Bernhard Vogginger

Orcid: 0000-0001-9042-5405

According to our database1, Bernhard Vogginger authored at least 39 papers between 2010 and 2024.

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Bibliography

2024
Neuromorphic hardware for sustainable AI data centers.
CoRR, 2024

SpiNNaker2: A Large-Scale Neuromorphic System for Event-Based and Asynchronous Machine Learning.
CoRR, 2024

CA-CFAR is Convolution: Fast Target Detection with Machine Learning Accelerator.
Proceedings of the 13th Mediterranean Conference on Embedded Computing, 2024

A Low-footprint FFT Accelerator for a RISC-V-based Multi-core DSP in FMCW Radars.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2024

Fast Switching Serial and Parallel Paradigms of SNN Inference on Multi-Core Heterogeneous Neuromorphic Platform SpiNNaker2.
Proceedings of the International Conference on Neuromorphic Systems, 2024

Language Modeling on a SpiNNaker2 Neuromorphic Chip.
Proceedings of the 6th IEEE International Conference on AI Circuits and Systems, 2024

2023
Neuromorphic Intermediate Representation: A Unified Instruction Set for Interoperable Brain-Inspired Computing.
CoRR, 2023

NeuroBench: Advancing Neuromorphic Computing through Collaborative, Fair and Representative Benchmarking.
CoRR, 2023

Performance models and energy-optimal scheduling of DNNs on many-core hardware with dynamic power management.
Proceedings of the 2023 Workshop on Compilers, Deployment, and Tooling for Edge AI, 2023

A 12-ADC 25-Core Smart MPSoC Using ABB in 22FDX for 77GHz MIMO Radars at 52.6mW Average Power.
Proceedings of the IEEE Custom Integrated Circuits Conference, 2023

Efficient Algorithms for Accelerating Spiking Neural Networks on MAC Array of SpiNNaker 2.
Proceedings of the 5th IEEE International Conference on Artificial Intelligence Circuits and Systems, 2023

2022
Time-Coded Spiking Fourier Transform in Neuromorphic Hardware.
IEEE Trans. Computers, 2022

The operating system of the neuromorphic BrainScaleS-1 system.
Neurocomputing, 2022

Real-time Radar Gesture Classification with Spiking Neural Network on SpiNNaker 2 Prototype.
Proceedings of the 4th IEEE International Conference on Artificial Intelligence Circuits and Systems, 2022

Spiking Neural Network based Real-time Radar Gesture Recognition Live Demonstration.
Proceedings of the 4th IEEE International Conference on Artificial Intelligence Circuits and Systems, 2022

2021
Comparing Loihi with a SpiNNaker 2 prototype on low-latency keyword spotting and adaptive robotic control.
Neuromorph. Comput. Eng., 2021

The SpiNNaker 2 Processing Element Architecture for Hybrid Digital Neuromorphic Computing.
CoRR, 2021

Phase-based Doppler Disambiguation in TDM and BPM MIMO FMCW Radars.
Proceedings of the IEEE Radio and Wireless Symposium, 2021

Ultra-High Compression of Twiddle Factor ROMs in Multi-Core DSP for FMCW Radars.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2021

Delay-Based Neural Computation: Pulse Routing Architecture and Benchmark Application in FPGA.
Proceedings of the 28th IEEE International Conference on Electronics, 2021

Applied Spiking Neural Networks for Radar-based Gesture Recognition.
Proceedings of the 7th International Conference on Event-Based Control, 2021

2020
Low-Power Low-Latency Keyword Spotting and Adaptive Control with a SpiNNaker 2 Prototype and Comparison with Loihi.
CoRR, 2020

Mapping Deep Neural Networks on SpiNNaker2.
Proceedings of the NICE '20: Neuro-inspired Computational Elements Workshop, 2020

Event-based Neural Network for ECG Classification with Delta Encoding and Early Stopping.
Proceedings of the 6th International Conference on Event-Based Control, 2020

2019
Dynamic Power Management for Neuromorphic Many-Core Systems.
IEEE Trans. Circuits Syst. I Regul. Pap., 2019

Efficient Reward-Based Structural Plasticity on a SpiNNaker 2 Prototype.
IEEE Trans. Biomed. Circuits Syst., 2019

2017
Neuromorphic Hardware In The Loop: Training a Deep Spiking Network on the BrainScaleS Wafer-Scale System.
CoRR, 2017

Pattern representation and recognition with accelerated analog neuromorphic systems.
CoRR, 2017



Live demonstration: Dynamic voltage and frequency scaling for neuromorphic many-core systems.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2017


2014
Bridging the gap between software simulation and emulation on neuromorphic hardware: An investigation of causes, effects and compensation of network-level anomalies in a mixed-signal waferscale neuromorphic modeling platform.
CoRR, 2014

A pulse communication flow ready for accelerated neuromorphic experiments.
Proceedings of the IEEE International Symposium on Circuits and Systemss, 2014

Configurable pulse routing architecture for accelerated multi-node neuromorphic systems.
Proceedings of the 21st IEEE International Conference on Electronics, Circuits and Systems, 2014

2013
Live demonstration: Ethernet communication linking two large-scale neuromorphic systems.
Proceedings of the 21st European Conference on Circuit Theory and Design, 2013

2012
Long-term pulse stimulation and recording in an accelerated neuromorphic system.
Proceedings of the 19th IEEE International Conference on Electronics, Circuits and Systems, 2012

2011
A comprehensive workflow for general-purpose neural modeling with highly configurable neuromorphic hardware systems.
Biol. Cybern., 2011

2010
A Software Framework for Mapping Neural Networks to a Wafer-scale Neuromorphic Hardware System.
Proceedings of the Artificial Neural Networks and Intelligent Information Processing, 2010


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