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 | 26 | 2021 |
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 | 13 | 2021 |
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 | 9 | 2024 |
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 | 9 | 2021 |
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 | 7 | 2023 |
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 | 7 | 2022 |
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 | 5 | 2023 |
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 | 3 | 2024 |
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 | 2 | 2022 |
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 | 2 | 2022 |
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 | 1 | 2024 |
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 | 1 | 2024 |
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 | 1 | 2024 |
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 | 1 | 2022 |
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 |