publications

2023

• Deploying Machine Learning Models to Ahead-of-Time Runtime on Edge Using MicroTVMLiu, C., Jobst, M., Guo, L., Shi, X., Partzsch, J. & Mayr, C. G., 21 Sep 2023, Proceedings - 2023 IEEE/ACM International Workshop on Compilers, Deployment, and Tooling for Edge AI, CODAI 2023. p. 37 - 40, 4 p.Electronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
• Performance models and energy-optimal scheduling of DNNs on many-core hardware with dynamic power managementVogginger, B., Kelber, F., Balamuthu Sampath, S., Partzsch, J. & Mayr, C. G., 21 Sep 2023, Proceedings - 2023 IEEE/ACM International Workshop on Compilers, Deployment, and Tooling for Edge AI, CODAI 2023. p. 27 - 31, 5 p.Electronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
• Low-power Relaxation Oscillator with Temperature-compensated Thyristor Decision ElementsJotschke, M., Palanisamy, G., Carvajal Ossa, W., Prabakaran, H., Koh, J., Kuhl, M., Krautschneider, W. H. & 2 others, Sep 2023, In: Analog Integrated Circuits and Signal Processing. 116, 3, p. 131-144, 14 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article
• Efficient SNN multi-cores MAC array acceleration on SpiNNaker 2Huang, J., Kelber, F., Vogginger, B., Liu, C., Kreutz, F., Gerhards, P., Scholz, D. & 2 others, 7 Aug 2023, In:  Frontiers in neuroscience. 17 (2023), 16 p., 1223262Electronic (full-text) versionResearch output: Contribution to journal > Research article
• A 16-channel Real-time Adaptive Neural Signal Compression Engine in 22nm FDSOIGuo, L., Zeinolabedin, S. M. A., Schuffny, F. M., Weise, A., Scholze, S., George, R., Partzsch, J. & 1 others, 28 Jun 2023, 21st IEEE Interregional NEWCAS Conference, NEWCAS 2023 - Proceedings. Institute of Electrical and Electronics Engineers (IEEE), p. 1-5, 5 p., 10198167Electronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
• A 3.3V Saturation-Aware Neurostimulator with Reset Functionality in 22 nm FDSOISchuffny, F. M., Hanzsche, S., Henker, S., Zeinolabedin, S. M. A., Scholze, S., Hoppner, S., George, R. M. & 1 others, 28 Jun 2023, 21st IEEE Interregional NEWCAS Conference, NEWCAS 2023 - Proceedings. Institute of Electrical and Electronics Engineers (IEEE), p. 1-5, 5 p., 10198056Electronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
• A Low-Power Hardware Accelerator of MFCC Extraction for Keyword Spotting in 22nm FDSOIGuo, L., Jobst, M., Partzsch, J., Scholze, S., Dixius, A., Lohrmann, M., Zeinolabedin, S. M. A. & 1 others, 13 Jun 2023, 2023 IEEE 5th International Conference on Artificial Intelligence Circuits and Systems (AICAS). Institute of Electrical and Electronics Engineers (IEEE), p. 1-5, 5 p., 10168587Electronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
• Efficient Algorithms for Accelerating Spiking Neural Networks on MAC Array of SpiNNaker 2Huang, J., Kelber, F., Vogginger, B., Wu, B., Kreutz, F., Gerhards, P., Scholz, D. & 2 others, 13 Jun 2023, 2023 IEEE 5th International Conference on Artificial Intelligence Circuits and Systems (AICAS). Institute of Electrical and Electronics Engineers (IEEE), p. 1-5, 5 p., 10168559Electronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
• Continuous Inference of Time Recurrent Neural Networks for Field Oriented ControlKreutz, F., Scholz, D., Hille, J., Jiaxin, H., Hauer, F., Knobloch, K. & Mayr, C. G., 6 Jun 2023, 2023 IEEE Conference on Artificial Intelligence (CAI). Institute of Electrical and Electronics Engineers (IEEE), p. 266-269, 4 p., 10195108Electronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
• Augmenting Radar Data via Sampling from Learned Latent SpaceScholz, D., Kreutz, F., Gerhards, P., Huang, J., Hauer, F., Knobloch, K. & Mayr, C., 28 May 2023, 2023 IEEE 3rd International Conference on Computer Communication and Artificial Intelligence, CCAI 2023. Institute of Electrical and Electronics Engineers (IEEE), p. 120-126, 7 p., 10201307Electronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution