Nils Hülsmeier
Nils Hülsmeier
M. Sc.
Office: NW1, W2190
Tel: +49 421 218 62549
Fax: +49 421 218 98 62549
Mail: Huelsmeier(at)me.uni-bremen.de
Research:
- Machine learning and deep learning for digital signal processing
- Efficient hardware architectures for machine learning algorithms
- Alternative number formats for machine learning algorithms
Teaching:
- Grundlagen Integrierter Schaltungen (Sommersemester)
- Skriptsprachen und Einführung in maschinelles Lernen (Sommersemester)
- Mikroelektronik Labor (Sommersemester)
- Circuits and Architectures for Mobile Communications (Wintersemester)
Publications:
Quantitative Evaluation on the Limits of SORN Arithmetic Hardware Circuits
M. B?rthel, N. Hülsmeier, J. Rust, and S. Paul. In 2024 IEEE Nordic Circuits and Systems Conference (NorCAS), Lund, Sweden, October 29-30, 2024
Exploiting SORN-Arithmetic for Efficient Cross Correlation in Low-Complexity FPGAs
J. Rust, M. Henkel, N. Hülsmeier, M. B?rthel, and S. Paul. In 2024 IEEE Nordic Circuits and Systems Conference (NorCAS), Lund, Sweden, October 29-30, 2024
Hybrid SORN Support Vector Machine Classifier: A Hardware Implementation of the RBF Kernel
N. Hülsmeier, M. B?rthel, J. Rust, and S. Paul. In 2024 Asilomar Conference on Signals, Systems, and Computers, October 27-30, 2024
Adaptive Interval Segmentation: An Algorithmic Approach for Optimal SORN Datatypes
N. Hülsmeier, M. B?rthel, J. Rust, and S. Paul. In Next Generation Arithmetic. CoNGA 2024. Lecture Notes in Computer Science, vol 14666. Springer, Cham.
Hybrid SORN Hardware Accelerator for Support Vector Machines
Nils Hülsmeier, Moritz B?rthel, Jochen Rust, Steffen Paul, Proceedings of the Conference for Next Generation Arithmetic (CoNGA) 2023, Singapore, March 2023.
Fused Three-Input SORN Arithmetic
Moritz B?rthel, Chen Yuxing, Nils Hülsmeier, Jochen Rust, Steffen Paul, Proceedings of the Conference for Next Generation Arithmetic (CoNGA) 2023, Singapore, March 2023.
Hybrid SORN Implementation of k-Nearest Neighbor Algorithm on FPGA
Nils Hülsmeier, Moritz B?rthel, Ludwig Karsthof, Jochen Rust, Steffen Paul, 20th IEEE International New Circuits and Systems Conference (NEWCAS) 2022, Quebec, Canada, June 2022.
On the Implementation of Edge Detection Algorithms with SORN Arithmetic
Moritz B?rthel, Nils Hülsmeier, Jochen Rust, Steffen Paul, Proceedings of the Conference for Next Generation Arithmetic (CoNGA) 2022, Singapore, March 2022.
Towards Dynamic Fault Tolerance for Hardware-Implemented Artificial Neural Networks: A Deep Learning Approach
D. Gregorek, N. Hülsmeier and S. Paul, IEEE International Conference on Robotics and Automation (ICRA) 2021 Workshop, Xian, June 2021
SORN-based Cascade Support Vector Machine
Nils Hülsmeier, Moritz B?rthel, Jochen Rust and Steffen Paul, 28th European Signal Processing Conference (EUSIPCO), Amsterdam, Netherlands, 2020
Stochastic Fourier-Transformation Implementation for PVTAR Fault Effects
Kris Niederkleine, Nils Hülsmeier, Theodor Hillebrand, Jochen Rust, Steffen Paul, 7th International Workshop on Analogue and Mixed-Signal Integrated Circuits for Space Applications (AMICSA 2018), Leuven, Belgium, June 2018.