th HBP Student Conference on Interdisciplinary Brain Research
|
|
Leveraging PyTorch on BrainScaleS-2: Training a Real-World Application |
|
|
Elias Arnold, Philipp Spilger, Eric Müller, Georg Böcherer, Maxim Kuschnerov, Johannes Schemmel |
|
|
pdf (6.9 MB)
|
|
The implementation of a dual-mode DAC for an SAR ADC |
|
|
Milena Czierlinski |
|
|
Masterarbeit
pdf (4.9 MB)
|
| 2022 |
|
From transistors to learning systems: circuits and algorithms for brain-inspired computing |
|
|
Sebastian Billaudelle |
|
|
Dissertation
|
|
Neuromorphic quantum computing |
|
|
Christian Pehle and Christof Wetterich |
|
|
Physical Review E, Vol. 106, No. 4
|
|
|
pdf (928.3 kB)
Prepring on arXiv
|
|
Neuromorphic quantum computing |
|
|
Christian Pehle and Christof Wetterich |
|
|
pdf (765.2 kB)
|
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Analog-to-digital conversion for mixed-signal computing: Components for a successive-approximation ADC |
|
|
Philipp Dauer |
|
|
Masterarbeit
pdf (6.8 MB)
|
|
Hardware Design and Reference Current Generation for
Neuromorphic Multi-Chip Systems |
|
|
Maximilian Stucke |
|
|
Bachelorarbeit
pdf (2.4 MB)
|
|
Spiking Neural Network Equalization for IM/DD Optical Communication |
|
|
Elias Arnold, Georg Böcherer, Eric Müller, Philipp Spilger, Johannes Schemmel, Stefano Calabrò, Maxim Kuschnerov |
|
Spiking Neural Network Equalization on Neuromorphic Hardware for IM/DD Optical Communication |
|
|
Elias Arnold and Georg Böcherer and Eric Müller and Philipp Spilger and Johannes Schemmel and Stefano Calabrò and Maxim Kuschnerov |
|
Gradient Computation With Sparse Observations for Analog Neuromorphic Hardware |
|
|
Luca Blessing, Elias Arnold, Eric Müller, Johannes Schemmel, Christian Pehle |
|
|
pdf (6.6 MB)
|
|
Demonstrating a Fully Automated Software Framework for PyTorch-based Training on BrainScaleS-2 Using a High-speed Data Communication Example |
|
|
Elias Arnold, Philipp Spilger, Christian Mauch, Luca Blessing, Eric Müller, Johannes Schemmel |
|
|
pdf (2.1 MB)
|
|
Die Fliege im Honigtopf – BrainScaleS-2 aus Heidelberg |
|
|
Yannik Stradmann |
|
|
pdf (13.7 MB)
|
|
Spiking Neural Network Equalization on Neuromorphic Hardware for IM/DD Optical Communication |
|
|
Elias Arnold, Georg Böcherer, Eric Müller, Philipp Spilger, Johannes Schemmel, Stefano Calabrò, Maxim Kuschnerov |
|
Towards Multi-Compartment Experiments on BrainScaleS-2 |
|
|
Raphael Stock |
|
|
Masterarbeit
pdf (6.4 MB)
|
|
Demonstrating BrainScaleS-2 Inter-Chip Pulse Communication using EXTOLL |
|
|
Thommes T, Bordukat S, Grübl A, Karasenko V, Müller E, Schemmel, J |
|
|
NICE (2022) 98--100
|
|
Spiking Neural Network Equalization for IM/DD Optical Communication |
|
|
Arnold E, Böcherer G, Müller E, Spilger P, Schemmel J, Calabrò S, Kuschnerov M |
|
|
SPPCom (2022)
|
|
Emulating Dendritic Computing Paradigms on Analog Neuromorphic Hardware |
|
|
Jakob Kaiser, Sebastian Billaudelle, Eric Müller, Christian Tetzlaff, Johannes Schemmel, Sebastian Schmitt |
|
|
Neuroscience 489 (2022) 290-300
|
|
The BrainScaleS-2 Accelerated Neuromorphic System With Hybrid Plasticity |
|
|
Pehle C, Billaudelle S, Cramer B, Kaiser J, Schreiber K, Stradmann Y, Weis J, Leibfried A, Müller E and Schemmel J |
|
|
Front. Neurosci. 16 (2022) 795876
|
|
|
pdf (3.4 MB)
|
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A Scalable Approach to Modeling on Accelerated Neuromorphic Hardware |
|
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Müller E, Arnold E, Breitwieser O, Czierlinski M, Emmel A, Kaiser J, Mauch C, Schmitt S, Spilger P, Stock R, Stradmann Y, Weis J, Baumbach A, Billaudelle S, Cramer B, Ebert F, Göltz J, Ilmberger J, Karasenko V, Kleider M, Leibfried A, Pehle C and Schemmel J |
|
|
Front. Neurosci. 16 (2022) 884128
|
|
|
pdf (1.6 MB)
|
|
Quantum many-body states: A novel neuromorphic application |
|
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Andreas Baumbach , Robert Klassert , Stefanie Czischek , Martin Gärttner , Mihai A. Petrovici |
|
|
NICE 2022: Neuro-Inspired Computational Elements Conference
|
|
|
pdf (2.1 MB)
|
|
Surrogate gradients for analog neuromorphic computing |
|
|
Benjamin Cramer and Sebastian Billaudelle and Simeon Kanya and Aron Leibfried and Grübl, Andreas and Vitali Karasenko and Christian Pehle and Korbinian Schreiber and Yannik Stradmann and Johannes Weis and Johannes Schemmel and Friedemann Zenke |
|
|
Proceedings of the National Academy of Sciences 119 (2022)
|
|
|
pdf (2.5 MB)
https://www.pnas.org/content/119/4/e2109194119.full
cramere2022surrogate
|
|
The Operating System of the Neuromorphic BrainScaleS-1 System |
|
|
Eric Müller, Sebastian Schmitt, Christian Mauch, Sebastian Billaudelle, Andreas Grübl, Maurice Güttler, Dan Husmann, Joscha Ilmberger, Sebastian Jeltsch, Jakob Kaiser, Johann Klähn, Mitja Kleider, Christoph Koke, José Montes, Paul Müller, Johannes Partzsch, Felix Passenberg, Hartmut Schmidt, Bernhard Vogginger, Jonas Weidner, Christian Mayr, Johannes Schemmel |
|
|
Neurocomputing (2022)
|
|
|
pdf (6.3 MB)
arXiv pre-print
|
| 2021 |
|
Real-time Image Classification on Analog Neuromorphic Hardware |
|
|
Falk Leonard Ebert |
|
|
Bachelorarbeit
pdf (3.9 MB)
|
|
Learning by Tooling: Novel Neuromorphic Learning Strategies in Reproducible Software Environments |
|
|
Oliver Julien Breitwieser |
|
|
Dissertation
HeiDOK
|
|
Fast and energy-efficient neuromorphic deep learning with first-spike times |
|
|
J. Göltz, L. Kriener, A. Baumbach, S. Billaudelle, O. Breitwieser, B. Cramer, D. Dold, A. F. Kungl, W. Senn, J. Schemmel, K. Meier, M. A. Petrovici |
|
|
Nature Machine Intelligence volume 3 (2021) 823–835
|
|
|
arXiv
nature.com
|
|
On-chip calibration and closed-loop experiments on analog neuromorphic hardware |
|
|
Aron Leibfried |
|
|
Masterarbeit
pdf (4.9 MB)
|
|
Biologically Inspired Learning in Recurrent Spiking Neural Networks on Neuromorphic Hardware |
|
|
Elias Arnold |
|
|
Masterarbeit
pdf (10.4 MB)
|
|
Calibration of the PowerIt |
|
|
Jakob Sawatzki |
|
Input-Induced Dynamical States in Homeostatically Regulated Neuromorphic Recurrent Neural Networks |
|
|
Markus Kreft |
|
|
Masterarbeit
pdf (9 MB)
|
|
Learning Bayes-optimal dendritic opinion pooling |
|
|
Jakob Jordan, João Sacramento, Willem A.M. Wybo, Mihai A. Petrovici*, Walter Senn* |
|
|
arXiv:2104.13238
|
|
|
pdf (2.1 MB)
arXiv link
|
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From Neural Network Descriptions to Neuromorphic Hardware — A Signal-Flow Graph Compiler Approach |
|
|
Philipp Spilger |
|
|
Masterarbeit
pdf (4.5 MB)
|
|
Demonstrating Analog Inference on the BrainScaleS-2 Mobile System |
|
|
Yannik Stradmann, Sebastian Billaudelle, Oliver Breitwieser, Falk Leonard Ebert, Arne Emmel, Dan Husmann, Joscha Ilmberger, Eric Müller, Philipp Spilger, Johannes Weis, Johannes Schemmel |
|
|
arXiv:2103.15960
|
|
|
pdf (6.6 MB)
arXiv preprint (2103.15960)
|
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Robustness through Plasticity: A Homeostatic Mechanism for Spiking Sampling Networks |
|
|
Timo Gierlich |
|
|
Masterarbeit
|
|
Accelerated neuromorphic cybernetics |
|
|
Korbinian Schreiber |
|
|
Dissertation
accelerated_neuromorphic_cybernetics.pdf
|
|
Visualizing a joint future of neuroscience and neuromorphic engineering |
|
|
Friedemann Zenke and Sander M. Bohté and Claudia Clopath and Iulia M. Comşa and Julian Göltz and Wolfgang Maass and Timothée Masquelier and Richard Naud and Emre O. Neftci and Mihai A. Petrovici and Franz Scherr and Dan F.M. Goodman |
|
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Neuron 109 (2021) 571-575
|
|
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ZENKE2021571
|
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The Yin-Yang dataset |
|
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Laura Kriener and Julian Göltz and Mihai A. Petrovici |
|
|
arXiv:2102.08211
|
|
|
https://arxiv.org/abs/2102.08211
|
|
Fundamentals of Neural Networks |
|
|
Yannik Stradmann |
|
|
pdf (2.5 MB)
|
|
Event-based backpropagation can compute exact gradients for spiking neural networks |
|
|
Timo C. Wunderlich and Christian Pehle |
|
Migration and Enhancement of the Advanced
Lab Course on Neuromorphic Computing |
|
|
Alexander Nock |
|
|
Bachelorarbeit
pdf (20.9 MB)
|
|
Adjoint equations of spiking neural networks |
|
|
Christian Pehle |
|
|
Dissertation
pdf (14.1 MB)
|
|
Event-based backpropagation can compute exact gradients for spiking neural networks |
|
|
Wunderlich, Timo C. and Pehle, Christian |
|
|
pdf (46.3 MB)
|
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Towards Addressing Noise and Static Variations of Analog Computations using Efficient Retraining |
|
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Bernhard Klein, Lisa Kuhn, Johannes Weis, Arne Emmel, Yannik Stradmann, Johannes Schemmel, Holger Fröning |
|
|
pdf (1.2 MB)
|
|
Operating Accelerated Neuromorphic Hardware - A Scalable and Sustainable Approach |
|
|
Christian Paul Mauch |
|
|
Dissertation
|
|
A homeostatic mechanism for plasticity in heterogeneous spiking networks |
|
|
Timo Gierlich, Andreas Baumbach, Akos F. Kungl, Mihai A. Petrovici |
|
From microscopic dynamics to ensemble behavior in spiking neural networks |
|
|
Andreas Baumbach |
|
|
Dissertation
|
|
Predictive olfactory learning in Drosophila |
|
|
Chang Zhao, Yves F. Widmer, Soeren Diegelmann, Mihai A. Petrovici, Simon G. Sprecher, Walter Senn |
|
|
Scientific Reports volume 11, Article number: 6795 (2021)
|
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Scientific Reports
bioRxiv
|
| 2020 |
|
Harnessing function from form: towards bio-inspired artificial intelligence in neuronal substrates
|
|
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Dold, Dominik |
|
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Dissertation
pdf (24.3 MB)
UB-Entry
|
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Adapting the Cortical Microcircuit Model for the BrainScaleS-1 Hardware |
|
|
Moritz Hornung |
|
|
Bachelorarbeit
pdf (3.8 MB)
|
|
Natural gradient learning for spiking neurons |
|
|
Elena Kreutzer, Walter Senn*, Mihai A. Petrovici* |
|
|
arXiv:2011.11710
|
|
|
pdf (2.8 MB)
arXiv link
|
|
Inference with Convolutional Neural Networks
on Analog Neuromorphic Hardware |
|
|
Arne Emmel |
|
|
Masterarbeit
pdf (4.2 MB)
|
|
PyNN for BrainScaleS-2 |
|
|
Milena Czierlinski |
|
|
Bachelorarbeit
pdf (4.2 MB)
|
|
Self-sustained probabilistic computing on spike-based neuromorphic systems |
|
|
Akos F. Kungl, Dominik Dold, Andreas Baumbach, Oliver Breitwieser, Ilja Bytschok, Andreas Grübl, Nico Gürtler, Maurice Güttler, Andreas Hartel, Dan Husmann, Kai Husmann, Vitali Karasenko, Johann Klähn, Mitja Kleider, Christoph Koke, Alexander Kugele, Luziwei Leng, Christian Mauch, Eric Müller, Paul Müller, Sebastian Schmitt, Karlheinz Meier, Johannes Schemmel, Walter Senn and Mihai A. Petrovici |
|
|
Bernstein Conference - Online only, 2020
|
|
|
Poster walkthrough video
pdf (8.8 MB)
Bernstein Abstracts official site
|
|
Inference with Artificial Neural Networks on Neuromorphic Hardware |
|
|
Johannes Weis |
|
|
Masterarbeit
pdf (4.6 MB)
|
|
Implementation of Large Scale Neural Networks on the Neuromorphic BrainScaleS-1 System |
|
|
Jakob Kaiser |
|
|
Masterarbeit
pdf (5.4 MB)
|
|
Characterization of silicon neurons on HICANN-X v2 |
|
|
Philipp Dauer |
|
|
Bachelorarbeit
pdf (9.5 MB)
|
|
Deep Learning on Analog Neuromorphic Hardware |
|
|
Simeon Kanya |
|
|
Masterarbeit
pdf (5.6 MB)
|
|
Robust learning algorithms for spiking and rate-based neural networks |
|
|
Akos F. Kungl |
|
|
Dissertation
Uni HD Archiv
|
|
hxtorch: PyTorch for BrainScaleS-2 -- Perceptrons on Analog Neuromorphic Hardware |
|
|
Philipp Spilger, Eric Müller, Arne Emmel, Aron Leibfried, Christian Mauch, Christian Pehle, Johannes Weis, Oliver Breitwieser, Sebastian Billaudelle, Sebastian Schmitt, Timo C. Wunderlich, Yannik Stradmann, Johannes Schemmel |
|
|
https://arxiv.org/abs/2006.13138
|
|
|
arXiv pre-print
|
|
Spiking neuromorphic chip learns entangled quantum states |
|
|
Stefanie Czischek, Andreas Baumbach, Sebastian Billaudelle, Benjamin Cramer, Lukas Kades, Jan M. Pawlowski, Markus K. Oberthaler, Johannes Schemmel, Mihai A. Petrovici, Thomas Gasenzer, Martin Gärttner |
|
|
SciPost Phys. 12, 039 (2022)
|
|
Evolving to learn: discovering interpretable plasticity rules for spiking networks |
|
|
Jakob Jordan*, Maximilian Schmidt*, Walter Senn, Mihai A. Petrovici |
|
|
arXiv:2005.14149
|
|
|
arXiv preprint
|
|
Accelerated Analog Neuromorphic Computing |
|
|
Johannes Schemmel, Sebastian Billaudelle, Philipp Dauer, Johannes Weis |
|
|
https://arxiv.org/abs/2003.11996
|
|
Verification and Design Methods for the BrainScaleS Neuromorphic Hardware System |
|
|
Andreas Grübl, Sebastian Billaudelle, Benjamin Cramer, Vitali Karasenko, Johannes Schemmel |
|
|
pdf (1.6 MB)
Full-Text PDF
|
|
Extending BrainScaleS OS for BrainScaleS-2 |
|
|
Eric Müller, Christian Mauch, Philipp Spilger, Oliver Julien Breitwieser, Johann Klähn, David Stöckel, Timo C. Wunderlich, Johannes Schemmel |
|
|
https://arxiv.org/abs/2003.13750
|
|
|
arXiv pre-print
pdf (5.2 MB)
|
|
Structural plasticity on spiking neuromorphic hardware |
|
|
Sebastian Billaudelle, Benjamin Cramer, Mihai A. Petrovici, Johannes Schemmel |
|
|
Neuro-Inspired Computational Elements Workshop (NICE) 2020
|
|
BrainScaleS — Accelerated Analog Neuromorphic Hardware |
|
|
Eric Müller |
|
Accelerated Analog Neuromorphic Hardware |
|
|
Eric Müller |
|
Deep Learning with Analog Neuromorphic Hardware |
|
|
Yannik Stradmann |
|
|
3rd Workshop on Embedded Machine Learning - WEML2019/20
pdf (3.3 MB)
|
|
Conductance-based dendrites perform reliability-weighted opinion pooling |
|
|
Jakob Jordan, Mihai A. Petrovici, Walter Senn, João Sacramento |
|
|
NAISYS 2020, NICE 2020
|
|
|
pdf (734.7 kB)
|
|
Natural gradient learning for spiking neurons |
|
|
E. Kreutzer, M. A. Petrovici, W. Senn |
|
|
COSYNE 2020, NICE 2020
|
|
|
NICE
pdf (2 MB)
|
|
Deep reinforcement learning for time-continuous substrates |
|
|
Akos F. Kungl, Dominik Dold, Oskar Riedler, Mihai A. Petrovici, Walter Senn |
|
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Neuro-Inspired Computational Elements Workshop (NICE), 2020 Heidelberg, Germany
|
|
|
pdf (669.1 kB)
|
|
Closed-loop experiments on the BrainScaleS-2 architecture |
|
|
K. Schreiber, T. C. Wunderlich, C. Pehle, M. A. Petrovici, J. Schemmel, K. Meier |
|
|
Neuro-Inspired Computational Elements Workshop (NICE), 2020 Heidelberg, Germany
|
|
|
pdf (879.7 kB)
|
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Fast and deep neuromorphic learning with first-spike coding |
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J. Göltz, A. Baumbach, S. Billaudelle, O. Breitwieser, L. Kriener, A. F. Kungl, K. Meier, J. Schemmel, M. A. Petrovici |
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NICE 2020, NAISYS 2020, COSYNE 2020
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ttfs_2020_NICE_full (4.8 MB)
NICE
|
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Towards Structured Data Exchange in Distributed Neuromorphic Systems |
|
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Mathis Kunold |
|
|
Bachelorarbeit
pdf (733.1 kB)
|
|
Von Neumann bottlenecks in non-von Neumann computing architectures |
|
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Vitali Karasenko |
|
|
Dissertation
HeiDok PDF
|
|
Control of criticality and computation in spiking neuromorphic networks with plasticity |
|
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Benjamin Cramer, David Stöckel, Markus Kreft, Michael Wibral, Johannes Schemmel, Karlheinz Meier, Viola Priesemann |
|
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Nature Communications 11 (2020) 1-11
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pdf (1 MB)
|
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The Heidelberg spiking datasets for the systematic evaluation of spiking neural networks |
|
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Benjamin Cramer, Yannik Stradmann, Johannes Schemmel, Friedemann Zenke |
|
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IEEE Transactions on Neural Networks and Learning Systems (2020)
|
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pdf (2.8 MB)
|
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Inference with Artificial Neural Networks on Analog Neuromorphic Hardware |
|
|
Johannes Weis, Philipp Spilger, Sebastian Billaudelle, Yannik Stradmann, Arne Emmel, Eric Müller, Oliver Breitwieser, Andreas Grübl, Joscha Ilmberger, Vitali Karasenko, Mitja Kleider, Christian Mauch, Korbinian Schreiber, Johannes Schemmel |
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Communications in Computer and Information Science, vol 1325 (2020), pp 201-212
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arXiv
Springer Link
|
|
Reconstruction of Synaptic Weight on the
Neuromorphic BrainscaleS-1 System
|
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|
Malte Wehrheim |
|
|
Bachelorarbeit
pdf (3 MB)
|
| 2019 |
|
Neuromorphic Hardware Learns to Learn |
|
|
Bohnstingl T, Scherr F, Pehle C, Meier K and Maass W |
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An energy-based model of folded autoencoders for unsupervised learning in cortical hierarchies |
|
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Dominik Dold, João Sacramento, Akos F. Kungl, Walter Senn and Mihai A. Petrovici |
|
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Bernstein Conference - Berlin, 2019
|
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Abstract on the conference page
pdf (1.2 MB)
|
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Short-Term Plasticity on the BrainScaleS Neuromorphic System |
|
|
Raphael C. Engelhardt |
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Masterarbeit
|
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Verification and Commissioning of Mixed-Signal Neuromorphic Substrates |
|
|
Yannik Stradmann |
|
|
Masterarbeit
pdf (4.5 MB)
|
|
Solving machine learning problems with biological principles |
|
|
Luziwei Leng |
|
|
Dissertation
|
|
Optimizing Cooling Performance and Efficiency of the BrainScaleS System |
|
|
Nico Schwersenz |
|
|
Bachelorarbeit
pdf (12.8 MB)
|
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Experiment Visualization and Simulations towards a Cortical Microcircuit on the BrainScaleS Neuromorphic Hardware |
|
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Jonas Weidner |
|
|
Bachelorarbeit
pdf (7.7 MB)
|
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Brain-Inspired Hardware for Artificial Intelligence: Accelerated Learning in a Physical-Model Spiking Neural Network |
|
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Timo C. Wunderlich, Akos F. Kungl, Eric Müller, Johannes Schemmel, Mihai Petrovici |
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Artificial Neural Networks and Machine Learning – ICANN 2019: Theoretical Neural Computation (2019)
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arXiV
Poster (5.1 MB)
Springer Link
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Deep reinforcement learning in a time-continuous model |
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Akos F. Kungl, Dominik Dold, Oskar Riedler, Mihai A. Petrovici, Walter Senn |
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Bernstein Conference - Berlin, 2019
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Poster (3.5 MB)
Abstract (209.8 kB)
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Improving the BrainScaleS-1 place and route software towards real world waferscale experiments |
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Felix Constantin Passenberg |
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Masterarbeit
pdf (9.1 MB)
|
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Implementing spike-based tempering on the BrainScaleS-1 mixed-signal neuromorphic system |
|
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Madison Cotteret |
|
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Masterarbeit
pdf (8.3 MB)
|
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Development of a Communication Framework for the ANANAS System |
|
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Daniel Barley |
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Bachelorarbeit
|
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Training Deep Networks with Time-to-First-Spike Coding on the BrainScaleS Wafer-Scale System |
|
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Julian Göltz |
|
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Masterarbeit
pdf (38.2 MB)
|
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Characterizing the Event Interface of the
HICANN-X |
|
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Marco Rettig |
|
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Bachelorarbeit
pdf (4.2 MB)
|
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Accelerated physical emulation of Bayesian inference in spiking neural networks |
|
|
Akos F. Kungl, Sebastian Schmitt, Johann Klähn, Paul Müller, Andreas Baumbach, Dominik Dold, Alexander Kugele, Nico Gürtler, Luziwei Leng, Eric Müller, Christoph Koke, Mitja Kleider, Christian Mauch, Oliver Breitwieser, Maurice Güttler, Dan Husmann, Kai Husmann, Joscha Ilmberger, Andreas Hartel, Vitali Karasenko, Andreas Grübl, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici |
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Frontiers in Neuroscience 13 (2019) 1201
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pdf (13.7 MB)
Journal Publication
arXiv
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Biological solutions to the mixing problem (2019 IRCN best poster award) |
|
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Luziwei Leng, Agnes Korcsák-Gorzó, Oliver Breitwieser, Roman Martel, Ilja Bytschok, Walter Senn, Johannes Bill, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici |
|
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2019 IRCN poster
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Structural Plasticity for Feature Selection in Auditory Stimuli on Neuromorphic Hardware |
|
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Markus Kreft |
|
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Bachelorarbeit
pdf (3.9 MB)
|
|
Recent achievements on the BrainScales-2 platform |
|
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Yannik Stradmann |
|
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pdf (8.7 MB)
|
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Experiments on Next-generation BrainScaleS |
|
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Eric Müller |
|
Gehirnähnliche Computer - Computers like Brains |
|
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Andreas Baumbach |
|
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TNG OpenTechDay, 26.07.19
|
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Magnetic phenomena in ensembles of spiking neurons
|
|
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Andreas Baumbach, Johannes Schemmel, Mihai Petrovici |
|
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Bernstein Conference - Berlin, 2019
|
|
|
pdf (2.5 MB)
Bernstein Abstract
|
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Demonstrating Advantages of Neuromorphic Computation |
|
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Timo Wunderlich |
|
|
Masterarbeit
pdf (4.4 MB)
|
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Versatile emulation of spiking neural networks on an accelerated neuromorphic substrate |
|
|
Sebastian Billaudelle*, Yannik Stradmann*, Korbinian Schreiber*, Benjamin Cramer*, Andreas Baumbach*, Dominik Dold*, Julian Göltz*, Akos F. Kungl*, Timo C. Wunderlich*, Andreas Hartel, Eric Müller, Oliver Breitwieser, Christian Mauch, Mitja Kleider, Andreas Grübl, David Stöckel, Christian Pehle, Arthur Heimbrecht, Philipp Spilger, Gerd Kiene, Vitali Karasenko, Walter Senn, Mihai A. Petrovici^, Johannes Schemmel^, Karlheinz Meier^ |
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2020 IEEE International Symposium on Circuits and Systems (ISCAS) (pp. 1-5). IEEE
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IEEE
pdf (919.3 kB)
ArXiv
|
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Structural plasticity on an accelerated analog neuromorphic hardware system
|
|
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Sebastian Billaudelle* and Benjamin Cramer* and Mihai A. Petrovici and Korbinian Schreiber and David Kappel and Johannes Schemmel^ and Karlheinz Meier^ |
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Neural Networks (2021) 11-20
|
|
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pdf (2 MB)
Neural Networks
ArXiv
|
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Fast and deep neuromorphic learning with time-to-first-spike coding
|
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Julian Göltz, Andreas Baumbach, Sebastian Billaudelle, Oliver Breitwieser, Dominik Dold, Laura Kriener, Akos Ferenc Kungl, Walter Senn, Johannes Schemmel, Karlheinz Meier, Mihai Alexandru Petrovici |
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arXiv preprint arXiv:1912.11443
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|
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pdf (5.8 MB)
ArXiv
|
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Towards Balanced Random Networks on the BrainScaleS I System |
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Schwarzenböck, Quirinus |
|
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Bachelorarbeit
pdf (922.4 kB)
|
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Lagrangian dynamics of dendritic microcircuits enables real-time backpropagation of errors |
|
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Dominik Dold, Akos F. Kungl, João Sacramento, Mihai A. Petrovici, Kaspar Schindler, Jonathan Binas, Yoshua Bengio, Walter Senn |
|
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Cosyne abstracts 2019, Lisbon, Portugal
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Cosyne 2019
pdf (390.3 kB)
|
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Error-driven learning supports Bayes-optimal multisensory integration via conductance-based dendrites |
|
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Jakob Jordan, João Sacramento, Mihai A Petrovici, Walter Senn |
|
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Cosyne abstracts 2019, Lisbon, Portugal
|
|
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Cosyne 2019
pdf (330.6 kB)
|
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Verification of a Parameterizable
JTAG Driver Module |
|
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Marco Rettig |
|
|
pdf (1.3 MB)
|
|
Demonstrating Advantages of Neuromorphic Computation: A Pilot Study |
|
|
Timo Wunderlich, Akos F. Kungl, Eric Müller, Andreas Hartel, Yannik Stradmann, Syed Ahmed Aamir, Andreas Grübl, Arthur Heimbrecht, Korbinian Schreiber, David Stöckel, Christian Pehle, Sebastian Billaudelle, Gerd Kiene, Christian Mauch, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici |
|
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Frontiers in Neuroscience
|
|
|
Frontiers
pdf (3.6 MB)
|
|
Stochasticity from function - why the Bayesian brain may need no noise |
|
|
Dominik Dold*, Ilja Bytschok*, Akos F. Kungl, Andreas Baumbach, Oliver Breitwieser, Walter Senn, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici* |
|
|
Neural Networks 119 (2019)
|
|
|
Neural Networks
arXiv
pdf (8.8 MB)
|
|
Deterministic networks for probabilistic computing |
|
|
Jakob Jordan, Mihai A. Petrovici, Oliver Breitwieser, Johannes Schemmel, Karlheinz Meier, Markus Diesmann, Tom Tetzlaff |
|
|
Scientific Reports 9, 18303 (2019)
|
|
|
Scientific Reports
arXiv link
|
|
Design and Implementation of a Transport
Layer for the Extoll Network Interface in the
BrainScaleS Neuromorphic Computing
Platform |
|
|
Niels Buwen |
|
|
Masterarbeit
|
| 2018 |
|
On-chip calibration of analog neuromorphic circuits |
|
|
Aron Leibfried |
|
|
Bachelorarbeit
pdf (1.7 MB)
|
|
Visualization of Mapping and Routing of the BrainScaleS System |
|
|
Richard Boell |
|
|
Bachelorarbeit
pdf (37.1 MB)
|
|
Visualizing the HICANN Wafer |
|
|
Richard Boell |
|
|
pdf (4.9 MB)
|
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Solving Map Coloring Problems on Analog Neuromorphic Hardware |
|
|
Jörg Steidel |
|
|
Bachelorarbeit
pdf (1.5 MB)
|
|
Spiking neurons with short-term synaptic plasticity form superior generative networks |
|
|
Luziwei Leng*, Roman Martel, Oliver Breitwieser, Ilja Bytschok, Walter Senn, Johannes Schemmel, Karlheinz Meier & Mihai A. Petrovici* |
|
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Scientific Reports 8, 10651 (2018)
|
|
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Scientific Reports
arXiv link
|
|
Firmware Upgrade des PowerIt |
|
|
Patrick Nisble |
|
|
pdf (3 MB)
|
|
Characterization of a PLL circuit used on a 65 nm analog Neuromorphic Hardware System |
|
|
Aron Leibfried |
|
|
pdf (1.5 MB)
|
|
Mixed-Signal Circuit Implementation of Spiking Neuron Models |
|
|
Syed Ahmed Aamir |
|
|
Dissertation
KITopen link
|
|
Spatio-Temporal Predictions with Spiking Neural Networks |
|
|
Maximilian Zenk |
|
|
Masterarbeit
|
|
A Markovian Model of LIF Networks |
|
|
Nico Gürtler |
|
|
Masterarbeit
|
|
An Accelerated LIF Neuronal Network Array for a Large Scale Mixed-Signal Neuromorphic Architecture |
|
|
Syed Ahmed Aamir*, Yannik Stradmann*, Paul Müller, Christian Pehle, Andreas Hartel, Andreas Grübl, Johannes Schemmel and Karlheinz Meier |
|
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IEEE Transactions on Circuits and Systems I: Regular Papers
|
|
|
arXiv pre-print
pdf
|
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A Mixed-Signal Structured AdEx Neuron for Accelerated Neuromorphic Cores |
|
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Syed Ahmed Aamir, Paul Müller, Gerd Kiene, Laura Kriener, Yannik Stradmann, Andreas Grübl, Johannes Schemmel and Karlheinz Meier |
|
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IEEE Transactions on Biomedical Circuits and Systems
|
|
|
arXiv pre-print
pdf
|
|
Code Generation in Computational Neuroscience: A Review of Tools and Techniques |
|
|
Inga Blundell and Romain Brette and Thomas A. Cleland and Thomas G. Close and Daniel Coca and Andrew P. Davison and Sandra Diaz-Pier and Carlos Fernandez Musoles and Padraig Gleeson and Dan F. M. Goodman and Michael Hines and Michael W. Hopkins and Pramod Kumbhar and David R. Lester and Bóris Marin and Abigail Morrison and Eric Müller and Thomas Nowotny and Alexander Peyser and Dimitri Plotnikov and Paul Richmond and Andrew Rowley and Bernhard Rumpe and Marcel Stimberg and Alan B. Stokes and Adam Tomkins and Guido Trensch and Marmaduke Woodman and Jochen Martin Eppler |
|
Design and Implementation of an EXTOLL Network-Interface for the Communication FPGA in the BrainScaleS Neuromorphic Computing System |
|
|
Tobias Thommes |
|
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Masterarbeit
pdf (50.2 MB)
|
|
Large-Scale Neuromorphic Spiking Array Processors: A Quest to Mimic the Brain |
|
|
Thakur, Chetan Singh and Molin, Jamal Lottier and Cauwenberghs, Gert and Indiveri, Giacomo and Kumar, Kundan and Qiao, Ning and Schemmel, Johannes and Wang, Runchun and Chicca, Elisabetta and Olson Hasler, Jennifer and Seo, Jae-sun and Yu, Shimeng and Cao, Yu and van Schaik, André and Etienne-Cummings, Ralph |
|
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Frontiers in Neuroscience 12 (2018) 891
|
|
|
arXiv
Journal Publication
pdf (8.3 MB)
|
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How to use the embedded processor on BrainScaleS-2 — Structural plasticity, virtual environments, … |
|
|
Eric Müller |
|
Experiments on Second-Generation BrainScaleS Prototypes |
|
|
Eric Müller |
|
Dynamics of Large-scale Spiking Neural Networks |
|
|
Eric Müller |
|
Neuromorphic Computing & Synergies with HPC |
|
|
Eric Müller |
|
Training and deployment of hierarchical inference networks on a physical neuromorphic substrate |
|
|
Akos F. Kungl, Sebastian Schmitt, Johann Klähn, Paul Müller, Andreas Baumbach, Dominik Dold, Alexander Kugele, Nico Gürtler, Luziwei Leng, Eric Müller, Christoph Koke, Mitja Kleider, Christian Mauch, Oliver Breitwieser, Maurice Güttler, Dan Husmann, Kai Husmann, Joscha Ilmberger, Andreas Hartel, Vitali Karasenko, Andreas Grübl, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici |
|
|
Bernstein Conference - 2018 Berlin
|
|
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Abstract
pdf (7.3 MB)
|
|
Generative models on accelerated neuromorphic hardware |
|
|
Akos F. Kungl, Sebastian Schmitt, Johann Klähn, Paul Müller, Andreas Baumbach, Dominik Dold, Alexander Kugele, Nico Gürtler, Luziwei Leng, Eric Müller, Christoph Koke, Mitja Kleider, Christian Mauch, Oliver Breitwieser, Maurice Güttler, Dan Husmann, Kai Husmann, Joscha Ilmberger, Andreas Hartel, Vitali Karasenko, Andreas Grübl, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici |
|
|
CNS - Computational Neuroscience Conference - 2018 Seattle
|
|
|
pdf (7.3 MB)
BMC Neuroscience 2018, 19(Suppl 2):P154
|
|
Magnetic Phenomena in Spiking Neural Networks |
|
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A. Baumbach, A. F. Kungl, M. A. Petrovici, J. Schemmel, K. Meier |
|
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Fruehjahrstagung der DPG
|
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DPG Verhandlungen
pdf (1.9 MB)
|
|
Spike-based Expectation Maximization on the HICANN-DLSv2 Neuromorphic Chip |
|
|
Philipp Spilger |
|
|
Bachelorarbeit
pdf (1.8 MB)
|
|
Towards a parametrisable switch for
Neuromorphic hardware |
|
|
Lea Kanzleiter |
|
|
pdf (1.5 MB)
|
|
A Parametrizable Switch For Neuromorphic Hardware |
|
|
Lea Kanzleiter |
|
|
Bachelorarbeit
pdf (4.7 MB)
|
|
Integration of the Slurm workload manager into the
BrainScaleS monitoring platform |
|
|
Patrick Häussermann |
|
|
Bachelorarbeit
pdf (1.6 MB)
|
|
Design of a Serial Peripheral Interface (SPI) Master for the ANANAS FPGA |
|
|
Simon Rosenkranz |
|
|
pdf (1.9 MB)
|
|
Development of a Modern Monitoring Platform
for the BrainScaleS System |
|
|
Daniel Kutny |
|
|
Bachelorarbeit
pdf (2.8 MB)
|
|
Calibration of the Analog HICANN Readout Process |
|
|
Simon Rosenkranz |
|
|
Bachelorarbeit
pdf (4.4 MB)
|
|
Towards Spike–based Expectation Maximization in a
Closed–Loop Setup on an Accelerated Neuromorphic Substrate |
|
|
Felix Schneider |
|
|
Bachelorarbeit
pdf (1.3 MB)
|
|
Solving the Constraint Satisfaction Problem Sudoku on Neuromorphic Hardware |
|
|
Alexander Kugele |
|
|
Masterarbeit
pdf (11.3 MB)
|
|
Measurement and evaluation of short-term plasticity on neuromorphic hardware |
|
|
Stephen Schaumann |
|
|
Bachelorarbeit
|
|
Calibration and Regulation of a Power Supply in the BrainScaleS System |
|
|
Patrick Nisble |
|
|
Bachelorarbeit
pdf (12.6 MB)
|
|
Characterization and Calibration of Synaptic Plasticity on Neuromorphic Hardware |
|
|
Johannes Weis |
|
|
Bachelorarbeit
pdf (1.5 MB)
|
| 2017 |
|
Development of a digitizer for the BrainScaleS neuromorphic hardware system
|
|
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Joscha Ilmberger |
|
|
Masterarbeit
|
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Accelerated Classification in Hierarchical Neural Networks on Neuromorphic Hardware |
|
|
Carola Fischer |
|
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Bachelorarbeit
|
|
Stochastic computation on spiking neuromorphic hardware |
|
|
Dominik Dold, Ákos F. Kungl, Andreas Baumbach, Johann Klähn, Ilja Bytschok, Paul Müller, Oliver Breitwieser, Andreas Grübl, Maurice Güttler, Dan Husmann, Mitja Kleider, Christoph Koke, Alexander Kugele, Christian Mauch, Eric Müller, Sebastian Schmitt, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici |
|
|
Bernstein Conference 2017
|
|
|
figure (382.5 kB)
poster (2.2 MB)
abstract
|
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From LIF to AdEx Neuron Models: Accelerated Analog 65 nm CMOS Implementation |
|
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Syed Ahmed Aamir* , Paul Müller*, Laura Kriener, Gerd Kiene, Johannes Schemmel and Karlheinz Meier |
|
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Accepted at 2017 IEEE Biomedical Circuits and Systems Conference (BioCAS)
|
|
|
pdf
|
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Design and Implementation of a Short Term Plasticity Circuit for a 65 nm Neuromorphic Hardware System |
|
|
Sebastian Billaudelle |
|
|
Masterarbeit
|
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Mixed-Signal Neuron and Readout Circuits for a Neuromorphic System |
|
|
Gerd Kiene |
|
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Masterarbeit
|
|
Spike-based probabilistic inference with correlated noise |
|
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Ilja Bytschok, Dominik Dold, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici |
|
|
BMC Neuroscience 2017, 18 (Suppl 1):P200
|
|
|
Poster pdf (2.6 MB)
Figure 1 (110.1 kB)
arXiv Link
|
|
Computing with noise in spiking neural networks |
|
|
Ilja Bytschok |
|
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Dissertation
HeiDOK Link
|
|
Design und Charakterisierung einer Routing-Schnittstelle für Neuromorphe Hardware |
|
|
Alexander Schmidt |
|
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Bachelorarbeit
pdf (589.1 kB)
|
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Compiler Support for the BrainScaleS Plasticity Processor |
|
|
Arthur Heimbrecht |
|
|
Bachelorarbeit
pdf (2.2 MB)
|
|
Characterization of Single-Neuron Dynamics in the Development of Neuromorphic Hardware |
|
|
Laura Kriener |
|
|
Masterarbeit
pdf (4.1 MB)
|
|
Device Variability in Synapses of Neuromorphic Circuits |
|
|
Christoph Koke |
|
|
Dissertation
HeiDOK Link
|
|
An Accelerated Analog Neuromorphic Hardware System Emulating NMDA- and Calcium-Based Non-Linear Dendrites |
|
|
Johannes Schemmel, Laura Kriener, Paul Müller, Karlheinz Meier |
|
|
Proceedings of the 2017 IEEE International Joint Conference on Neural Networks
|
|
|
IEEE Xplore
arXiv link
|
|
Neuromorphic Hardware In The Loop: Training a Deep Spiking Network on the BrainScaleS Wafer-Scale System |
|
|
Sebastian Schmitt*, Johann Klaehn*, Guillaume Bellec, Andreas Gruebl, Maurice Guettler, Andreas Hartel, Stephan Hartmann, Dan Husmann, Kai Husmann, Vitali Karasenko, Mitja Kleider, Christoph Koke, Christian Mauch, Eric Mueller, Paul Mueller, Johannes Partzsch, Mihai A. Petrovici, Stefan Schiefer, Stefan Scholze, Bernhard Vogginger, Robert Legenstein, Wolfgang Maass, Christian Mayr, Johannes Schemmel, Karlheinz Meier |
|
|
Proceedings of the 2017 IEEE International Joint Conference on Neural Networks
|
|
|
IEEE Xplore
arXiv link
|
|
Robustness from structure: Inference with hierarchical spiking networks on analog neuromorphic hardware |
|
|
Mihai A. Petrovici*, Anna Schroeder*, Oliver Breitwieser, Andreas Grübl, Johannes Schemmel, Karlheinz Meier |
|
|
Proceedings of the 2017 IEEE International Joint Conference on Neural Networks
|
|
|
IEEE Xplore
arXiv link
|
|
Pattern representation and recognition with accelerated analog neuromorphic systems |
|
|
Mihai A. Petrovici*, Sebastian Schmitt*, Johann Klähn*, David Stöckel*, Anna Schroeder*, Guillaume Bellec, Johannes Bill, Oliver Breitwieser, Ilja Bytschok, Andreas Grübl, Maurice Güttler, Andreas Hartel, Stephan Hartmann, Dan Husmann, Kai Husmann, Sebastian Jeltsch, Vitali Karasenko, Mitja Kleider, Christoph Koke, Alexander Kononov, Christian Mauch, Eric Müller, Paul Müller, Johannes Partzsch, Thomas Pfeil, Stefan Schiefer, Stefan Scholze, Anand Subramoney, Vasilis Thanasoulis, Bernhard Vogginger, Robert Legenstein, Wolfgang Maass, René Schüffny, Christian Mayr, Johannes Schemmel, Karlheinz Meier |
|
|
Proceedings of the 2017 IEEE International Symposium on Circuits and Systems (ISCAS)
|
|
|
IEEE Xplore
arXiv link
|
|
Simulating Without a Computer — Physical Models of Neural Circuits |
|
|
Eric Müller |
|
Full Wafer Redistribution and Wafer Embedding as Key Technologies for a Multi-Scale Neuromorphic Hardware Cluster |
|
|
Kai Zoschke, Maurice Güttler, Lars Böttcher, Andreas Grübl, Dan Husmann, Johannes Schemmel, Karlheinz Meier, Oswin Ehrmann |
|
|
arXiv:1801.04734
|
|
|
download via arxiv
|
|
Bayesian computing with spikes |
|
|
A. Baumbach, M. A. Petrovici, L. Leng, O. J. Breitwieser, D. Stoeckel, I. Bytschok, J. Schemmel, K. Meier |
|
|
1st HBP Student Conference
|
|
|
pdf (3.7 MB)
|
|
Neuron Circuit Characterization in a Neuromorphic System |
|
|
Mitja Kleider |
|
|
Dissertation
heiDOK
|
|
Simulated Tempering in Spiking Neural
Networks |
|
|
Agnes Korcsak-Gorzo |
|
|
Masterarbeit
pdf (2.9 MB)
|
|
Simulated Tempering in Biologically Inspired Neural Networks |
|
|
Agnes Korcsak-Gorzo, Luziwei Leng, Oliver Julien Breitwieser, Johannes Schemmel, Karlheinz Meier, Mihai Alexandru Petrovici |
|
|
Deutsche Physikerinnentagung
|
|
|
Programmheft Deutsche Physikerinnentagung
|
|
Achieving a Higher Integration Level of Neuromorphic Hardware using Wafer Embedding |
|
|
Gilbert Maurice Güttler |
|
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Dissertation
HeiDOK Link
|
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Training Functional Networks on Large-Scale Neuromorphic Hardware |
|
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Johann Klähn |
|
|
Masterarbeit
|
|
Exploring Collective Neural Dynamics under Synaptic Plasticity on Neuromorphic Hardware |
|
|
David Stöckel |
|
|
Masterarbeit
pdf (1.2 MB)
|
|
Modeling and Verification for a Scalable Neuromorphic Substrate |
|
|
Paul Müller |
|
|
Dissertation
http://www.ub.uni-heidelberg.de/archiv/23716
|
|
Demonstrating Hybrid Learning in a Flexible Neuromorphic Hardware System |
|
|
Friedmann, Schemmel, Grübl, Hartel, Hock, Meier |
|
|
IEEE Transactions on Biomedical Circuits and Systems
|
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The Effect of Asymmetric Weight Variability on Sampling Processes based on Boltzmann Machines in Neuromorphic Hardware Applications |
|
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Jannik Fehre |
|
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Bachelorarbeit
pdf (1.5 MB)
|
| 2016 |
|
Synaptic Calibration on the HICANN-DLS Neuromorphic Chip |
|
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Timo Wunderlich |
|
|
Bachelorarbeit
pdf (1.9 MB)
|
|
Stochastic inference with spiking neural networks |
|
|
Mihai A. Petrovici*, Luziwei Leng*, Oliver Breitwieser*, David Stöckel*, Ilja Bytschok, Roman Martel, Johannes Bill, Johannes Schemmel, Karlheinz Meier |
|
|
BMC Neuroscience 2016, 17(Suppl 1):P96
|
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Poster (3.5 MB)
Abstract (1.2 MB)
|
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Towards Fast Iterative Learning On The BrainScaleS Neuromorphic Hardware System |
|
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Lukas Pilz |
|
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Bachelorarbeit
pdf (2.4 MB)
|
|
Unsupervised learning in probabilistic neural networks with multi-state metal-oxide memristive synapses |
|
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Alexander Serb, Johannes Bill, Ali Khiat, Radu Berdan, Robert Legenstein and Themis Prodromakis |
|
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Nature Communications 7 (2016) 12611
|
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|
PDF from publisher
|
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Characterization and Calibration of a Mixed-Signal Leaky Integrate and Fire Neuron on HICANN-DLS |
|
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Yannik Stradmann |
|
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Bachelorarbeit
pdf (1.4 MB)
|
|
Stochastic Computation in Spiking Neural Networks Without Noise |
|
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Dominik Dold |
|
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Masterarbeit
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Struktur schafft Robustheit: Eine Untersuchung hierarchischer neuronaler Netzwerke mit unpräzisen Komponenten |
|
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Anna Schroeder |
|
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Bachelorarbeit
|
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Sampling with leaky integrate-and-fire neurons on the HICANNv4 neuromorphic chip |
|
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Akos Kungl |
|
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Masterarbeit
|
|
A highly tunable 65-nm CMOS LIF neuron for a large scale neuromorphic system |
|
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Syed Ahmed Aamir, Paul Müller, Andreas Hartel, Johannes Schemmel and Karlheinz Meier |
|
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Proceedings of IEEE European Solid-State Circuits Conference
|
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|
download pdf
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Stochastic inference with spiking neurons in the high-conductance state |
|
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Mihai A. Petrovici*, Johannes Bill*, Ilja Bytschok, Johannes Schemmel, Karlheinz Meier |
|
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Physical Review E 94, 042312 (2016)
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arXiv
Online article
|
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Magnetic Phenomena in Spiking Neural Networks |
|
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Baumbach, Andreas |
|
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Masterarbeit
|
|
Effect of Heterogeneity on Decorrelation Mechanisms in Spiking Neural Networks: A Neuromorphic-Hardware Study |
|
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Thomas Pfeil and Jakob Jordan and Tom Tetzlaff and Andreas Grübl and Johannes Schemmel and Markus Diesmann and Karlheinz Meier |
|
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Phys. Rev. X 6 (2016) 021023
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PhysRevX.6.021023
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Form Versus Function: Theory and Models for Neuronal Substrates |
|
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Mihai A. Petrovici |
|
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Springer Theses
|
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|
M. A. Petrovici - Form vs. Function - Springer Theses
|
|
Commissioning of a Neuromorphic Computing Platform |
|
|
Christian Mauch |
|
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Masterarbeit
pdf (11.2 MB)
|
|
The influence of noise on the event-driven contrastive divergence algorithm |
|
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Alexander Bigalke |
|
Neural Sampling with Linear Feedback Shift Registers as a Source of Noise |
|
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Marcel Großkinsky |
|
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Bachelorarbeit
pdf (985.4 kB)
|
|
Spiking neural networks as superior generative and discriminative models |
|
|
Luziwei Leng*, Mihai A. Petrovici*, Roman Martel, Ilja Bytschok, Oliver Breitwieser, Johannes Bill, Johannes Schemmel, Karlheinz Meier |
|
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Cosyne Abstracts 2016, Salt Lake City USA
|
|
|
poster (3.4 MB)
abstract (468 kB)
|
|
Commissioning of an FPGA-based
prototyping environment for neuromorphic
hardware |
|
|
Jan Debus |
|
|
Bachelorarbeit
pdf (2.5 MB)
|
|
Implementation and Characterization of Mixed-Signal Neuromorphic ASICs |
|
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Hartel, Andreas |
|
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Dissertation
HeiDOK Link
|
|
Charakterisierung und Vergleich von zwei ADC-Modulen für das Brainscales Hardware System |
|
|
Bernard Epp |
|
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Bachelorarbeit
pdf (2.8 MB)
|
| 2015 |
|
Fast sampling with neuromorphic hardware |
|
|
Mihai A. Petrovici*, David Stöckel*, Ilja Bytschok, Johannes Bill, Thomas Pfeil, Johannes Schemmel, Karlheinz Meier |
|
|
Advances in Neural Information Processing Systems (NIPS) 2015
|
|
|
Poster (3.7 MB)
NIPS demo page
|
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Deterministic neural networks as sources of uncorrelated noise for probabilistic computations |
|
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Jakob Jordan, Tom Tetzlaff, Mihai Petrovici, Oliver Breitwieser, Ilja Bytschok, Johannes Bill, Johannes Schemmel, Karlheinz Meier and Markus Diesmann |
|
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BMC Neuroscience 2015, 16(Suppl 1):P62
|
|
|
Poster (821.8 kB)
BMC short abstract
|
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The high-conductance state enables neural sampling in networks of LIF neurons |
|
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Mihai A. Petrovici, Ilja Bytschok, Johannes Bill, Johannes Schemmel and Karlheinz Meier |
|
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BMC Neuroscience 2015, 16(Suppl 1):O2
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|
|
extended abstract (577.2 kB)
BMC short abstract
Online Access
|
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Generative Properties of LIF-based Boltzmann Machines |
|
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Roman Martel |
|
|
Masterarbeit
pdf (18 MB)
|
|
Towards a Neuromorphic Implementation of Spike-Based Expectation Maximization |
|
|
Oliver Breitwieser |
|
|
Masterarbeit
pdf (11.4 MB)
|
|
Form vs. Function - Theory and Models for Neuronal Substrates |
|
|
Mihai A. Petrovici |
|
|
Dissertation
UB Archiv
|
|
Investigating Competitive Dynamics in a Recurrent Neural Network on Neuromorphic Hardware |
|
|
Denis Alevi |
|
|
Bachelorarbeit
pdf (938.2 kB)
|
|
Characterization of Spike-Timing Dependent Plasticity in Neuromorphic Hardware
|
|
|
Tobias Nonnenmacher |
|
|
Masterarbeit
|
|
Firing States of Recurrent Leaky Integrate-and-Fire Networks |
|
|
Agnes Korcsak-Gorzo |
|
|
Bachelorarbeit
|
|
Probabilistic inference in discrete spaces can be implemented into networks of LIF neurons |
|
|
Dimitri Probst*, Mihai A. Petrovici*, Ilja Bytschok, Johannes Bill, Dejan Pecevski, Johannes Schemmel, Karlheinz Meier |
|
|
Frontiers in Computational Neurocience (February 2015)
|
|
|
Online Article
|
|
Exploring the potential of brain-inspired computing |
|
|
Thomas Pfeil |
|
|
Dissertation
pdf (9.6 MB)
HeiDOK Link
|
|
Charakterisierung von Adaption auf neuromorpher Hardware |
|
|
Arno Friedrich |
|
|
Bachelorarbeit
pdf (7.1 MB)
|
|
Boltzmann Sampling with Neuromorphic Hardware |
|
|
David Stöckel |
|
|
Bachelorarbeit
pdf (817 kB)
|
| 2014 |
|
Novel Operation Modes of Accelerated Neuromorphic Hardware |
|
|
Eric Christian Müller |
|
|
Dissertation
pdf (9.5 MB)
|
|
Automated Characterization of a Wafer-Scale Neuromorphic Hardware System |
|
|
Dominik Schmidt |
|
|
Masterarbeit
pdf (2.7 MB)
|
|
Characterisation and Calibration of Short Term Plasticity on a Neuromorphic Hardware Chip |
|
|
Sebastian Billaudelle |
|
|
Bachelorarbeit
pdf (497.4 kB)
|
|
Binaural Sound Localization on Neuromorphic Hardware |
|
|
Laura Kriener |
|
|
Bachelorarbeit
pdf (2.3 MB)
|
|
Interfacing a Neuronal Accelerator to a High Performance Computing System |
|
|
Fynn Beuttenmüller |
|
|
Bachelorarbeit
pdf (8.8 MB)
|
|
Characterization and Compensation of Network-Level Anomalies in Mixed-Signal Neuromorphic Modeling Platforms |
|
|
Mihai A. Petrovici, Bernhard Vogginger, Paul Müller, Oliver Breitwieser, Mikael Lundqvist, Lyle Muller, Matthias Ehrlich, Alain Destexhe, Anders Lansner, René Schüffny, Johannes Schemmel, Karlheinz Meier |
|
|
PLOS ONE (2014)
|
|
|
Online Article
|
|
A communication infrastructure for a neuromorphic system |
|
|
Vitali Karasenko |
|
|
Masterarbeit
pdf (4.1 MB)
|
|
Software Development in the Context of Dendrite Membrane Simulation |
|
|
David Hinrichs |
|
|
Bachelorarbeit
pdf (732.4 kB)
thesis_hinrichs
|
|
Evaluating the Synaptic Input of a Neuromorphic Circuit |
|
|
Gerd Kiene |
|
|
Bachelorarbeit
pdf (1.2 MB)
|
|
A Scalable Workflow for a Configurable
Neuromorphic Platform |
|
|
Sebastian Jeltsch |
|
|
Dissertation
pdf (12.7 MB)
dissertation_sebastian_jeltsch
|
|
Development of a multichannel voltage generation unit with sub-microvolt precision |
|
|
Joscha Ilmberger |
|
|
Bachelorarbeit
|
|
A Neural Implementation of Probabilistic Inference
in Binary Probability Spaces |
|
|
Dimitri Probst |
|
|
Masterarbeit
pdf (5.4 MB)
|
|
Deep Learning Architectures for Neuromorphic Hardware |
|
|
冷卢子未 Luziwei Leng |
|
|
Masterarbeit
pdf (7.6 MB)
|
|
Testen eines Floating-Gate Analogspeichers in 65nm Single-Poly Technologie |
|
|
Stanislaw Hüll |
|
|
Bachelorarbeit
pdf (919.7 kB)
|
|
Computation of Population Rates in
Asynchronous Irregular States |
|
|
Agnes Korcsak-Gorzo |
|
A communication infrastructure for a neuromorphic system |
|
|
Vitali Karasenko |
|
|
Masterarbeit
pdf (4.1 MB)
|
|
Modern semiconductor technologies for neuromorphic hardware |
|
|
Matthias Hock |
|
|
Dissertation
http://www.ub.uni-heidelberg.de/archiv/17129
pdf (15.9 MB)
|
|
A neuromorphic network for generic multivariate data classification |
|
|
Michael Schmuker, Thomas Pfeil and Martin Paul Nawrot |
|
|
Proceedings of the National Academy of Sciences (2014)
|
|
|
Online Access
|
|
Testen der Software und Vermessen des Multi-Compartment Chips
|
|
|
Maximilian Denne |
|
|
Bachelorarbeit
pdf (2.1 MB)
|
| 2013 |
|
Vergleich der Executable System Specification mit neuromorpher Hardware über eine gemeinsame Bedienungsschnittstelle
|
|
|
Constantin Pape |
|
|
Bachelorarbeit
pdf (3.7 MB)
|
|
Reward-based learning under hardware constraints - Using a RISC processor embedded in a neuromorphic substrate |
|
|
Simon Friedmann, Nicolas Frémaux, Johannes Schemmel, Wulfram Gerstner, and Karlheinz Meier |
|
|
Frontiers in Neuroscience Vol. 7 (2013) 160
|
|
|
Fulltext and PDF
|
|
Reproducing Biologically Realistic Regimes on a Highly-Accelerated Neuromorphic Hardware System |
|
|
Marc-Olivier Schwartz |
|
|
Dissertation
Abstract and full text download (3.2 MB)
|
|
A new approach to learning in neuromorphic hardware |
|
|
Friedmann, Simon |
|
|
Dissertation
UBHD-67463947
|
|
Neuromorphic Learning towards Nano Second Precision |
|
|
Thomas Pfeil, Anne-Christine Scherzer, Johannes Schemmel and Karlheinz Meier |
|
|
Proceedings of International Joint Conference on Neural Networks, Dallas, Texas, USA, August 4-9, 2013, IEEE Press (2013), pp. 1-5
|
|
|
Online Access
|
|
Integration einer automatisierten analogen und erweiterbaren Testumgebung zur Validierung und Überwachung von Hardware und Software Frameworks |
|
|
Alexander Gorel |
|
|
Bachelorarbeit
pdf (3.9 MB)
|
|
Demonstrationsexperimente auf neuromorpher Hardware |
|
|
Binh Tran |
|
|
Bachelorarbeit
pdf (1.4 MB)
|
|
Phase-Locking on Neuromorphic Hardware |
|
|
Anne-Christine Scherzer |
|
|
Bachelorarbeit
Bachelorarbeit Anne-Christine Scherzer (2.1 MB)
|
|
An analog dynamic memory array for neuromorphic hardware |
|
|
Matthias Hock, Andreas Hartel, Johannes Schemmel, Karlheinz Meier |
|
|
Circuit Theory and Design (ECCTD), 2013 European Conference on
|
|
|
http://dx.doi.org/10.1109/ECCTD.2013.6662229
|
|
Untersuchung und Management von Synapsendefektverteilungen in einem großskaligen neuromorphen Hardwaresystem |
|
|
Johann Klähn |
|
|
Bachelorarbeit
|
|
A Raspberry Pi controlling neuromorphic hardware |
|
|
Markus Hellenbrand |
|
|
Bachelorarbeit
A Raspberry Pi controlling neuromorphic hardware (1.4 MB)
|
|
Stochastic inference with deterministic spiking neurons |
|
|
Mihai A. Petrovici*, Johannes Bill*, Ilja Bytschok, Johannes Schemmel, Karlheinz Meier |
|
|
arXiv:1311.3211
|
|
|
Full Paper (1.1 MB)
Online Article
|
|
Optimierung der physikalischen Signalübertragung auf neuromorpher Hardware
|
|
|
Simon Ziegler |
|
|
Bachelorarbeit
pdf (3 MB)
|
|
Characteristics of STDP on the Spikey neuromorphic hardware system |
|
|
Marten Ole Schmidt |
|
|
Bachelorarbeit
Bachelorarbeit Marten Ole Schmidt (1.8 MB)
|
|
Six networks on a universal neuromorphic computing substrate |
|
|
Thomas Pfeil, Andreas Grübl, Sebastian Jeltsch, Eric Müller, Paul Müller, Mihai A. Petrovici, Michael Schmuker, Daniel Brüderle, Johannes Schemmel, Karlheinz Meier |
|
|
Front. Neurosci. vol. 7, no. 11, 2013
|
|
|
Online Access
|
| 2012 |
|
Live demonstration: A scaled-down version of the BrainScaleS wafer-scale neuromorphic system |
|
|
Schemmel, J. and Grubl, A. and Hartmann, S. and Kononov, A. and Mayr, C. and Meier, K. and Millner, S. and Partzsch, J. and Schiefer, S. and Scholze, S. and Schuffny, R. and Schwartz, M. |
|
|
2012 IEEE International Symposium on Circuits and Systems (ISCAS), p702
|
|
|
Online Access
|
|
Development of a Multi-Compartment Neuron Model Emulation |
|
|
Sebastian Millner |
|
|
Dissertation
Abstract and full text download
|
|
Parameteroptimierung für Adaptive Exponential Integrate-and-Fire Neuronen |
|
|
Sebastian Lackner |
|
|
Bachelorarbeit
Bachelorarbeit Sebastian Lackner (1.5 MB)
|
|
Calibration of Synaptic Drivers on the Spikey Chip |
|
|
Venelin Petkov |
|
|
Calibration of Synaptic Drivers on the Spikey Chip (395.4 kB)
|
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Towards biologically realistic multi-compartment neuron model emulation in analog VLSI |
|
|
Sebastian Millner, Andreas Hartel, Johannes Schemmel, Karlheinz Meier |
|
|
ESANN2012 20th European Symposium on Artificial Neural Networks Bruges, Belgium, April 25-26-27
|
|
|
ES2012-44
|
|
Toward Belief Propagation on Neuromorphic Hardware |
|
|
Venelin Petkov |
|
|
Diplomarbeit
vpetkov_diplom.pdf (12.3 MB)
|
|
Distanzmaße für Spiketrains im Rahmen der Optimierung von Neuronparametern |
|
|
Jonathan Born |
|
|
Bachelorarbeit
Bachelorarbeit Jonathan Born (1.2 MB)
|
|
Configuration management from the perspective of integrated circuit design |
|
|
Radoslav Prahov and Achim Graupner and Eric Müller |
|
Handling Spike Data in an Accelerated Neuromorphic System |
|
|
Kai-Hajo Husmann |
|
|
Bachelorarbeit
pdf (2.6 MB)
|
|
Feasibility Study On Declarative Routing For Neuromorphic Hardware |
|
|
Ioannis Kokkinos |
|
|
Diplomarbeit
Diplomarbeit-Ioannis_Kokkinos (807.7 kB)
|
|
Is a 4-bit synaptic weight resolution enough? - Constraints on enabling spike-timing dependent plasticity in neuromorphic hardware |
|
|
Thomas Pfeil, Tobias C. Potjans, Sven Schrader, Wiebke Potjans, Johannes Schemmel, Markus Diesmann, Karlheinz Meier |
|
|
Frontiers in Neuroscience 6:90 (2012)
|
|
|
Online Article
|
| 2011 |
|
From Shared Input to correlated Neuron
Dynamics: Development of a Predictive
Framework |
|
|
Ilja Bytschok |
|
|
Diplomarbeit
Ilja Bytschok Diploma Thesis (8.6 MB)
|
|
Testing of an Analog Neuromorphic Network Chip |
|
|
Alexander Kononov |
|
|
Diplomarbeit
pdf (6.1 MB)
|
|
Analysis of the Liquid Computing Paradigm on a Neuromorphic Hardware System |
|
|
Dimitri Probst |
|
|
Bachelorarbeit
bachelorthesis dimitri probst (5.8 MB)
|
|
Configuration Strategies for Neurons and Synaptic Learning in Large-Scale Neuromorphic Hardware Systems |
|
|
Thomas Pfeil |
|
|
Diplomarbeit
Diploma thesis Thomas Pfeil (3.4 MB)
|
|
A comprehensive workflow for general-purpose neural modeling with highly configurable neuromorphic hardware systems |
|
|
Daniel Brüderle, Mihai A. Petrovici, Bernhard Vogginger, Matthias Ehrlich, Thomas Pfeil, Sebastian Millner, Andreas Grübl, Karsten Wendt, Eric Müller and Marc-Olivier Schwartz, et al. |
|
|
Biological Cybernetics
|
|
|
Online Article
|
|
Entwicklung und Aufbau einer
anwenderfreundlichen Hardwareumgebung
für ein neuromorphes Chipsystem |
|
|
Ranjeet Kuruvilla |
|
|
Diplomarbeit
Diplomarbeit (5.5 MB)
|
|
Investigation of a Cortical Attractor-Memory Network |
|
|
Oliver Breitwieser |
|
|
Bachelorarbeit
pdf (14.2 MB)
|
|
Distortions of Neural Network Models Induced by Their Emulation on Neuromorphic Hardware Devices |
|
|
Paul Müller |
|
|
Diplomarbeit
diplomathesis-paul-mueller.pdf (10.3 MB)
|
| 2010 |
|
Testing the Accuracy of Neuromorphic Device Configurations
|
|
|
Alexander Müller-Brand |
|
|
Bachelorarbeit
backelorthesis_mueller_brand (16.4 MB)
|
|
A VLSI Implementation of the Adaptive Exponential Integrate-and-Fire Neuron Model
|
|
|
Sebastian Millner, Andreas Grübl, Karlheinz Meier, Johannes Schemmel, Marc-Olivier Schwartz |
|
|
Advances in Neural Information Processing Systems
|
|
|
Fulltext PDF
|
|
Konzeptoptimierung und Entwicklung einer hochintegrierten Leiterplatte |
|
|
Maurice Güttler |
|
|
Diplomarbeit
Diplomarbeit (9.5 MB)
|
|
Computing with Transient States on a Neuromorphic Multi-Chip Environment |
|
|
Sebastian Jeltsch |
|
|
Diplomarbeit
diplomathesis sebastian jeltsch (10.1 MB)
|
|
Compensating inhomogeneities of neuromorphic VLSI devices via short-term synaptic plasticity |
|
|
Johannes Bill, Klaus Schuch, Daniel Brüderle, Johannes Schemmel, Wolfgang Maass and Karlheinz Meier |
|
|
Frontiers in Computational Neuroscience 4:129 (2010)
|
|
|
Fulltext PDF (2 MB)
|
|
Liquid Computing mit Neuromorpher Hardware |
|
|
Marvin Albert |
|
|
Bachelorarbeit
Bachelorarbeit (1.4 MB)
|
|
A software framework for mapping neural networks to a wafer-scale neuromorphic hardware system |
|
|
Matthias Ehrlich, Karsten Wendt, Lukas Zühl, Rene Schüffny, Daniel Brüderle, Eric Müller and Bernhard Vogginger |
|
|
Proceedings of the 2010 Artificial Neural Networks and Intelligent Information Processing Conference (ANNIIP)
|
|
|
Fulltext PDF (557.5 kB)
|
|
A common language for neuronal networks in software and hardware |
|
|
Andrew Davison, Eilif Muller, Daniel Brüderle and Jens Kremkow |
|
|
The Neuromorphic Engineer
|
|
|
Online Article
|
|
A Wafer-Scale Neuromorphic Hardware System for Large-Scale Neural Modeling |
|
|
Johannes Schemmel, Daniel Brüderle, Andreas Grübl, Matthias Hock, Karlheinz Meier and Sebastian Millner |
|
|
Proceedings of the 2010 IEEE International Symposium on Circuits and Systems (Copyright: IEEE)
|
|
|
Fulltext PDF (1.5 MB)
|
|
Simulator-Like Exploration of Cortical Network Architectures with a Mixed-Signal VLSI System |
|
|
Daniel Brüderle, Johannes Bill, Bernhard Kaplan, Jens Kremkow, Karlheinz Meier, Eric Müller and Johannes Schemmel |
|
|
Proceedings of the 2010 IEEE International Symposium on Circuits and Systems (Copyright: IEEE)
|
|
|
Fulltext PDF (662.5 kB)
|
|
Improving and Testing a Mixed-Signal VLSI Neural Network Chip
|
|
|
Andreas Hartel |
|
|
Diplomarbeit
Diplomarbeit (3.4 MB)
|
|
Testing the Operation Workflow of a Neuromorphic Hardware System with a Functionally Accurate Model |
|
|
Bernhard Vogginger |
|
|
Diplomarbeit
Diplomarbeit B. Vogginger (10.4 MB)
|
|
A Highly Efficient Transport Layer for the Connection of Neuromorphic Hardware Systems
|
|
|
Moritz Schilling |
|
|
Diplomarbeit
Diploma-Thesis (1.1 MB)
|
| 2009 |
|
Extending a Hardware Neural Network Beyond Chip Boundaries |
|
|
Simon Friedmann |
|
|
Diplomarbeit
Diploma_Thesis_Simon_Friedmann.pdf (1.4 MB)
|
|
Test of Components for a Wafer-Scale Neuromorphic Hardware System
|
|
|
Matthias Hock |
|
|
Diplomarbeit
Diploma_Thesis_Matthias_Hock.pdf (4.1 MB)
|
|
A QoS Network Architecture to Interconnect Large-Scale VLSI Neural Networks |
|
|
Stefan Philipp, Karlheinz Meier, Johannes Schemmel |
|
|
In Proc. of the 2009 International Joint Conference on Neural Networks (IJCNN"2009), Atlanta, Georgia, USA, June 2009, pp. 2525-2532
|
|
|
Paper (pdf) (842.6 kB)
|
|
Neuroscientific Modeling with a Mixed-Signal VLSI Hardware System |
|
|
Daniel Brüderle |
|
|
Dissertation
Abstract and Full Text Download
|
|
High-Conductance States on a Neuromorphic Hardware System
|
|
|
Bernhard Kaplan, Daniel Brüderle, Johannes Schemmel and Karlheinz Meier |
|
|
Proceedings of International Joint Conference on Neural Networks, Atlanta, Georgia, USA, June 14-19, 2009
|
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Fulltext (227.1 kB)
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Entwicklung und Testergebnisse eines Prototypensystems für die Wafer-Scale-Integration |
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Holger Zoglauer |
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Diplomarbeit
Entwicklung eines Prototypensystems für die Wafer-Scale-Integration (14.2 MB)
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Establishing a Novel Modeling Tool: A Python-based Interface for a Neuromorphic Hardware System |
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Daniel Brüderle, Eric Müller, Andrew Davison, Eilif Muller, Johannes Schemmel, Karlheinz Meier |
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Front. Neuroinform. 3:17 (2009)
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abstract and download
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| 2008 |
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Entwurf und Implementierung einer parallelen Netzwerkschnittstelle zum Betrieb Künstlicher Neuronaler Netze |
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Jürgen Drexler |
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Diplomarbeit
Diplomarbeit (27.4 MB)
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PyNN: A Common Interface for Neuronal Network Simulators |
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Andrew P. Davison, Daniel Brüderle, Jochen M. Eppler, Jens Kremkow, Eilif Muller, Dejan A. Pecevski, Laurent Perrinet and Pierre Yger |
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Frontiers in Neuroinformatics 2:11 (2008)
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Open Access
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Self-Stabilizing Network Architectures
on a Neuromorphic Hardware System
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Johannes Bill |
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Diplomarbeit
Diplomarbeit_Johannes_Bill (12.3 MB)
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Operation Of An Imperfect Neuromorphic Hardware Device
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Eric Müller |
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Diplomarbeit
Operation Of An Imperfect Neuromorphic Hardware Device (1.7 MB)
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Self-Organization Experiments for a Neuromorphic Hardware Device
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Bernhard Kaplan |
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Diplomarbeit
Diplomarbeit_Bernhard_Kaplan (1.3 MB)
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Wafer-Scale Integration of Analog Neural Networks |
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Johannes Schemmel, Johannes Fieres, Karlheinz Meier |
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Proceedings IJCNN2008, IEEE Press (2008)
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paper (1.2 MB)
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Design and Implementation of a Multi-Class Network Architecture for Hardware Neural Networks |
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Stefan Philipp |
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Dissertation
Dissertation (8.1 MB)
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An Integrated Operational Amplifier for a Large Scale Neuromorphic System
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Sebastian Millner |
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Diplomarbeit
Diplomarbeit (pdf) (934.8 kB)
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Realizing Biological Spiking Network Models in a Configurable Wafer-Scale Hardware System
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Johannes Fieres, Johannes Schemmel, Karlheinz Meier |
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Proceedings IJCNN2008, IEEE Press (2008)
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article as pdf file (374.6 kB)
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| 2007 |
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Spike-frequency adapting neural ensembles: Beyond mean adaptation and renewal theories. |
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Eilif Muller, Lars Buesing, Johannes Schemmel, Karlheinz Meier |
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Neural Computation, 19, 2958-3010.
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http://www.mitpressjournals.org/doi/abs/10.1162/neco.2007.19.11.2958
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Interconnecting VLSI Spiking Neural Networks Using Isochronous Connections
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Stefan Philipp, Andreas Grübl, Karlheinz Meier, Johannes Schemmel |
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In Proc. of the 9th International Work-Conference on Artificial Neural
Networks (IWANN"2007), San Sebastián, Spain, June 2007, Springer LNCS 4507,
pp. 471-478
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paper (137.3 kB)
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Charakterisierung eines Neuronalen Netzwerk-Chips |
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Boris Ostendorf |
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Diplomarbeit
Diplomarbeit (4.1 MB)
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VLSI Implementation of a Spiking Neural Network |
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Andreas Grübl |
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Dissertation
Dissertation (8.2 MB)
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Implementation einer Gigabit-Ethernet-Schnittstelle zum Betrieb eines Künstlichen Neuronalen Netzwerkes |
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Christian Gutmann |
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Diplomarbeit
Diplomarbeit (2.4 MB)
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A Software Framework for Tuning the Dynamics of Neuromorphic Silicon Towards Biology |
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Daniel Bruederle, Andreas Gruebl, Karlheinz Meier, Eilif Mueller, and Johannes Schemmel |
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In Proc. of IWANN 2007, San Sebastián, Spain, June 2007, Springer LNCS 4507, pp. 479 - 486
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paper (1.1 MB)
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Modeling Synaptic Plasticity within Networks of Highly Accelerated I&F Neurons |
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Johannes Schemmel, Daniel Bruederle, Karlheinz Meier, Boris Ostendorf |
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Proceedings of the 2007 IEEE International Symposium on Circuits and Systems, New Orleans, USA
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pdf-file (731.8 kB)
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| 2006 |
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Evaluierung eines Floating Gate Analogspeichers für Neuronale Netze in Single-Poly UMC 180nm CMOS-Prozess |
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Jan-Peter Loock |
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Diplomarbeit
diplomathesis_loock (6.7 MB)
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Implementing Synaptic Plasticity in a VLSI Spiking Neural Network Model |
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Johannes Schemmel, Andreas Gruebl, Karlheinz Meier, Eilif Mueller |
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Proceedings of the 2006 International Joint Conference on Neural Networks (IJCNN 2006), 1-6, IEEE Press (2006)
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schemmel_ijcnn2006 (388.7 kB)
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Evolution of Transistor Circuits |
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Martin Trefzer |
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Dissertation
Evolution of Transistor Circuits (7.7 MB)
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Training convolutional neural networks of threshold neurons suited for low-power hardware implementation |
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J. Fieres, J. Schemmel, K. Meier |
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Proceedings of the 2006 International Joint Conference on Neural Networks (IJCNN 2006), 21--28, IEEE Press (2006)
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Training convolutional neural networks of threshold neurons suited for low-power hardware implementation |
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J. Fieres, J. Schemmel, K. Meier |
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Proceedings of the 2006 International Joint Conference onNeural Networks (IJCNN 2006), 21--28, IEEE Press (2006)
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article as pdf file (213.4 kB)
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A Method for Image Classification Using Low-Precision Analog Computing Arrays |
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Johannes Fieres |
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Dissertation
Dissertation (1.7 MB)
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A convolutional neural network tolerant of synaptic faults for low-power analog hardware |
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J. Fieres, J. Schemmel, K. Meier |
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Proceedings of 2nd IAPR International Workshop on ArtificialNeural Networks in Pattern Recognition (ANNPR 2006), Springer LectureNotes in Artificial Intelligence 4087, 122--132 (2006)
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annpr06fieres.pdf (129 kB)
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Evolution in Hardware - Eine Experimentalplattform zum parallelen Training analoger neuronaler Netzwerke |
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Tillmann Schmitz |
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Dissertation
Dissertation (2.6 MB)
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Markov Process Models for Neural Ensembles with Spike-Frequency Adaptation |
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Eilif Benjamin Muller |
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Dissertation
dissertation_eilif_muller (2.1 MB)
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A Modular Framework for the Evolution of Circuits on Configurable Transistor Array Architectures |
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Martin Trefzer, Jörg Langeheine, Karlheinz Meier, Johannes Schemmel |
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Proc. of the first NASA/ESA Conference on Adaptive Hardware and Systems AHS2006, ISBN: 0-7695-2614-4, IEEE Press, pp. 32-39, 2006
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Martin Trefzer (779.1 kB)
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| 2005 |
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Operational Amplifiers: An Example for Multi-Objective Optimization on an Analog Evolvable Hardware Platform |
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Martin Trefzer, Jörg Langeheine, Karlheinz Meier, Johannes Schemmel |
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In J. Manuel Moreno and Jordi Madrenas and Jordi Cosp, editors, Proc. of ICES 2005, 6th International Conference on Evolvable Systems, ISBN: 3-540-28736-1, LNCS 3637, Springer-Verlag, pp. 86-97, 2005
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http://www.icesconference.org/
pdf (286.4 kB)
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Intrinsic Hardware Evolution on the Transistor Level |
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Joerg Langeheine |
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Dissertation
pdf (korrigierte Version) (17.4 MB)
pdf (17.4 MB)
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Exploring Liquid Computing in a Hardware Adaptation: Construction and Operation of a Neural Network Experiment |
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Felix Schürmann |
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Dissertation
pdf (11.8 MB)
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A High Dynamic Range CMOS Image Sensor with Adaptive Integration Time Control |
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Andreas Breidenassel |
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Dissertation
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Stepwise Evolutionary Training Strategies for Hardware Neural Networks |
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Steffen Hohmann |
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Dissertation
pdf (7.8 MB)
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| 2004 |
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A Flexible Scheme for Adaptive Integration Time Control |
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A. Breidenassel, J. Schemmel, K. Meier |
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IEEE Sensors conference
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pdf (719.4 kB)
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Edge of Chaos Computation in Mixed-Mode VLSI - A Hard Liquid |
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Felix Schuermann, Karlheinz Meier, Johannes Schemmel |
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pdf (899 kB)
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Untersuchung der durch taktile Muster evozierten Änderungen der Aktivität im Cortex mit einem pneumatischen Display |
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Thorsten Maucher |
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Dissertation
pdf (27.8 MB)
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Implementing Spike-Based Computation on a Hardware Perceptron |
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Daniel Brüderle |
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Diplomarbeit
pdf (6.1 MB)
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New Genetic Operators to Facilitate Understanding of Evolved Transistor Circuits |
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Martin Trefzer, Jörg Langeheine, Johannes Schemmel, Karlheinz Meier |
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Proc. of the NASA/DoD Conference on Evolvable Hardware (EH2004), ISBN: 0-7695-2145-2, IEEE Press, pp. 217-224, 2004
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link
trefzer.eh2004.pdf (680.6 kB)
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Intrinsic Evolution of Digital-to-Analog Converters Using a CMOS FPTA Chip |
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Jörg Langeheine, Karlheinz Meier, Johannes Schemmel, Martin Trefzer |
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Proc. of the NASA/DoD Conference on Evolvable Hardware (EH2004) , ISBN: 0-7695-2145-2, IEEE Press, pp. 18-25, 2004
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link
langeheine.eh2004.pdf (229.9 kB)
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On the Evolution of Analog Electronic Circuits Using Building Blocks on a CMOS FPTA |
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Jörg Langeheine, Martin Trefzer, Daniel Brüderle, Karlheinz Meier, |
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Proc. of the Genetic and Evolutionary Computation Conferene (GECCO 2004), ISBN: 3-540-22344-4, LNCS 3102 (part I), Springer-Verlag, pp. 1316-1327, 2004
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link
langeheine.gecco2004.pdf (153.1 kB)
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A Platform for Parallel Operation of VLSI Neural Networks |
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J. Fieres, A. Grübl, S. Philipp, K. Meier, J. Schemmel, F. Schürmann |
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Brain Inspired Cognitive Systems BICS2004, University of Stirling, Scotland, UK, August 29 - September 1, 2004, in press
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Methods for Simulating High-Conductance States in Neural Microcircuits |
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Eilif Mueller, K. Meier, J. Schemmel |
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Brain Inspired Cognitive Systems BICS2004, University of Stirling, Scotland, UK, August 29 - September 1, 2004, in press
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EM_BICS2004_abstract.pdf (37.1 kB)
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A New VLSI Model of Neural Microcircuits Including Spike Time Dependent Plasticity |
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J. Schemmel, K. Meier, Eilif Mueller |
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Proceedings of the 2004 International Joint Conference on Neural Networks IJCNN"04, Budapest, Hungray, July 25.-29., pp. 1711-1716, 2004, IEEE Press
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Training Fast Mixed-Signal Neural Networks for Data Classification |
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S.G. Hohmann, J. Fieres, K. Meier, J. Schemmel, T. Schmitz, F. Schürmann |
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Proceedings of the 2004 International Joint Conference on Neural Networks IJCNN"04, Budapest, Hungray, July 25.-29., pp. 2647-2652, 2004, IEEE Press
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| 2003 |
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Klassifikation der Proteinkinase-Familie mit dem neuronalen Netzwerkchip HAGEN |
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Mirko Sedlacek |
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Diplomarbeit
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Intrinsic Evolution of Analog Electronic Circuits Using a CMOS FPTA Chip |
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J. Langeheine, K. Meier, J. Schemmel |
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Proc. of the EUROGEN 2003, Barcelona, Spain
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langeheine.eg03.pdf (677.9 kB)
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Evaluation of a Pneumatically Driven Tactile Stimulator Device for Vision Substitution During fMRI-Studies |
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Anne-Catherin Zappe, T. Maucher, K. Meier, C. Scheiber |
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Magnetic Resonance in Medicine 2003 (in press)
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Simulation of High-Conductance States in Cortical Neural Networks |
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Eilif Müller |
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Diplomarbeit
pdf (2.2 MB)
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Predicting Protein Cellular Localization Sites with a Hardware Analog Neural Network |
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S. G. Hohmann, J. Schemmel, F. Schürmann, K. Meier |
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Proc. of July 2003 Int. Joint Conf. on Neural Networks, Portland, Oregon, IEEE Press, 0-7803-7899-7, pages 381-386
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Linuximportierung auf einen eingebetteten PowerPC 405 zur Steuerung eines neuronalen Netzwerks |
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Alexander Sinsel |
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Diplomarbeit
pdf (3 MB)
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Aufbau eines binären Neocognitrons |
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Dominik Niedenzu |
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Diplomarbeit
pdf (7.1 MB)
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Interfacing Binary Networks to Multi-valued Signals |
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F. Schuermann, S. Hohmann, K. Meier, J. Schemmel |
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Proceed. of the ICANN/ICONIP 2003
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pdf (168.5 kB)
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Speeding Up Hardware Evolution: A Coprocessor for Evolutionary Algorithms |
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T. Schmitz, S. Hohmann, K. Meier, J. Schemmel, F. Schuermann |
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pdf (150.9 kB)
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A Mixed-Mode Analog Neural Network using Current-Steering Synapses |
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J. Schemmel, S. Hohmann, K. Meier, F. Schuermann |
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publ. by Kluwer Analog Integrated Circuits and Signal Processing
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Eine FPGA-basierte Plattform für neuronale Netze |
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Andreas Grübl |
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Diplomarbeit
pdf (7.6 MB)
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Design and Analysis of fMRI Experiments Probing Brain Activity Induced by Event-Related Tactile Stimulation |
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Anne-Catherin Zappe |
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Diplomarbeit
pdf (5.4 MB)
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| 2002 |
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Intrinsic Evolution of Quasi DC Solutions for Transistor Level Analog Electronic Circuits Using a CMOS FPTA |
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J. Langeheine, K-H. Meier, J. Schemmel |
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2002 NASA/DoD Conference on Evolvable Hardware
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langeheine.eh02.pdf (494.6 kB)
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Towards an Artificial Neural Network Framework |
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F. Schürmann, S. Hohmann, J. Schemmel, K. Meier |
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2002 NASA/DoD Conference on Evolvable Hardware
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Exploring the Parameter Space of a Genetic Alorithm for Training an Analog Neural Network |
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S. Hohmann, J. Schemmel, F. Schürmann, K. Meier |
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Genetic and Evolutionary Computing Conference
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hohmann_etal.pdf (249 kB)
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An Integrated Mixed-Mode Neural Network Architecture for Megasynaspe ANNs |
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J. Schemmel, F. Schürmann, S. Hohmann, K. Meier |
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World Congress of Computational Intelligence (WCC12002)
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hd_kip_02_10_schemmel.pdf (842.6 kB)
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A Scalable Switched Capacitor Realization at the Resistive Fuse Network |
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J. Schemmel, K. Meier, M. Loose |
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Anal. integrated Circuits and Signal Processing, vol 32 les. 2, Kluwer Ac. Publ.
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Entwicklung eines Sehersatzsystems für Blinde in Form eines microcontroller-gesteuerten taktilen Displays mit hoher Bildauflösung und Durchführung von Praxistests |
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Klaus Rieger |
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Diplomarbeit
pdf (216.5 MB)
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| 2001 |
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A CMOS FPTA Chip for Hardware Evolution of Analog Electronic Circuits |
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J. Langeheine, J. Becker, S. Fölling, K. Meier, J. Schemmel |
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Proc. of the Evolvable Hardware Workshop 2001, Long Beach, CA, USA
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langeheine.eh01.pdf (502.8 kB)
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A VLSI implementation of an analog neural network suited for genetic algorithms |
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Johannes Schemmel |
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pdf (552.6 kB)
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Initial studies of a new VLSI field programmable transistor array |
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J. Langeheine, J. Becker, S. Fölling, K. Meier, J. Schemmel |
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4. Int. conf. on Evolvable Systems: From Biology to Hardware (ICES 2001)
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pdf (703.8 kB)
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Magnetic source imaging of tactile evoked activity in the human secondary somatosensory cortex |
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Karsten Hoechstetter |
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Dissertation
pdf (19.7 MB)
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Ein FPGA-basiertes Testsystem für gemischt analog/digitale ASICs |
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Joachim Becker |
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Diplomarbeit
pdf (8.5 MB)
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Hard- und Software zur Videodigitalisierung und Bildverarbeitung unter Linux |
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Christoph Baumann |
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Diplomarbeit
pdf (1.2 MB)
ps.gz (3.9 MB)
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| 2000 |
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Untersuchung eines mechanischen Oszillators zur Demonstration der Schwingungsgleichung |
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Helge Hauptfleisch |
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Staatsexamensarbeit
pdf (1.4 MB)
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Design and Analysis of fMRI Experiments Probing Brain Activity Induced by Tactile Stimulation |
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Stefanie Runde |
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Diplomarbeit
pdf (1.5 MB)
ps.gz (7.1 MB)
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Towards a silicon primordial soup: A fast approach to hardware evolution with a VLSI transistor array |
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J. Langeheine, S. Fölling, K. Meier, J. Schemmel |
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In Proc. of the 3rd International Conference on Evolvable Systems: From
Biology to Hardware (ICES2000)
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paper (189 kB)
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The Heidelberg Tactile Vision Substitution System |
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T. Maucher, J. Schemmel, K. Meier |
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In Proc. of the 7th International Conference on Computer Helping People with
Special Needs (ICCHP 2000), July 17-21, 2000, Karlsruhe, Germany
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pdf (601.1 kB)
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The Heidelberg Tactile Vision Substitution System |
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T. Maucher, J. Schemmel, K. Meier |
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In Proc. of the 6. Int. Conference on Tactile Aids, Hearing Aids and
Cochlear Implants (ISAC2000), May 23-26, 2000, University of Exeter, UK
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pdf (601.1 kB)
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A learning electronic chip: A fast approach to hardware evolution with a VLSI transistor array |
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J. Langeheine, S. Fölling, K. Meier, J. Schemmel |
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Talk given at the 237. WE-Heraeus-Seminar Semiconductor Radiation Detectors
in Particle Physics and Biomedical Imaging, June 19-21, 2000, Physikzentrum
Bad Honnef, Germany
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pdf (1.8 MB)
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Bau und Test eines chaotischen Pendels mit Wirbelstrombremse |
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Michael Oehmig |
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Staatsexamensarbeit
ps (12.6 MB)
Titelblatt.ps (1.1 MB)
pdf (742 kB)
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Aufbau eines kompakten Bildverarbeitungsrechners für ein taktiles Blindenhilfssystem |
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Holger Blinzinger |
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Diplomarbeit
ps.gz (5 MB)
pdf (1.6 MB)
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Aufbau und Evaluierung eines taktilen Displays |
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Alexander Biesinger |
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Diplomarbeit
pdf (1 MB)
ps.gz (7.6 MB)
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| 1999 |
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A 66 x 66 pixels analog edge detection array with digital readout |
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J. Schemmel, M. Loose, K. Meier |
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Proceedings of the 25. European Solid-State Circuits (1999) (Conference)
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pdf (162.2 kB)
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Self-calibrating logarthmic CMOS image sensor with single chip camera functionality (ps.gz) |
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M. Loose, K. Meier, J. schemmel |
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pdf (275.4 kB)
ps.gz (340.9 kB)
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A Tactile Vision Substitution System (Ed. Academic Press, Boston) ISBN 0-12-379773-X |
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M. Loose et al. |
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Ed. Academic Press, Boston
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An Integrated Analog Network for Image Processing |
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Johannes Schemmel |
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Dissertation
pdf (3.5 MB)
ps.gz (3.7 MB)
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A Self Calibrating CMOS Image Sensor with Logarithmic Response |
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Markus Loose |
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Dissertation
pdf (5.3 MB)
ps.gz (11.6 MB)
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Entwicklung eines optoelektronischen Sehhilfesystems |
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Lukas Schmidt-Mende |
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Diplomarbeit
pdf (2.3 MB)
ps.gz (5.5 MB)
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| 1998 |
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CMOS Image sensor with logarithmic response and self calibrating fixed pattern noise correction Int. Sympos. on Electronic Image Capture and Publishing |
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M. Loose, K. Meier, J. Schemmel |
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Entwicklung und Test eines taktilen Seh-Ersatzsystems |
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Thorsten Maucher |
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Diplomarbeit
Entwicklung und Test eines taktilen Seh-Ersatzsystems (14 MB - pdf-Format) (14.5 MB)
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Entwurf und Test eines optisch konfigurierbaren Widerstandsnetzwerkes |
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Jörg Langeheine |
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Diplomarbeit
ps.gz (4.1 MB)
pdf (6.9 MB)
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Simulation und Visualisierung elektrischer und optischer Eigenschaften von Halbleiterbauelementen |
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Peter Schneider |
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Diplomarbeit
ps.gz (6.5 MB)
pdf (5 MB)
|
| 1997 |
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Design und Messung optoelektronischer Struktur in CMOS Technologie |
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Marc Teodori |
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Diplomarbeit
ps.gz (4.8 MB)
pdf (3.1 MB)
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Design und Test einer Single-Chip Kamera mit integrierter Analog/Digital-Wandlung auf der Basis adaptiver Photorezeptoren |
|
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Johannes Schemmel |
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Diplomarbeit
Titelseite (ps) (288.8 kB)
Diplomarbeit (ps.gz) (1.8 MB)
Titelseite (pdf) (44.6 kB)
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| 1996 |
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Entwicklung einer Kamera mit adaptiven Photorezeptoren in analoger CMOS Technology |
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M. Loose, K. Meier, J. Schemmel |
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ISBN 3-540-1585-7, Springer Verlag
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A Camera with adaptive Photoreceptors in analog CMOS |
|
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M. Loose, K. Meier, J. Schemmel |
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Vision_Camera.ps (2 MB)
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A Camera with adaptive Photoreceptors for a tactile Vision Aid |
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M. Loose, K. Meier, J. Schemmel |
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Vision_Aid.pdf (474.6 kB)
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Layout und Test eines Systems adaptiver Photorezeptoren in analoger CMOS-Technologie |
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Markus Loose |
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Diplomarbeit
ps.gz (3.4 MB)
|
