Publikationen
Hier finden Sie eine Übersicht über die Publikationen des Fachgebiets.
Es wurden 88 Publikationen gefunden
-
Resource-Aware Mixed-Precision Quantization for Enhancing Deployability of Transformers for Time-Series Forecasting on Embedded FPGAsIn: Mobile and Ubiquitous Systems: Computing, Networking and Services; Proceedings / 21st EAI International Conference (MobiQuitous 2024); Oslo, Norway; November 12–14, 2024 / Soylu, Ahmet; Liu, Fan; Mitra, Karan; Zhang, Yan; Grønli, Tor-Morten (Hrsg.). Cham: Springer Nature Switzerland, 2026, S. 361 – 381
-
Prediction of impedance characteristic during electrical stimulation with microelectrode arraysIn: Journal of Neural Engineering, Jg. 22, 2025, Nr. 2, 026056DOI (Open Access)
-
MedShapeNet : a large-scale dataset of 3D medical shapes for computer visionIn: Biomedical engineering = Biomedizinische Technik, Jg. 70, 2025, Nr. 1, S. 71 – 90DOI, Online Volltext (Open Access)
-
Configurable Multi-Layer Perceptron-Based Soft Sensors on Embedded Field Programmable Gate Arrays : Targeting Diverse Deployment Goals in Fluid Flow EstimationIn: Sensors, Jg. 25, 2025, Nr. 1, 83DOI (Open Access)
-
Conceptional first draft of retinal stimulation encoding in computational environmentIn: Artificial Vision 2024: The International Symposium on Visual Prosthetics; Proceedings / Artificial Vision 2024: The International Symposium on Visual Prosthetics; 05. - 06.12.2024; Aachen, Germany / German Medical Science (GMS) (Hrsg.). Düsseldorf: German Medical Science GMS Publishing House, 2025, Doc24artvis45DOI (Open Access)
-
How to enable embedded neural signal processing in future retinal implantsIn: Artificial Vision 2024: The International Symposium on Visual Prosthetics; Proceedings / Artificial Vision 2024: The International Symposium on Visual Prosthetics; 05. - 06.12.2024; Aachen, Germany / German Medical Science (GMS) (Hrsg.). Düsseldorf: German Medical Science GMS Publishing House, 2025, Doc24artvis46DOI (Open Access)
-
Configuration-aware approaches for enhancing energy efficiency in FPGA-based deep learning acceleratorsIn: Journal of Systems Architecture, Jg. 163, 2025, 103410DOI (Open Access)
-
Hardware-Aware Neural Architecture Search with Mixed-Precision QuantizationIn: 2025 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops) / IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops), 17-21 March 2025, Washington DC, USA / Institute of Electrical and Electronics Engineers (IEEE) (Hrsg.). Piscataway: Institute of Electrical and Electronics Engineers Inc., 2025, S. 626 – 627
-
Automating Versatile Time-Series Analysis with Tiny Transformers on Embedded FPGAsIn: IEEE Computer Society Annual Symposium on VLSI: ISVLSI 2025 / ISVLSI 2025: 28th IEEE Computer Society Annual Symposium on VLSI, 6-9 July 2025, Greece / Institute of Electrical and Electronics Engineers (IEEE) (Hrsg.). Piscataway: Institute of Electrical and Electronics Engineers (IEEE), 2025
-
Evaluating Time Series Models for Urban Wastewater Management : Predictive Performance, Model Complexity and ResilienceIn: 10th International Conference on Smart and Sustainable Technologies, SpliTech 2025 / 10th International Conference on Smart and Sustainable Technologies, SpliTech 2025, 16-20 June 2025,Bol and Split, Croatia. Piscataway: Institute of Electrical and Electronics Engineers Inc., 2025DOI, Online Volltext (Open Access)
-
Automated Energy-Aware Time-Series Model Deployment on Embedded FPGAs for Resilient Combined Sewer Overflow ManagementIn: Proceedings of the IEEE International Smart Cities Conference (ISC2 2025) / International Smart Cities Conference (ISC2 2025); 06-09 October 2025; Patras, Greece. Piscataway: Institute of Electrical and Electronics Engineers (IEEE), 2025
-
Reducing Memory and Computational Cost for Deep Neural Network Training with Quantized Parameter UpdatesIn: J.UCS: Journal of Universal Computer Science, Jg. 31, 2025, Nr. 9, S. 963 – 979DOI, Online Volltext (Open Access)
-
A Deeper Look at Divergent Counterexamples to Temporal-Difference LearningIn: Proceedings of the Sixteenth International Conference on Ubiquitous and Future Networks (ICUFN 2025) / Sixteenth International Conference on Ubiquitous and Future Networks (ICUFN 2025); 08-11 July 2025; Lisbon, Portugal. Piscataway: IEEE Computer Society, 2025, S. 306 – 310
-
Leveraging Application-Specific Knowledge for Energy-Efficient Deep Learning Accelerators on Resource-Constrained FPGAsIn: Architecture of Computing Systems: Proceedings / 38th International Conference (ARCS 2025); April 22–24, 2025; Kiel, Germany / Tomforde, Sven; Krupitzer, Christian; Vialle, Stéphane; Suarez, Estela; Pionteck, Thilo (Hrsg.). Cham: Springer, 2025, S. 459 – 468
-
Exploring energy efficiency of LSTM accelerators : A parameterized architecture design for embedded FPGAsIn: Journal of Systems Architecture, Jg. 152, 2024, 103181DOI (Open Access)
-
FlowPrecision : Advancing FPGA-Based Real-Time Fluid Flow Estimation with Linear QuantizationIn: 2024 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops) / IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops), 11-15 March 2024, Biarritz, France. Piscataway: IEEE, 2024DOI, Online Volltext (Open Access)
-
Technical survey of end-to-end signal processing in BCIs using invasive MEAsIn: Journal of Neural Engineering, Jg. 21, 2024, Nr. 5, 051003DOI (Open Access)
-
Concept for an EEG-based Gaming-Controller with Embedded Machine Learning Support
58th Annual Conference of the German Society for Biomedical Engineering (BMT 2024): 18. - 20.09.2024; Stuttgart, Germany,Stuttgart, Germany, 2024 -
Towards Predicting the Perceived Brightness in a Smart Home Through Symbolic RegressionIn: 2024 IEEE International Conference on Pervasive Computing and Communications workshops and other affiliated events (PerCom workshops) / 2024 IEEE International Conference on Pervasive Computing and Communications workshops and other affiliated events (PerCom workshops), 11-15 March 2024 in Biarritz, France. Piscataway: Institute of Electrical and Electronics Engineers Inc., 2024, S. 457 – 460
-
Integer-only Quantized Transformers for Embedded FPGA-based Time-series Forecasting in AIoTIn: 2024 IEEE Annual Congress on Artificial Intelligence of Things (AIoT): Proceedings / IEEE Annual Congress on Artificial Intelligence of Things (IEEE AIoT), 24-26 July 2024, Melbourne / IEEE (Hrsg.). New York: IEEE, 2024, S. 38 – 44DOI, Online Volltext (Open Access)