Vincent Lauinger, M.Sc.
- Research and Teaching Assistant
- group:
Prof. Schmalen
- room: 110
Campus West 06.45 - vincent lauinger ∂ kit edu
Geb.06.45, Hertzstr. 16, D-76187 Karlsruhe
Research Topics
- Transmitter and receiver algorithms based on Machine Learning and "classical" signal processing approaches
- Optical data transmission
Teaching
- Tutorial Angewandte Informationstheorie (since WS 20/21)
- Tutorial Communication Engineering 2 (WS20/21)
- Praktikum Nachrichtentechnik (since SS 21)
Projects
- Accellerating digital transformation in Europe by Intelligent NETwork automation (AI-NET)
- Automated Network Telecom Infrastructure with Intelligent Autonomous Systems (ANTILLAS)
Current Theses
Theses
Open Theses
Theses In Progress
Title | Supervisor | Type |
---|---|---|
There are currently no theses in progress. |
Full List of Publications
Journal papers
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V. Lauinger, F. Buchali and L. Schmalen, "Blind equalization and channel estimation in coherent optical communications using variational autoencoders," IEEE J. Sel. Areas Commun., vol. 40, no. 9, pp. 2529-2539, Sep. 2022, https://arxiv.org/abs/2204.11776
[ Cite ] [ Available here ] [ Code ] -
F. Buchali, V. Lauinger, M. Chagnon, K. Schuh and V. Aref, "CMOS DAC supported 1.1 Tb/s/lambda DWDM transmission at 9.8 bit/s/Hz over DCI distances," J. Lightw. Technol., Oct. 2020
[ Cite ]
Conference papers
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J. Ney, P. Matalla, V. Lauinger, L. Schmalen, S. Randel and N. Wehn, "Real-time FPGA demonstrator of ANN-based equalization for optical communications," Proc. IEEE International Conference on Machine Learning for Communication and Networking (ICMLCN), Stockholm, Sweden, May. 2024, Demo session, https://arxiv.org/abs/2402.15288
[ Cite ] -
V. Lauinger, P. Matalla, J. Ney, N. Wehn, S. Randel and L. Schmalen, "Fully-blind neural network based equalization for severe nonlinear distortions in 112 Gbit/s passive optical networks," Proc. Opt. Fiber Commun. Conf. (OFC), San Diego, CA, USA, Mar. 2024, https://arxiv.org/abs/2401.09579
[ Cite ] -
J. Song, V. Lauinger, C. Häger, J. Schröder, A. Graell i Amat, L. Schmalen and H. Wymeersch, "Blind frequency-domain equalization using vector-quantized variational autoencoders," Proc. Eur. Conf. Opt. Commun. (ECOC), Glasgow, UK, Oct. 2023, https://arxiv.org/abs/2312.16003
[ Cite ] -
J. Ney, C. Füllner, V. Lauinger, L. Schmalen, S. Randel and N. Wehn, "From algorithm to implementation: enabling high-throughput CNN-based equalization on FPGA for optical communications," Proc. Samos Conference on Embedded Computer Systems: Architectures, Modeling and Simulation (SAMOS XXIII), Samos, Greece, Jul. 2023, Stamatis Vassiliadis Best Paper Award
[ Cite ] -
J. Ney, V. Lauinger, L. Schmalen and N. Wehn, "Unsupervised ANN-based equalizer and its trainable FPGA implementation," Proc. European Conference on Networks and Communications (EuCNC) and 6G Summit, Gothenburg, Sweden, Jun. 2023, https://arxiv.org/abs/2304.06987
[ Cite ] -
V. Lauinger, F. Buchali and L. Schmalen, "Improving the bootstrap of blind equalizers with variational autoencoders," Proc. Opt. Fiber Commun. Conf. (OFC), San Diego, CA, USA, Mar. 2023, https://arxiv.org/abs/2301.06576
[ Cite ] [ Presentation ] -
V. Lauinger, M. Hoffmann, J. Ney, N. Wehn and L. Schmalen, "Blind and channel-agnostic equalization using adversarial networks," Proc. IEEE Global Commun. Conf. (GLOBECOM), Rio de Janeiro, Brazil, Dec. 2022, https://arxiv.org/abs/2209.07277
[ Cite ] [ Presentation ] -
V. Lauinger, F. Buchali and L. Schmalen, "Blind equalization for coherent optical communications based on variational inference," Proc. Advanced Photonic Congress: Signal Processing in Photonic Communications (SPPCom), pp. SpTh1D.6, Jul. 2021
[ Cite ] [ Presentation ] -
F. Buchali, V. Lauinger, M. Chagnon, K. Schuh and V. Aref, "1.1 Tb/s/lambda at 9.8 bit/s/Hz DWDM transmission over DCI distances supported by CMOS DACs," Proc. Opt. Fiber Commun. Conf. (OFC), pp. Th3E–2, San Diego, CA, USA, Mar. 2020
[ Cite ] -
F. Buchali, M. Chagnon, K. Schuh and V. Lauinger, "Beyond 100 GBaud transmission supported by a 120 GSa/s CMOS digital to analog converter," Proc. Eur. Conf. Opt. Commun. (ECOC), Dublin, Ireland, Sep. 2019
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