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Jonas Ney
Jonas Ney
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When massive GPU parallelism ain’t enough: A novel hardware architecture of 2D-LSTM neural network
V Rybalkin, J Ney, MK Tekleyohannes, N Wehn
ACM Transactions on Reconfigurable Technology and Systems (TRETS) 15 (1), 1-35, 2021
262021
HALF: Holistic auto machine learning for FPGAs
J Ney, D Loroch, V Rybalkin, N Weber, J Krüger, N Wehn
2021 31st International Conference on Field-Programmable Logic and …, 2021
132021
Fully-blind Neural Network Based Equalization for Severe Nonlinear Distortions in 112 Gbit/s Passive Optical Networks
V Lauinger, P Matalla, J Ney, N Wehn, S Randel, L Schmalen
2024 Optical Fiber Communications Conference and Exhibition (OFC), 1-3, 2024
92024
Embedded face recognition for personalized services in the assistive robotics
I Walter, J Ney, T Hotfilter, V Rybalkin, J Hoefer, N Wehn, J Becker
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2021
92021
From algorithm to implementation: Enabling high-throughput CNN-based equalization on FPGA for optical communications
J Ney, C Füllner, V Lauinger, L Schmalen, S Randel, N Wehn
International Conference on Embedded Computer Systems, 158-173, 2023
72023
Efficient FPGA implementation of an ANN-based demapper using cross-layer analysis
J Ney, B Hammoud, S Dörner, M Herrmann, J Clausius, S Ten Brink, ...
Electronics 11 (7), 1138, 2022
72022
Unsupervised ANN-based equalizer and its trainable FPGA implementation
J Ney, V Lauinger, L Schmalen, N Wehn
2023 Joint European Conference on Networks and Communications & 6G Summit …, 2023
52023
Efficient FPGA implementation of an optimized SNN-based DFE for optical communications
M Moursi, J Ney, B Hammoud, N Wehn
arXiv preprint arXiv:2409.08698, 2024
32024
Artificial neural networks-based radar remote sensing to estimate geographical information during oil-spills
B Hammoud, CB Maroun, J Ney, N Wehn
2022 30th European Signal Processing Conference (EUSIPCO), 1801-1805, 2022
22022
A Hybrid Approach combining ANN-based and Conventional Demapping in Communication for Efficient FPGA-Implementation
J Ney, B Hammoud, N Wehn
2022 IEEE International Parallel and Distributed Processing Symposium …, 2022
22022
Achieving High Throughput with a Trainable Neural-Network-Based Equalizer for Communications on FPGA
J Ney, N Wehn
2024 27th Euromicro Conference on Digital System Design (DSD), 106-113, 2024
12024
CNN-Based Equalization for Communications: Achieving Gigabit Throughput with a Flexible FPGA Hardware Architecture
J Ney, C Füllner, V Lauinger, L Schmalen, S Randel, N Wehn
arXiv preprint arXiv:2405.02323, 2024
12024
Real-Time FPGA Demonstrator of ANN-Based Equalization for Optical Communications
J Ney, P Matalla, V Lauinger, L Schmalen, S Randel, N Wehn
arXiv preprint arXiv:2402.15288, 2024
12024
Blind and channel-agnostic equalization using adversarial networks
V Lauinger, M Hoffmann, J Ney, N Wehn, L Schmalen
GLOBECOM 2022-2022 IEEE Global Communications Conference, 585-590, 2022
12022
Recent Advances on Machine Learning-aided DSP for Short-reach and Long-haul Optical Communications
L Schmalen, V Lauinger, J Ney, N Wehn, P Matalla, S Randel, A von Bank, ...
arXiv preprint arXiv:2411.10101, 2024
2024
FPGA Onboard Processing of Tiny-ML Models Using Radar-Sensing for Oil Spill Monitoring
B Hammoud, J Ney, CB Maroun, N Wehn
IGARSS 2024-2024 IEEE International Geoscience and Remote Sensing Symposium …, 2024
2024
FPGA-based Trainable Autoencoder for Communication Systems
J Ney, S Dörner, M Herrmann, M Hassani Sadi, J Clausius, S ten Brink, ...
Proceedings of the 2022 ACM/SIGDA International Symposium on Field …, 2022
2022
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Artículos 1–17