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ORCIDChristian Mayr 0001
Christian Georg Mayr
Person information
- affiliation: Dresden University of Technology, Institute of Circuits and Systems, Germany
Other persons with the same name
- Christian Mayr 0002 — University of Innsbruck, Innsbruck, Austria
- Christian Mayr 0003 — Elektronische Fahrwerksysteme GmbH, Gaimersheim, Germany
- Christian Mayr 0004 — Hensoldt Optronics GmbH, Germany (and 1 more)
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2020 – today
- 2024
[j27]Helmuth Morath
, Xin An, Matthias Jobst, Mengqi Cui, Jens Wagner, Christian Mayr, Frank Ellinger:
Designing a Power and Speed Adaptive 60 GHz Receiver in 22 nm FD-SOI CMOS for Tactile Internet Applications. IEEE Access 12: 153409-153420 (2024)- [j26]Eslam Hussein, Bernd Waschneck, Christian Mayr:
Automating application-driven customization of ASIPs: A survey. J. Syst. Archit. 148: 103080 (2024) - [c77]Shreya Kshirasagar, Benjamin Cramer, Andre Guntoro, Christian Mayr:
Auditory Anomaly Detection using Recurrent Spiking Neural Networks. AICAS 2024: 278-281 - [c76]Khaleelulla Khan Nazeer, Mark Schöne, Rishav Mukherji, Bernhard Vogginger, Christian Mayr, David Kappel, Anand Subramoney:
Language Modeling on a SpiNNaker2 Neuromorphic Chip. AICAS 2024: 492-496 - [c75]Jiaxin Huang, Bernhard Vogginger, Florian Kelber, Hector A. Gonzalez, Klaus Knobloch, Christian Georg Mayr:
Fast Switching Serial and Parallel Paradigms of SNN Inference on Multi-Core Heterogeneous Neuromorphic Platform SpiNNaker2. ICONS 2024: 117-123 - [c74]Mark Schöne, Neeraj Mohan Sushma, Jingyue Zhuge, Christian Mayr, Anand Subramoney, David Kappel:
Scalable Event-by-Event Processing of Neuromorphic Sensory Signals with Deep State-Space Models. ICONS 2024: 124-131 - [c73]Rishav Mukherji, Mark Schöne, Khaleelulla Khan Nazeer, Christian Mayr, David Kappel, Anand Subramoney:
Weight Sparsity Complements Activity Sparsity in Neuromorphic Language Models. ICONS 2024: 132-139 - [c72]Hector A. Gonzalez, Marco Stolba, Bernhard Vogginger, Tim Rosmeisl, Chen Liu, Christian Mayr:
A Low-footprint FFT Accelerator for a RISC-V-based Multi-core DSP in FMCW Radars. ISCAS 2024: 1-5 - [c71]Chen Liu, Florian Kelber, Bernhard Vogginger, Christian Mayr:
CA-CFAR is Convolution: Fast Target Detection with Machine Learning Accelerator. MECO 2024: 1-6 - [i34]Hector A. Gonzalez, Jiaxin Huang, Florian Kelber, Khaleelulla Khan Nazeer, Tim Langer, Chen Liu, Matthias Lohrmann, Amirhossein Rostami, Mark Schöne, Bernhard Vogginger, Timo C. Wunderlich, Yexin Yan, Mahmoud Akl, Christian Mayr:
SpiNNaker2: A Large-Scale Neuromorphic System for Event-Based and Asynchronous Machine Learning. CoRR abs/2401.04491 (2024) - [i33]Bernhard Vogginger, Amirhossein Rostami, Vaibhav Jain, Sirine Arfa, Andreas Hantsch, David Kappel, Michael Schäfer, Ulrike Faltings, Hector A. Gonzalez, Chen Liu, Christian Mayr:
Neuromorphic hardware for sustainable AI data centers. CoRR abs/2402.02521 (2024) - [i32]Mark Schöne, Neeraj Mohan Sushma, Jingyue Zhuge, Christian Mayr, Anand Subramoney, David Kappel:
Scalable Event-by-event Processing of Neuromorphic Sensory Signals With Deep State-Space Models. CoRR abs/2404.18508 (2024) - [i31]Rishav Mukherji, Mark Schöne, Khaleelulla Khan Nazeer, Christian Mayr, David Kappel, Anand Subramoney:
Weight Sparsity Complements Activity Sparsity in Neuromorphic Language Models. CoRR abs/2405.00433 (2024) - [i30]Zihao Chen, Zhili Xiao, Mahmoud Akl, Johannes Leugering, Omowuyi Olajide, Adil Malik, Nik Dennler, Chad Harper, Subhankar Bose, Hector A. Gonzalez, Jason Eshraghian, Riccardo Pignari, Gianvito Urgese, Andreas G. Andreou, Sadasivan Shankar, Christian Mayr, Gert Cauwenberghs, Shantanu Chakrabartty:
ON-OFF Neuromorphic ISING Machines using Fowler-Nordheim Annealers. CoRR abs/2406.05224 (2024) - [i29]Jiaxin Huang, Bernhard Vogginger, Florian Kelber, Hector A. Gonzalez, Klaus Knobloch, Christian Georg Mayr:
Fast Switching Serial and Parallel Paradigms of SNN Inference on Multi-core Heterogeneous Neuromorphic Platform SpiNNaker2. CoRR abs/2406.17049 (2024) - [i28]Mark Schöne, Yash Bhisikar, Karan Bania, Khaleelulla Khan Nazeer, Christian Mayr, Anand Subramoney, David Kappel:
STREAM: A Universal State-Space Model for Sparse Geometric Data. CoRR abs/2411.12603 (2024) - [i27]Gabriel Béna, Timo Wunderlich, Mahmoud Akl, Bernhard Vogginger, Christian Georg Mayr, Andres Gonzales Hector:
Event-based backpropagation on the neuromorphic platform SpiNNaker2. CoRR abs/2412.15021 (2024) - 2023
- [c70]Liyuan Guo, Matthias Jobst, Johannes Partzsch, Stefan Scholze, Andreas Dixius, Matthias Lohrmann, Seyed Mohammad Ali Zeinolabedin, Christian Mayr:
A Low-Power Hardware Accelerator of MFCC Extraction for Keyword Spotting in 22nm FDSOI. AICAS 2023: 1-5 - [c69]Jiaxin Huang, Florian Kelber, Bernhard Vogginger, Binyi Wu, Felix Kreutz, Pascal Gerhards, Daniel Scholz, Klaus Knobloch, Christian Georg Mayr:
Efficient Algorithms for Accelerating Spiking Neural Networks on MAC Array of SpiNNaker 2. AICAS 2023: 1-5 - [c68]Hector A. Gonzalez, Bernhard Vogginger, Chen Liu, Marco Stolba, Florian Kelber, Heiner Bauer, Stefan Hänzsche, Stefan Scholze, Marc Berthel, Tim Rosmeisl, Liyuan Guo, Dennis Walter, Piash Das, Khaleelulla Khan Nazeer, Tilo Schubert, Sebastian Höppner, Christian Mayr:
A 12-ADC 25-Core Smart MPSoC Using ABB in 22FDX for 77GHz MIMO Radars at 52.6mW Average Power. CICC 2023: 1-2 - [c67]Bernhard Vogginger, Florian Kelber, Shambhavi Balamuthu Sampath, Johannes Partzsch, Christian Mayr:
Performance models and energy-optimal scheduling of DNNs on many-core hardware with dynamic power management. CODAI 2023: 27-31 - [c66]Chen Liu, Matthias Jobst, Liyuan Guo, Xinyue Shi, Johannes Partzsch, Christian Mayr:
Deploying Machine Learning Models to Ahead-of-Time Runtime on Edge Using MicroTVM. CODAI 2023: 37-40 - [c65]Pascal Gerhards, Martin Weih, Jiaxin Huang, Klaus Knobloch, Christian Georg Mayr:
Hybrid Spiking and Artificial Neural Networks for Radar-Based Gesture Recognition. ICFSP 2023: 83-87 - [c64]Anand Subramoney, Khaleelulla Khan Nazeer, Mark Schöne, Christian Mayr, David Kappel:
Efficient recurrent architectures through activity sparsity and sparse back-propagation through time. ICLR 2023 - [c63]Heiner Bauer, Marco Stolba, Stefan Scholze, Dennis Walter, Christian Mayr, Alexander Oefelein, Sebastian Höppner, André Scharfe, Florian Schraut, Holger Eisenreich:
A RISC-V MCU with adaptive reverse body bias and ultra-low-power retention mode in 22 nm FD-SOI. ISOCC 2023: 67-68 - [c62]Liyuan Guo, Seyed Mohammad Ali Zeinolabedin, Franz Marcus Schüffny, Annika Weiße, Stefan Scholze, Richard George, Johannes Partzsch, Christian Mayr:
A 16-channel Real-time Adaptive Neural Signal Compression Engine in 22nm FDSOI. NEWCAS 2023: 1-5 - [c61]Franz Marcus Schüffny, Stefan Hänzsche, Stephan Henker, Seyed Mohammad Ali Zeinolabedin, Stefan Scholze, Sebastian Höppner, Richard Miru George, Christian Mayr:
A 3.3V Saturation-Aware Neurostimulator with Reset Functionality in 22 nm FDSOI. NEWCAS 2023: 1-5 - [c60]Marco Liess, Julian Demicoli, Tobias Tiedje, Matthias Lohrmann, Matthias Nickel, M. Luniak, Dimitrios A. Prousalis, Thomas Wild, Ronald Tetzlaff, Diana Göhringer, Christian Mayr, Karlheinz Bock, Sebastian Steinhorst, Andreas Herkersdorf:
X-MAPE: Extending 6G-Connected Self-Adaptive Systems with Reflexive Actions. NFV-SDN 2023: 163-167 - [i26]Jason Yik, Soikat Hasan Ahmed, Zergham Ahmed, Brian Anderson, Andreas G. Andreou, Chiara Bartolozzi, Arindam Basu, Douwe den Blanken, Petrut Bogdan, Sander M. Bohté, Younes Bouhadjar, Sonia M. Buckley, Gert Cauwenberghs, Federico Corradi, Guido de Croon, Andreea Danielescu, Anurag Reddy Daram, Mike Davies, Yigit Demirag, Jason Eshraghian, Jeremy Forest, Steve B. Furber, Michael Furlong, Aditya Gilra, Giacomo Indiveri, Siddharth Joshi, Vedant Karia, Lyes Khacef, James C. Knight, Laura Kriener, Rajkumar Kubendran, Dhireesha Kudithipudi, Gregor Lenz, Rajit Manohar, Christian Mayr, Konstantinos P. Michmizos, Dylan R. Muir, Emre Neftci, Thomas Nowotny, Fabrizio Ottati, Ayça Özcelikkale, Noah Pacik-Nelson, Priyadarshini Panda, Pao-Sheng Sun, Melika Payvand, Christian Pehle, Mihai A. Petrovici, Christoph Posch, Alpha Renner, Yulia Sandamirskaya, Clemens JS Schaefer, André van Schaik, Johannes Schemmel, Catherine D. Schuman, Jae-sun Seo, Sumit Bam Shrestha, Manolis Sifalakis, Amos Sironi, Kenneth Michael Stewart, Terrence C. Stewart, Philipp Stratmann, Guangzhi Tang, Jonathan Timcheck, Marian Verhelst, Craig M. Vineyard, Bernhard Vogginger, Amirreza Yousefzadeh, Biyan Zhou, Fatima Tuz Zohora, Charlotte Frenkel, Vijay Janapa Reddi:
NeuroBench: Advancing Neuromorphic Computing through Collaborative, Fair and Representative Benchmarking. CoRR abs/2304.04640 (2023) - [i25]Chen Liu, Matthias Jobst, Liyuan Guo, Xinyue Shi, Johannes Partzsch, Christian Mayr:
Deploying Machine Learning Models to Ahead-of-Time Runtime on Edge Using MicroTVM. CoRR abs/2304.04842 (2023) - [i24]David Kappel, Khaleelulla Khan Nazeer, Cabrel Teguemne Fokam, Christian Mayr, Anand Subramoney:
Block-local learning with probabilistic latent representations. CoRR abs/2305.14974 (2023) - [i23]Heiner Bauer, Marco Stolba, Stefan Scholze, Dennis Walter, Christian Mayr, Alexander Oefelein, Sebastian Höppner, André Scharfe, Florian Schraut, Holger Eisenreich:
A RISC-V MCU with adaptive reverse body bias and ultra-low-power retention mode in 22 nm FD-SOI. CoRR abs/2310.09094 (2023) - [i22]Rishav Mukherji, Mark Schöne, Khaleelulla Khan Nazeer, Christian Mayr, Anand Subramoney:
Activity Sparsity Complements Weight Sparsity for Efficient RNN Inference. CoRR abs/2311.07625 (2023) - [i21]Khaleelulla Khan Nazeer, Mark Schöne, Rishav Mukherji, Christian Mayr, David Kappel, Anand Subramoney:
Language Modeling on a SpiNNaker 2 Neuromorphic Chip. CoRR abs/2312.09084 (2023) - 2022
- [j25]Binyi Wu, Bernd Waschneck, Christian Georg Mayr:
Convolutional Neural Networks Quantization with Double-Stage Squeeze-and-Threshold. Int. J. Neural Syst. 32(12): 2250051:1-2250051:13 (2022) - [j24]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:
The operating system of the neuromorphic BrainScaleS-1 system. Neurocomputing 501: 790-810 (2022) - [j23]Seyed Mohammad Ali Zeinolabedin, Franz Marcus Schüffny, Richard George, Florian Kelber, Heiner Bauer, Stefan Scholze, Stefan Hänzsche, Marco Stolba, Andreas Dixius, Georg Ellguth, Dennis Walter, Sebastian Höppner, Christian Mayr:
A 16-Channel Fully Configurable Neural SoC With 1.52 $\mu$W/Ch Signal Acquisition, 2.79 $\mu$W/Ch Real-Time Spike Classifier, and 1.79 TOPS/W Deep Neural Network Accelerator in 22 nm FDSOI. IEEE Trans. Biomed. Circuits Syst. 16(1): 94-107 (2022) - [j22]Javier López-Randulfe, Nico Reeb, Negin Karimi, Chen Liu, Hector A. Gonzalez, Robin Dietrich, Bernhard Vogginger, Christian Mayr, Alois C. Knoll:
Time-Coded Spiking Fourier Transform in Neuromorphic Hardware. IEEE Trans. Computers 71(11): 2792-2802 (2022) - [j21]Franz Marcus Schüffny, Sebastian Höppner, Stefan Hänzsche, Richard Miru George, Seyed Mohammad Ali Zeinolabedin, Christian Mayr:
An Ultra-Low Area Digital-Assisted Neuro Recording System in 22nm FDSOI Technology. IEEE Trans. Circuits Syst. II Express Briefs 69(3): 739-743 (2022) - [c59]Matthias Jobst, Johannes Partzsch, Chen Liu, Liyuan Guo, Dennis Walter, Saif-Ur Rehman, Stefan Scholze, Sebastian Höppner, Christian Mayr:
ZEN: A flexible energy-efficient hardware classifier exploiting temporal sparsity in ECG data. AICAS 2022: 214-217 - [c58]Jiaxin Huang, Bernhard Vogginger, Pascal Gerhards, Felix Kreutz, Florian Kelber, Daniel Scholz, Klaus Knobloch, Christian Georg Mayr:
Real-time Radar Gesture Classification with Spiking Neural Network on SpiNNaker 2 Prototype. AICAS 2022: 362-365 - [c57]Jiaxin Huang, Pascal Gerhards, Felix Kreutz, Bernhard Vogginger, Florian Kelber, Daniel Scholz, Klaus Knobloch, Christian Georg Mayr:
Spiking Neural Network based Real-time Radar Gesture Recognition Live Demonstration. AICAS 2022: 500 - [c56]Shengpeng Guo, Liyuan Guo, Seyed Mohammad Ali Zeinolabedin, Christian Mayr:
Various Distance Metrics Evaluation on Neural Spike Classification. BioCAS 2022: 554-558 - [c55]Binyi Wu, Wolfgang Furtner, Bernd Waschneck, Christian Mayr:
Industry-track: Towards Agile Design of Neural Processing Unit. CODES+ISSS 2022: 17-20 - [c54]Wolfgang Ecker, Peer Adelt, Wolfgang Müller, Reinhold Heckmann, Milos Krstic, Vladimir Herdt, Rolf Drechsler, Gerhard Angst, Ralf Wimmer, Andreas Mauderer, Rafael Stahl, Karsten Emrich, Daniel Mueller-Gritschneder, Bernd Becker, Philipp Scholl, Eyck Jentzsch, Jan Schlamelcher, Kim Grüttner, Paul Palomero Bernardo, Oliver Bringmann, Mihaela Damian, Julian Oppermann, Andreas Koch, Jörg Bormann, Johannes Partzsch, Christian Mayr, Wolfgang Kunz:
The Scale4Edge RISC-V Ecosystem. DATE 2022: 808-813 - [c53]Binyi Wu, Bernd Waschneck, Christian Mayr:
Neural Architecture Search for Low-Precision Neural Networks. ICANN (4) 2022: 743-755 - [c52]Pascal Gerhards, Felix Kreutz, Klaus Knobloch, Christian Georg Mayr:
Radar-Based Gesture Recognition with Spiking Neural Networks. ICFSP 2022: 40-44 - [c51]Binyi Wu, Wolfgang Furtner, Bernd Waschneck, Christian Mayr:
Prototyping of Low-Cost Configurable Sparse Neural Processing Unit with Buffer and Mixed-Precision Reshapeable MAC Array. ICPADS 2022: 712-719 - [c50]Tim Langer, Bernd Waschneck, Johannes Partzsch, Florian Kelber, Christian Mayr:
Hardware-Efficient Ultrasonic Entrance Counting: Comparing Different Machine Learning Approaches. ICPR 2022: 755-761 - [c49]Daniel Scholz, Florian Hauer, Klaus Knobloch, Christian Mayr:
Improvement of Rejection for AI Safety through Loss-Based Monitoring. AISafety@IJCAI 2022 - [c48]Mattis Hasler, Sebastian Haas, Robert Wittig, Stefan Scholze, Andreas Dixius, Sebastian Höppner, Gerhard P. Fettweis, Christian Mayr:
A Random Linear Network Coding Platform MPSoC Designed in 22nm FDSOI. ISVLSI 2022: 217-222 - [c47]Franz Marcus Schüffny, Stefan Hänzsche, Marc Berthel, Seyed Mohammad Ali Zeinolabedin, Stefan Scholze, Sebastian Höppner, Richard Miru George, Christian Mayr:
A Single Battery Supply Power Concept for a Neuro Recording and Flexible Processing Chain in 22 nm. NorCAS 2022: 1-5 - [c46]Franz Marcus Schüffny, Sebastian Höppner, Seyed Mohammad Ali Zeinolabedin, Richard Miru George, Christian Mayr:
How to design an input stage for neural recording system in 22 nm FDSOI. PRIME 2022: 297-300 - [i20]Javier López-Randulfe, Nico Reeb, Negin Karimi, Chen Liu, Hector A. Gonzalez, Robin Dietrich, Bernhard Vogginger, Christian Mayr, Alois C. Knoll:
Time-coded Spiking Fourier Transform in Neuromorphic Hardware. CoRR abs/2202.12650 (2022) - [i19]Anand Subramoney, Khaleelulla Khan Nazeer, Mark Schöne, Christian Mayr, David Kappel:
EGRU: Event-based GRU for activity-sparse inference and learning. CoRR abs/2206.06178 (2022) - [i18]Binyi Wu, Bernd Waschneck, Christian Georg Mayr:
Convolutional Neural Networks Quantization with Attention. CoRR abs/2209.15317 (2022) - 2021
- [j20]Seyed Mohammad Ali Zeinolabedin, Johannes Partzsch, Christian Mayr:
Real-time Hardware Implementation of ARM CoreSight Trace Decoder. IEEE Des. Test 38(1): 69-77 (2021) - [j19]Yexin Yan, Terrence C. Stewart, Xuan Choo, Bernhard Vogginger, Johannes Partzsch, Sebastian Höppner, Florian Kelber, Chris Eliasmith, Steve B. Furber, Christian Mayr:
Comparing Loihi with a SpiNNaker 2 prototype on low-latency keyword spotting and adaptive robotic control. Neuromorph. Comput. Eng. 1(1): 14002 (2021) - [j18]Marcel Jotschke, Peter Reichel, Wilmar Carvajal Ossa, Jeongwook Koh, Torsten Reich, Christian Mayr:
Flexible Multi-Channel Analog-Frontend for Ultra-Low Power Environmental Sensing. IEEE Open J. Circuits Syst. 2: 445-456 (2021) - [j17]Hector A. Gonzalez, Richard George, Shahzad Muzaffar, Javier Acevedo, Sebastian Höppner, Christian Mayr, Jerald Yoo, Frank H. P. Fitzek, Ibrahim M. Elfadel:
Hardware Acceleration of EEG-Based Emotion Classification Systems: A Comprehensive Survey. IEEE Trans. Biomed. Circuits Syst. 15(3): 412-442 (2021) - [j16]Heiner Bauer, Sebastian Höppner, Chris Paul Iatrou, Zohra Charania, Stephan Hartmann, Saif-Ur Rehman, Andreas Dixius, Georg Ellguth, Dennis Walter, Johannes Uhlig, Felix Neumärker, Marc Berthel, Marco Stolba, Florian Kelber, Leon Urbas, Christian Mayr:
Hardware Implementation of an OPC UA Server for Industrial Field Devices. IEEE Trans. Very Large Scale Integr. Syst. 29(11): 1998-2002 (2021) - [c45]Qier Ma, Liyuan Guo, Seyed Mohammad Ali Zeinolabedin, Christian Mayr:
Ultra-low Power and Area-efficient Hardware Accelerator for Adaptive Neural Signal Compression. BioCAS 2021: 1-4 - [c44]Seyed Mohammad Ali Zeinolabedin, Johannes Partzsch, Christian Mayr:
Analyzing ARM CoreSight ETMv4.x Data Trace Stream with a Real-time Hardware Accelerator. DATE 2021: 1606-1609 - [c43]Binyi Wu, Bernd Waschneck, Christian Mayr:
Squeeze-and-Threshold Based Quantization for Low-Precision Neural Networks. EANN 2021: 232-243 - [c42]Felix Kreutz, Pascal Gerhards, Bernhard Vogginger, Klaus Knobloch, Christian Georg Mayr:
Applied Spiking Neural Networks for Radar-based Gesture Recognition. EBCCSP 2021: 1-4 - [c41]Vasilis N. Thanasoulis, Bernhard Vogginger, Johannes Partzsch, Christian Mayr:
Delay-Based Neural Computation: Pulse Routing Architecture and Benchmark Application in FPGA. ICECS 2021: 1-5 - [c40]Zohra Charania, Chris Paul Iatrou, Valentin Khaydarov, Richard Jacob, Robert Wittig, Heiner Bauer, Sebastian Höppner, René Bachmann, Philipp Bauer, Hendrik Deckert, Christian Mayr, Gerhard P. Fettweis, Leon Urbas:
Opportunities For A Hardware-Based OPC UA Server Implementation In Industry 4.0. IECON 2021: 1-6 - [c39]Hector A. Gonzalez, Florian Kelber, Marco Stolba, Chen Liu, Bernhard Vogginger, Stefan Hänzsche, Stefan Scholze, Sebastian Höppner, Christian Mayr:
Ultra-High Compression of Twiddle Factor ROMs in Multi-Core DSP for FMCW Radars. ISCAS 2021: 1-5 - [c38]Marcel Jotschke, Gokulkumar Palanisamy, Wilmar Carvajal Ossa, Harsha Prabakaran, Jeongwook Koh, Matthias Kuhl, Wolfgang H. Krautschneider, Torsten Reich, Christian Mayr:
Low Power CMOS Thyristor-Based Relaxation Oscillator with Efficient Current Compensation. NorCAS 2021: 1-5 - [c37]Chen Liu, Hector A. Gonzalez, Bernhard Vogginger, Christian Georg Mayr:
Phase-based Doppler Disambiguation in TDM and BPM MIMO FMCW Radars. RWS 2021: 87-90 - [i17]Sebastian Höppner, Yexin Yan, Andreas Dixius, Stefan Scholze, Johannes Partzsch, Marco Stolba, Florian Kelber, Bernhard Vogginger, Felix Neumärker, Georg Ellguth, Stephan Hartmann, Stefan Schiefer, Thomas Hocker, Dennis Walter, Gengting Liu, Jim D. Garside, Steve B. Furber, Christian Mayr:
The SpiNNaker 2 Processing Element Architecture for Hybrid Digital Neuromorphic Computing. CoRR abs/2103.08392 (2021) - [i16]Heiner Bauer, Sebastian Höppner, Chris Paul Iatrou, Zohra Charania, Stephan Hartmann, Saif-Ur Rehman, Andreas Dixius, Georg Ellguth, Dennis Walter, Johannes Uhlig, Felix Neumärker, Marc Berthel, Marco Stolba, Florian Kelber, Leon Urbas, Christian Mayr:
Hardware Implementation of an OPC UA Server for Industrial Field Devices. CoRR abs/2105.00789 (2021) - 2020
- [j15]Andreas Voigt, Jörg Schreiter, Philipp Frank, Cesare Pini, Christian Mayr, Andreas Richter:
Method for the Computer-Aided Schematic Design and Simulation of Hydrogel-Based Microfluidic Systems. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 39(8): 1635-1648 (2020) - [j14]Johannes Partzsch, Christian Mayr, Massimiliano Giulioni, Marko Noack, Stefan Hänzsche, Stefan Scholze, Sebastian Höppner, Paolo Del Giudice, René Schüffny:
Mean Field Approach for Configuring Population Dynamics on a Biohybrid Neuromorphic System. J. Signal Process. Syst. 92(11): 1303-1321 (2020) - [c36]Matthias Jobst, Chen Liu, Johannes Partzsch, Yexin Yan, David Kappel, Hector A. Gonzalez, Yue Ji, Bernhard Vogginger, Christian Mayr:
Event-based Neural Network for ECG Classification with Delta Encoding and Early Stopping. EBCCSP 2020: 1-4 - [c35]Florian Kelber, Binyi Wu, Bernhard Vogginger, Johannes Partzsch, Chen Liu, Marco Stolba, Christian Mayr:
Mapping Deep Neural Networks on SpiNNaker2. NICE 2020: 18:1-18:3 - [c34]Marcel Jotschke, Wilmar Carvajal Ossa, Torsten Reich, Christian Mayr:
A 10.5µW programmable SAR ADC Frontend with SC Preamplifier for Low-Power IoT Sensor Nodes. WF-IoT 2020: 1-6 - [i15]Eric Müller, Sebastian Schmitt, Christian Mauch, Sebastian Billaudelle, Andreas Grübl, Maurice Güttler, Dan Husmann de Oliveira, 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:
The Operating System of the Neuromorphic BrainScaleS-1 System. CoRR abs/2003.13749 (2020) - [i14]Yexin Yan, Terrence C. Stewart, Xuan Choo, Bernhard Vogginger, Johannes Partzsch, Sebastian Höppner, Florian Kelber, Chris Eliasmith, Steve B. Furber, Christian Mayr:
Low-Power Low-Latency Keyword Spotting and Adaptive Control with a SpiNNaker 2 Prototype and Comparison with Loihi. CoRR abs/2009.08921 (2020)
2010 – 2019
- 2019
- [j13]Yexin Yan, David Kappel, Felix Neumärker, Johannes Partzsch, Bernhard Vogginger, Sebastian Höppner, Steve B. Furber, Wolfgang Maass, Robert Legenstein, Christian Mayr:
Efficient Reward-Based Structural Plasticity on a SpiNNaker 2 Prototype. IEEE Trans. Biomed. Circuits Syst. 13(3): 579-591 (2019) - [j12]Sebastian Höppner, Bernhard Vogginger, Yexin Yan, Andreas Dixius, Stefan Scholze, Johannes Partzsch, Felix Neumärker, Stephan Hartmann, Stefan Schiefer, Georg Ellguth, Love Cederstroem, Luis A. Plana, Jim D. Garside, Steve B. Furber, Christian Mayr:
Dynamic Power Management for Neuromorphic Many-Core Systems. IEEE Trans. Circuits Syst. I Regul. Pap. 66-I(8): 2973-2986 (2019) - [c33]Florian Schraut, Holger Eisenreich, Sebastian Höppner, Christian Mayr:
A Fast Lock-In Ultra Low-Voltage ADPLL Clock Generator with Adaptive Body Biasing in 22nm FDSOI Technology. ISCAS 2019: 1-5 - [c32]Franz Marcus Schüffny, Sebastian Höppner, Alexander Oefelein, Christian Mayr:
A Multi-Bit PFD Architecture for ADPLLs with Built-In Jitter Self-Calibration. ISCAS 2019: 1-5 - [c31]Florian Protze, Martin Kreißig, Frank Ellinger, Sebastian Höppner, Stephan Hartmann, Stefan Hänzsche, Stefan Scholze, Georg Ellguth, Christian Mayr:
Performance Analysis of a Comparator Based Mixed-Signal Control Loop in 28 nm CMOS. VLSI-SoC 2019: 155-158 - [i13]Yexin Yan, David Kappel, Felix Neumärker, Johannes Partzsch, Bernhard Vogginger, Sebastian Höppner, Steve B. Furber, Wolfgang Maass, Robert Legenstein, Christian Mayr:
Efficient Reward-Based Structural Plasticity on a SpiNNaker 2 Prototype. CoRR abs/1903.08500 (2019) - [i12]Sebastian Höppner, Bernhard Vogginger, Yexin Yan, Andreas Dixius, Stefan Scholze, Johannes Partzsch, Felix Neumaerker, Stephan Hartmann, Stefan Schiefer, Georg Ellguth, Love Cederstroem, Luis A. Plana, Jim D. Garside, Steve B. Furber, Christian Mayr:
Dynamic Power Management for Neuromorphic Many-Core Systems. CoRR abs/1903.08941 (2019) - [i11]Johannes Partzsch, Christian Mayr, Massimiliano Giulioni, Marko Noack, Stefan Hänzsche, Stefan Scholze, Sebastian Höppner, Paolo Del Giudice, René Schüffny:
Mean Field Approach for Configuring Population Dynamics on a Biohybrid Neuromorphic System. CoRR abs/1904.10389 (2019) - [i10]Christian Mayr, Sebastian Höppner, Steve B. Furber:
SpiNNaker 2: A 10 Million Core Processor System for Brain Simulation and Machine Learning. CoRR abs/1911.02385 (2019) - 2018
- [c30]Shubham Rai, Ansh Rupani, Dennis Walter, Michael Raitza, Andre Heinzig, Tim Baldauf, Jens Trommer, Christian Mayr, Walter M. Weber, Akash Kumar:
A physical synthesis flow for early technology evaluation of silicon nanowire based reconfigurable FETs. DATE 2018: 605-608 - 2017
- [j11]Sebastian Haas, Stefan Scholze, Sebastian Höppner, Annett Ungethüm, Christian Mayr, René Schüffny, Wolfgang Lehner, Gerhard P. Fettweis:
Application-specific architectures for energy-efficient database query processing and optimization. Microprocess. Microsystems 55: 119-130 (2017) - [c29]Sebastian Haas, Tobias Seifert, Benedikt Nöthen, Stefan Scholze, Sebastian Höppner, Andreas Dixius, Esther Pérez Adeva, Thomas R. Augustin, Friedrich Pauls, Sadia Moriam, Mattis Hasler, Erik Fischer, Yong Chen, Emil Matús, Georg Ellguth, Stephan Hartmann, Stefan Schiefer, Love Cederström, Dennis Walter, Stephan Henker, Stefan Hänzsche, Johannes Uhlig, Holger Eisenreich, Stefan Weithoffer, Norbert Wehn, René Schüffny, Christian Mayr, Gerhard P. Fettweis:
A Heterogeneous SDR MPSoC in 28 nm CMOS for Low-Latency Wireless Applications. DAC 2017: 47:1-47:6 - [c28]Sebastian Schmitt, Johann Klähn, Guillaume Bellec, Andreas Grübl, Maurice Güttler, Andreas Hartel, Stephan Hartmann, Dan Husmann de Oliveira, Kai Husmann, Sebastian Jeltsch, Vitali Karasenko, Mitja Kleider, Christoph Koke, Alexander Kononov, Christian Mauch, Eric Müller, Paul Müller, Johannes Partzsch, Mihai A. Petrovici, Stefan Schiefer, Stefan Scholze, Vasilis N. Thanasoulis, Bernhard Vogginger, Robert Legenstein, Wolfgang Maass, Christian Mayr, René Schüffny, Johannes Schemmel, Karlheinz Meier:
Neuromorphic hardware in the loop: Training a deep spiking network on the BrainScaleS wafer-scale system. IJCNN 2017: 2227-2234 - [c27]Sebastian Höppner, Yexin Yan, Bernhard Vogginger, Andreas Dixius, Johannes Partzsch, Prateek Joshi, Felix Neumärker, Stephan Hartmann, Stefan Schiefer, Stefan Scholze, Georg Ellguth, Love Cederstroem, Matthias Eberlein, Christian Mayr, Steve Temple, Luis A. Plana, Jim D. Garside, Simon Davidson, David R. Lester, Steve B. Furber:
Live demonstration: Dynamic voltage and frequency scaling for neuromorphic many-core systems. ISCAS 2017: 1 - [c26]Sebastian Höppner, Yexin Yan, Bernhard Vogginger, Andreas Dixius, Johannes Partzsch, Felix Neumärker, Stephan Hartmann, Stefan Schiefer, Stefan Scholze, Georg Ellguth, Love Cederstroem, Matthias Eberlein, Christian Mayr, Steve Temple, Luis A. Plana, Jim D. Garside, Simon Davidson, David R. Lester, Steve B. Furber:
Dynamic voltage and frequency scaling for neuromorphic many-core systems. ISCAS 2017: 1-4 - [c25]Johannes Partzsch, Sebastian Höppner, Matthias Eberlein, René Schüffny, Christian Mayr, David R. Lester, Steve B. Furber:
A fixed point exponential function accelerator for a neuromorphic many-core system. ISCAS 2017: 1-4 - [c24]Mihai A. Petrovici, Sebastian Schmitt, Johann Klähn, Robert D. St. Louis, Anna Schroeder, Guillaume Bellec, Johannes Bill, Oliver Breitwieser, Ilja Bytschok, Andreas Grübl, Maurice Güttler, Andreas Hartel, Stephan Hartmann, Dan Husmann de Oliveira, 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 N. Thanasoulis, Bernhard Vogginger, Robert Legenstein, Wolfgang Maass, René Schüffny, Christian Mayr, Johannes Schemmel, Karlheinz Meier:
Pattern representation and recognition with accelerated analog neuromorphic systems. ISCAS 2017: 1-4 - [c23]Heiner Bauer, Sebastian Höppner, Johannes Partzsch, Dennis Walter, Christian Mayr, Florian Schraut, Holger Eisenreich:
Exploration of FPGA architectures for tight coupled accelerators in a 22nm FDSOI technology. NORCAS 2017: 1-6 - [i9]Sebastian Schmitt, Johann Klaehn, Guillaume Bellec, Andreas Grübl, Maurice Guettler, Andreas Hartel, Stephan Hartmann, Dan Husmann de Oliveira, Kai Husmann, Vitali Karasenko, Mitja Kleider, Christoph Koke, Christian Mauch, Eric Müller, Paul Müller, Johannes Partzsch, Mihai A. Petrovici, Stefan Schiefer, Stefan Scholze, Bernhard Vogginger, Robert Legenstein, Wolfgang Maass, Christian Mayr, Johannes Schemmel, Karlheinz Meier:
Neuromorphic Hardware In The Loop: Training a Deep Spiking Network on the BrainScaleS Wafer-Scale System. CoRR abs/1703.01909 (2017) - [i8]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 de Oliveira, Kai Husmann, Sebastian Jeltsch, Vitali Karasenko, Mitja Kleider, Christoph Koke, Alexander Kononov, Christian Mauch, Paul Müller, Johannes Partzsch, Thomas Pfeil, Stefan Schiefer, Stefan Scholze, Anand Subramoney, Vasilis N. Thanasoulis, Bernhard Vogginger, Robert Legenstein, Wolfgang Maass, René Schüffny, Christian Mayr, Johannes Schemmel, Karlheinz Meier:
Pattern representation and recognition with accelerated analog neuromorphic systems. CoRR abs/1703.06043 (2017) - [i7]Alexantrou Serb, Andrea Corna, Richard George, Ali Khiat, Federico Rocchi, Marco Reato, Marta Maschietto, Christian Mayr, Giacomo Indiveri, Stefano Vassanelli, Themistoklis Prodromakis:
A geographically distributed bio-hybrid neural network with memristive plasticity. CoRR abs/1709.04179 (2017) - 2016
- [j10]Christian Mayr, Johannes Partzsch, Marko Noack, Stefan Hänzsche, Stefan Scholze, Sebastian Höppner, Georg Ellguth, René Schüffny:
A Biological-Realtime Neuromorphic System in 28 nm CMOS Using Low-Leakage Switched Capacitor Circuits. IEEE Trans. Biomed. Circuits Syst. 10(1): 243-254 (2016) - [j9]Sebastian Höppner, Johannes Partzsch, Johannes Neumann, René Schüffny, Christian Mayr:
A Calibration Technique for Bang-Bang ADPLLs Using Jitter Distribution Monitoring. IEEE Trans. Very Large Scale Integr. Syst. 24(12): 3548-3552 (2016) - [c22]Sebastian Haas, Oliver Arnold, Benedikt Nöthen, Stefan Scholze, Georg Ellguth, Andreas Dixius, Sebastian Höppner, Stefan Schiefer, Stephan Hartmann, Stephan Henker, Thomas Hocker, Jörg Schreiter, Holger Eisenreich, Jens-Uwe Schlüßler, Dennis Walter, Tobias Seifert, Friedrich Pauls, Mattis Hasler, Yong Chen, Hermann Hensel, Sadia Moriam, Emil Matús, Christian Mayr, René Schüffny, Gerhard P. Fettweis:
An MPSoC for energy-efficient database query processing. DAC 2016: 112:1-112:6 - [c21]Hesham Mostafa, Christian Mayr, Giacomo Indiveri:
Beyond spike-timing dependent plasticity in memristor crossbar arrays. ISCAS 2016: 926-929 - [c20]Sebastian Haas, Oliver Arnold, Stefan Scholze, Sebastian Höppner, Georg Ellguth, Andreas Dixius, Annett Ungethüm, Eric Mier, Benedikt Noethen, Emil Matús, Stefan Schiefer, Love Cederstroem, Fabian Pilz, Christian Mayr, René Schüffny, Wolfgang Lehner, Gerhard P. Fettweis:
A database accelerator for energy-efficient query processing and optimization. NORCAS 2016: 1-5 - [c19]Felix Neumärker, Sebastian Höppner, Andreas Dixius, Christian Mayr:
True random number generation from bang-bang ADPLL jitter. NORCAS 2016: 1-5 - 2015
- [c18]Richard George, Christian Mayr, Giacomo Indiveri, Stefano Vassanelli:
Event-based softcore processor in a biohybrid setup applied to structural plasticity. EBCCSP 2015: 1-4 - 2014
- [c17]Marko Noack, Markus Krause, Christian Mayr, Johannes Partzsch, René Schüffny:
VLSI implementation of a conductance-based multi-synapse using switched-capacitor circuits. ISCAS 2014: 850-853 - [i6]Christian Mayr, René Schüffny:
Applying Spiking Neural Nets to Noise Shaping. CoRR abs/1408.1938 (2014) - [i5]Christian Mayr, René Schüffny:
Neighborhood Rank Order Coding for Robust Texture Analysis and Feature Extraction. CoRR abs/1408.1984 (2014) - [i4]Christian Mayr, Arne Heittmann, René Schüffny:
Gabor-like Image Filtering using a Neural Microcircuit. CoRR abs/1408.1986 (2014) - [i3]Christian Mayr, Michael Schultz, Marko Noack, Stephan Henker, Johannes Partzsch, René Schüffny:
OTA based 200 GΩ resistance on 700 μm2 in 180 nm CMOS for neuromorphic applications. CoRR abs/1409.0171 (2014) - [i2]Christian Mayr, Johannes Partzsch, Marko Noack, Stefan Hänzsche, Stefan Scholze, Sebastian Höppner, Georg Ellguth, René Schüffny:
A Biological-Realtime Neuromorphic System in 28 nm CMOS using Low-Leakage Switched Capacitor Circuits. CoRR abs/1412.3233 (2014) - [i1]Marko Noack, Johannes Partzsch, Christian Mayr, Stefan Hänzsche, Stefan Scholze, Sebastian Höppner, Georg Ellguth, René Schüffny:
Switched-Capacitor Realization of Presynaptic Short-Term-Plasticity and Stop-Learning Synapses in 28 nm CMOS. CoRR abs/1412.3243 (2014) - 2013
- [c16]Johannes Partzsch, Christian Mayr, Bernhard Vogginger, René Schüffny, Alexander D. Rast, Luis A. Plana, Steve B. Furber:
Live demonstration: Ethernet communication linking two large-scale neuromorphic systems. ECCTD 2013: 1 - [c15]Alexander D. Rast, Johannes Partzsch, Christian Mayr, Johannes Schemmel, Stefan Hartmann, Luis A. Plana, Steve Temple, David R. Lester, René Schüffny, Steve B. Furber:
A location-independent direct link neuromorphic interface. IJCNN 2013: 1-8 - [c14]Christian Mayr, Johannes Partzsch, Marko Noack, René Schüffny:
Live demonstration: Multiple-timescale plasticity in a neuromorphic system. ISCAS 2013: 666-670 - [c13]Love Cederstroem, Paul Stärke, Christian Mayr, Yao Shuai, Heidemarie Schmidt, René Schüffny:
A model based comparison of BiFeO3 device applicability in neuromorphic hardware. ISCAS 2013: 2323-2326 - 2012
- [j8]Stefan Scholze, Holger Eisenreich, Sebastian Höppner, Georg Ellguth, Stephan Henker, Mario Ander, Stefan Hänzsche, Johannes Partzsch, Christian Mayr, René Schüffny:
A 32 GBit/s communication SoC for a waferscale neuromorphic system. Integr. 45(1): 61-75 (2012) - [c12]Vasilis N. Thanasoulis, Johannes Partzsch, Bernhard Vogginger, Christian Mayr, René Schüffny:
Long-term pulse stimulation and recording in an accelerated neuromorphic system. ICECS 2012: 590-592 - [c11]Vasilis N. Thanasoulis, Johannes Partzsch, Stephan Hartmann, Christian Mayr, René Schüffny:
Dedicated FPGA communication architecture and design for a large-scale neuromorphic system. ICECS 2012: 877-880 - [c10]Johannes Schemmel, Andreas Grübl, Stephan Hartmann, Alexander Kononov, Christian Mayr, Karlheinz Meier, Sebastian Millner, Johannes Partzsch, Stefan Schiefer, Stefan Scholze, René Schüffny, Marc-Olivier Schwartz:
Live demonstration: A scaled-down version of the BrainScaleS wafer-scale neuromorphic system. ISCAS 2012: 702 - [c9]Christian Mayr, Paul Stärke, Johannes Partzsch, René Schüffny, Love Cederstroem, Yao Shuai, Nan Du, Heidemarie Schmidt:
Waveform Driven Plasticity in BiFeO3 Memristive Devices: Model and Implementation. NIPS 2012: 1709-1717 - 2011
- [j7]Daniel Brüderle, Mihai A. Petrovici, Bernhard Vogginger, Matthias Ehrlich, Thomas Pfeil, Sebastian Millner, Andreas Grübl, Karsten Wendt, Eric Müller, Marc-Olivier Schwartz, Dan Husmann de Oliveira, Sebastian Jeltsch, Johannes Fieres, Moritz Schilling, Paul Müller, Oliver Breitwieser, Venelin Petkov, Lyle Muller, Andrew P. Davison, Pradeep Krishnamurthy, Jens Kremkow, Mikael Lundqvist, Eilif Mueller, Johannes Partzsch, Stefan Scholze, Lukas Zühl, Christian Mayr, Alain Destexhe, Markus Diesmann, Tobias C. Potjans, Anders Lansner, René Schüffny, Johannes Schemmel, Karlheinz Meier:
A comprehensive workflow for general-purpose neural modeling with highly configurable neuromorphic hardware systems. Biol. Cybern. 104(4-5): 263-296 (2011) - [c8]Marko Noack, Christian Mayr, Johannes Partzsch, René Schüffny:
Synapse dynamics in CMOS derived from a model of neurotransmitter release. ECCTD 2011: 198-201 - [c7]Stefan Schiefer, Stephan Hartmann, Stefan Scholze, Johannes Partzsch, Christian Mayr, Stephan Henker, René Schüffny:
Live demonstration: Packet-based AER with 3Gevent/s cumulative throughput. ISCAS 2011: 1988 - 2010
- [c6]Christian Mayr, Johannes Partzsch, René Schüffny:
A critique of BCM behavior verification for STDP-type plasticity models. ESANN 2010 - [c5]Stephan Hartmann, Stefan Schiefer, Stefan Scholze, Johannes Partzsch, Christian Mayr, Stephan Henker, René Schüffny:
Highly integrated packet-based AER communication infrastructure with 3Gevent/S throughput. ICECS 2010: 950-953 - [c4]Christian Mayr, Marko Noack, Johannes Partzsch, René Schüffny:
Replicating experimental spike and rate based neural learning in CMOS. ISCAS 2010: 105-108
2000 – 2009
- 2009
- [j6]Christian Mayr, Johannes Partzsch, René Schüffny:
On the Relation between Bursts and Dynamic Synapse Properties: A Modulation-Based Ansatz. Comput. Intell. Neurosci. 2009: 658474:1-658474:13 (2009) - [j5]Christian Mayr, Johannes Partzsch, René Schüffny:
Transient responses of activity-dependent synapses to modulated pulse trains. Neurocomputing 73(1-3): 99-105 (2009) - [j4]Holger Eisenreich, Christian Mayr, Stephan Henker, Michael Wickert, René Schüffny:
A novel ADPLL design using successive approximation frequency control. Microelectron. J. 40(11): 1613-1622 (2009) - [c3]Georg Ellguth, Stephan Henker, Christian Mayr, René Schüffny:
Current conveyor based amplifier and adaptive buffer for use in an analog frontend. ICECS 2009: 9-12 - 2008
- [b1]Christian Georg Mayr:
Untersuchungen zur Implementierung von Bildverarbeitungsalgorithmen mittels pulsgekoppelter neuronaler Netze. Dresden University of Technology, 2008, ISBN 978-3-940046-68-0, pp. 1-168 - [c2]Johannes Partzsch, Christian Mayr, René Schüffny:
BCM and Membrane Potential: Alternative Ways to Timing Dependent Plasticity. ICONIP (1) 2008: 137-144 - 2007
- [j3]Christian Georg Mayr, Andreas König:
Nearest Neighborhood Grayscale Operator for Hardware-Efficient Microscale Texture Extraction. EURASIP J. Adv. Signal Process. 2007 (2007) - [j2]Christian Mayr, Arne Heittmann, René Schüffny:
Gabor-Like Image Filtering Using a Neural Microcircuit. IEEE Trans. Neural Networks 18(3): 955-959 (2007) - [c1]Christian Mayr, René Schüffny:
Neighborhood Rank Order Coding for Robust Texture Analysis and Feature Extraction. HIS 2007: 290-301 - 2005
- [j1]Christian Mayr, René Schüffny:
Applying Spiking Neural Nets to Noise Shaping. IEICE Trans. Inf. Syst. 88-D(8): 1885-1892 (2005)
Coauthor Index
[c70] [c67] [c66] [c62] [i25] [j24] [c59] [c54] [c50] [j20] [j19] [c44] [c41] [i17] [j14] [c36] [c35] [i15] [i14] [j13] [j12] [i13] [i12] [i11] [c28] [c27] [c26] [c25] [c24] [c23] [i9] [i8] [j10] [j9] [c17] [i3] [i2] [i1] [c16] [c15] [c14] [j8] [c12] [c11] [c10] [c9] [j7] [c8] [c7] [c6] [c5] [c4] [j6] [j5] [c2]
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