Neuromorphic Edge Computing Systems Lab

Research output

Content available in repository 2022 2022 2023 2024 2024

• 14 Conference contribution
• 9 Article
• 4 Preprint
• 1 Chapter
• 2 More
  • 1 Paper
  • 1 Phd Thesis 1 (Research TU/e / Graduation TU/e)

Content available in repository

Content available in repository

Search results

• 2024

  Accelerated Spiking Convolutional Neural Networks for Scalable Population Genomics

  Corradi, F., Shen, Z., Zhao, H. & Alachiotis, N., 19 Jun 2024, HEART '24: Proceedings of the 14th International Symposium on Highly Efficient Accelerators and Reconfigurable Technologies. Josipović, L., Zhou, P., Shanker, S., Cardoso, J. M., Anderson, J. & Yuichiro, S. (eds.). Association for Computing Machinery, Inc, p. 53-62 10 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  Open Access

  File

  • Field Programmable Gate Arrays 100%
  • Convolutional Neural Network 100%
  • Population Genomics 100%
  • Sample Size 75%
  • High Throughput 50%
  122 Downloads (Pure)

• Active Dendrites Enable Efficient Continual Learning in Time-To-First-Spike Neural Networks

  Pes, L., Luiken, R., Corradi, F. & Frenkel, C., 30 Apr 2024, arXiv.org, 5 p.

  Research output: Working paper › Preprint › Professional

  Open Access

  File

  • Neural Network Model 100%
  • Neural Network 100%
  • Dendrite 100%
  • Hardware Architecture 50%
  • Sparsity 50%
  39 Downloads (Pure)

• A Scalable Hardware Architecture for Efficient Learning of Recurrent Neural Networks at the Edge

  Zhang, Y., Gomony, M. D., Corporaal, H. & Corradi, F., 3 Dec 2024, 2024 IFIP/IEEE 32nd International Conference on Very Large Scale Integration, VLSI-SoC 2024. Institute of Electrical and Electronics Engineers, 4 p. 10767820

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  Open Access

  File

  • Hardware Architecture 100%
  • Recurrent Neural Network 100%
  • Forward Propagation 75%
  • Participatory Design 25%
  • Computational Process 25%
  195 Downloads (Pure)

• FMCW Radar Signal Processing Pipeline for Aircraft Marshalling Signals Classification

  Vermunt, J. & Corradi, F., 4 Nov 2024, 2024 21st European Radar Conference, EuRAD 2024. Institute of Electrical and Electronics Engineers, p. 457-460 4 p. 10734929

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  Open Access

  File

  • Frequency Modulated Continuous Wave 100%
  • Radar Signal Processing 100%
  • Continuous Wave Radar 100%
  • Signal Processing 100%
  • Single Output 25%
  71 Downloads (Pure)

• Hardware-aware training of models with synaptic delays for digital event-driven neuromorphic processors

  Patino-Saucedo, A., Meijer, R., Yousefzadeh, A., Gomony, M.-D., Corradi, F., Detteter, P., Garrido-Regife, L., Linares-Barranco, B. & Sifalakis, M., 16 Apr 2024, arXiv.org, 10 p.

  Research output: Working paper › Preprint › Professional

  Open Access

  File

  • Hardware Accelerator 100%
  • Hardware Structure 100%
  • Synaptic Weight 100%
  • Hardware Platform 50%
  • Backpropagation 50%
  11 Downloads (Pure)

• NeuroBench: A Framework for Benchmarking Neuromorphic Computing Algorithms and Systems

  Yik, J., Van den Berghe, K., den Blanken, D., Bouhadjar, Y., Fabre, M., Hueber, P., Kleyko, D., Pacik-Nelson, N., Sun, P.-S. V., Tang, G., Wang, S., Zhou, B., Hasan Ahmed, S., Vathakkattil Joseph, G., Leto, B., Micheli, A., Mishra, A. K., Lenz, G., Sun, T. & Ahmed, Z. & 78 others, Akl, M., Anderson, B., Andreou, A. G., Bartolozzi, C., Basu, A., Bogdan, P., Bohte, S., Buckley, S., Cauwenberghs, G., Chicca, E., Corradi, F., de Croon, G., Danielescu, A., Daram, A., Davies, M., Demirag, Y., Eshraghian, J., Fischer, T., Forest, J., Fra, V., Furber, S., Furlong, P. M., Gilpin, W., Gilra, A., Gonzalez, H. A., Indiveri, G., Joshi, S., Karia, V., Khacef, L., Knight, J. C., Kriener, L., Kubendran, R., Kudithipudi, D., Liu, Y.-H., Liu, S.-C., Ma, H., Manohar, R., Margarit-Taulé, J. M., Mayr, C., Michmizos, K., Muir, D., Neftci, E., Nowotny, T., Ottati, F., Ozcelikkale, A., Panda, P., Park, J., Payvand, M., Pehle, C., Petrovici, M. A., Pierro, A., Posch, C., Renner, A., Sandamirskaya, Y., Schaefer, C. J. S., van Schaik, A., Schemmel, J., Schmidgall, S., Schuman, C., Seo, J.-S., Sheik, S., Bam Shrestha, S., Sifalakis, M., Sironi, A., Stewart, M., Stewart, K., Stewart, T. C., Stratmann, P., Timcheck, J., Tömen, N., Urgese, G., Verhelst, M., Vineyard, C. M., Vogginger, B., Yousefzadeh, A., Tuz Zohora, F., Frenkel, C. & Janapa Reddi, V., 17 Jan 2024, arXiv.org, 28 p.

  Research output: Working paper › Preprint › Academic

  Open Access

  File

  • Research Direction 100%
  • Artificial Intelligence 100%
  • Research Community 100%
  • Field Research 100%
  • Benchmarking 100%
  105 Downloads (Pure)

• NEXUS: A 28nm 3.3pJ/SOP 16-Core Spiking Neural Network with a Diamond Topology for Real-Time Data Processing

  Sadeghi, M., Rezaeiyan, Y., Khatiboun, D. F., Eissa, S., Corradi, F., Augustine, C. & Moradi, F., 30 Aug 2024, (E-pub ahead of print) In: IEEE Transactions on Biomedical Circuits and Systems. XX, X, 13 p., 10661301.

  Research output: Contribution to journal › Article › Academic › peer-review

  • Data Processing 100%
  • Neural Network 100%
  • Network-on-Chip 100%
  • Diamond 100%
  • Networks on Chips 60%

• On the Design and Performance of Machine Learning Based Error Correcting Decoders

  Yuan, Y., Scheepers, P., Tasiou, L., Gültekin, Y. C., Corradi, F. & Alvarado, A., 23 Oct 2024, arXiv.org, 6 p.

  Research output: Working paper › Preprint › Professional

  Open Access

  File

  • Maximum Likelihood 100%
  • Forward Error-Correction 100%
  • Correction Code 100%
  • Learning System 100%
  • Neural Network 100%
  10 Downloads (Pure)

• SpikeVision: A Fully Spiking Neural Network Transformer-Inspired Model for Dynamic Vision Sensors

  Shen, Z. & Corradi, F., 2024, (Accepted/In press).

  Research output: Contribution to conference › Paper › Academic

  Open Access

  File

  • Transformer Neural Network 100%
  89 Downloads (Pure)

• Unsupervised Classification of Spike Patterns with the Loihi Neuromorphic Processor

  Matsuo, R. (Corresponding author), Elgaradiny, A. & Corradi, F. (Corresponding author), 2 Aug 2024, In: Electronics. 13, 16, 22 p., 3203.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Unsupervised Learning 100%
  • Attractor State 100%
  • Silicon 100%
  • Electronic System 50%
  • Experimental Evidence 50%
  29 Downloads (Pure)
• 2023

  A 380 fW Leakage Data Retention Flip-Flop for Short Sleep Periods

  Sedighiani, S. (Corresponding author), Singh, K., Jordans, R., Harpe, P. & de Gyvez, J. P., Jul 2023, In: IEEE Transactions on Circuits and Systems II: Express Briefs. 70, 7, p. 2650-2654 5 p., 10024364.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Flip Flop Circuits 100%
  • Sleep Mode 100%
  • Data Retention 100%
  • Energy Engineering 33%
  • Electric Power Utilization 33%
  1 Citation (Scopus)

  71 Downloads (Pure)

• Accurate online training of dynamical spiking neural networks through Forward Propagation Through Time

  Yin, B. (Corresponding author), Corradi, F. & Bohté, S. M., 8 May 2023, In: Nature Machine Intelligence. 5, 5, p. 518-527 10 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Forward Propagation 100%
  • Neural Network 100%
  • Time Constant 100%
  • Online Learning 50%
  • Recurrent Neural Network 33%
  21 Citations (Scopus)

  375 Downloads (Pure)

• Aircraft Marshaling Signals Dataset of FMCW Radar and Event-Based Camera for Sensor Fusion

  Müller, L., Sifalakis, M., Eissa, S., Yousefzadeh, A., Detterer, P., Stuijk, S. & Corradi, F., 21 Jun 2023, RadarConf23 - 2023 IEEE Radar Conference, Proceedings. Institute of Electrical and Electronics Engineers, p. 1-6 6 p. 10149465

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Multisensor Fusion 100%
  • Radar Data 100%
  • Command and Control 50%
  6 Citations (Scopus)

• Digital Implementation of On-Chip Hebbian Learning for Oscillatory Neural Network

  Luhulima, E., Abernot, M., Corradi, F. & Todri-Sanial, A., 2023, 2023 IEEE/ACM International Symposium on Low Power Electronics and Design, ISLPED 2023. Institute of Electrical and Electronics Engineers, p. 1-6 6 p. 10244501

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Programmable Logic 100%
  • Neural Network 100%
  • Processing System 100%
  • Design Strategy 66%
  • Field Programmable Gate Arrays 66%
  2 Downloads (Pure)

• Empirical study on the efficiency of Spiking Neural Networks with axonal delays, and algorithm-hardware benchmarking

  Patino-Saucedo, A., Yousefzadeh, A., Tang, G., Corradi, F., Linares-Barranco, B. & Sifalakis, M., 21 Jul 2023, ISCAS 2023 - 56th IEEE International Symposium on Circuits and Systems, Proceedings. Institute of Electrical and Electronics Engineers, 5 p. 10181778

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Benchmarking 100%
  • Neural Network 100%
  • Performance Model 66%
  • Synapse 50%
  • Machine Learning 33%
  9 Citations (Scopus)

• NeuroBench: Advancing Neuromorphic Computing through Collaborative, Fair and Representative Benchmarking

  Yik, J. (Corresponding author), Ahmed, S. H., Ahmed, Z., Anderson, B., Andreou, A. G., Bartolozzi, C., Basu, A., den Blanken, D., Bogdan, P., Bohte, S., Bouhadjar, Y., Buckley, S., Cauwenberghs, G., Corradi, F., de Croon, G., Danielescu, A., Daram, A., Davies, M., Demirag, Y. & Eshraghian, J. & 52 others, Forest, J., Furber, S., Furlong, M., Gilra, A., Indiveri, G., Joshi, S., Karia, V., Khacef, L., Knight, J. C., Kriener, L., Kubendran, R., Kudithipudi, D., Lenz, G., Manohar, R., Mayr, C., Michmizos, K., Muir, D., Neftci, E., Nowotny, T., Ottati, F., Ozcelikkale, A., Pacik-Nelson, N., Panda, P., Pao-Sheng, S., Payvand, M., Pehle, C., Petrovici, M. A., Posch, C., Renner, A., Sandamirskaya, Y., Schaefer, C. J. S., van Schaik, A., Schemmel, J., Schuman, C., Seo, J.-S., Sheik, S., Shrestha, S. B., Sifalakis, M., Sironi, A., Stewart, K., Stewart, T. C., Stratmann, P., Tang, G., Timcheck, J., Verhelst, M., Vineyard, C. M., Vogginger, B., Yousefzadeh, A., Zhou, B., Zohora, F. T., Frenkel, C. & Reddi, V. J., 15 Apr 2023, In: arXiv. 2023, 21 p., 2304.04640v2.

  Research output: Contribution to journal › Article › Academic

  Open Access

  File

  • Tasks 100%
  • Metrics 100%
  • Deep Learning 100%
  • Neuromorphic Computing 100%
  • Mechanical Strength 25%
  161 Downloads (Pure)

• PetaOps/W edge-AI µProcessors: Myth or reality?

  Gomony, M. D., de Putter, F., Gebregiorgis, A., Paulin, G., Mei, L., Jain, V., Hamdioui, S., Sanchez, V., Grosser, T., Geilen, M., Verhelst, M., Zenke, F., Gurkaynak, F., de Bruin, B., Stuijk, S., Davidson, S., De, S., Ghogho, M., Jimborean, A. & Eissa, S. & 8 others, Benini, L., Soudris, D., Bishnoi, R., Ainsworth, S., Corradi, F., Karrakchou, O., Güneysu, T. & Corporaal, H., 2 Jun 2023, 2023 Design, Automation and Test in Europe Conference and Exhibition, DATE 2023 - Proceedings. Institute of Electrical and Electronics Engineers, 6 p. 10136926

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Artificial Intelligence 100%
  • Deep Learning 50%
  • System-on-Chip 33%
  • Energy Engineering 16%
  • Energy Conservation 16%
  3 Downloads (Pure)

• Prebypass: Software Register File Bypassing for Reduced Interconnection Architectures

  Vadivel, K., de Bruin, E., Jordans, R., Corporaal, H. & Jaaskelainen, P. O., 4 Jan 2023, 2022 25th Euromicro Conference on Digital System Design (DSD). Fabelo, H., Ortega, S. & Skavhaug, A. (eds.). Institute of Electrical and Electronics Engineers, p. 157-164 8 p. 9996848

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Datapath 100%
  • Interconnection Architecture 100%
  • Energy Efficient 20%
  • Efficient Computation 20%
  • Path Connectivity 20%
  1 Citation (Scopus)

  2 Downloads (Pure)

• QMTS: Fixed-point Quantization for Multiple-timescale Spiking Neural Networks

  Eissa, S., Corradi, F., de Putter, F., Stuijk, S. & Corporaal, H., 22 Sept 2023, Artificial Neural Networks and Machine Learning – ICANN 2023: 32nd International Conference on Artificial Neural Networks, Heraklion, Crete, Greece, September 26–29, 2023, Proceedings, Part I. Iliadis, L., Papaleonidas, A., Angelov, P. & Jayne, C. (eds.). Cham: Springer, p. 407-419 13 p. (Lecture Notes in Computer Science (LNCS); vol. 14254).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Quantization 100%
  • Fixed Points 100%
  • Neural Network 100%
  • Tasks 33%
  • Energy Requirement 33%
  2 Downloads (Pure)
• 2022

  An Event-Driven Recurrent Spiking Neural Network Architecture for Efficient Inference on FPGA

  Sankaran, A., Detterer, P., Kannan, K., Alachiotis, N. & Corradi, F., 27 Jul 2022, ICONS '22: Proceedings of the International Conference on Neuromorphic Systems 2022. New York, NY, USA: Association for Computing Machinery, Inc, p. 1-8 12. (ACM International Conference Proceeding Series).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  Open Access

  File

  • Neural Network Architecture 100%
  • Field Programmable Gate Arrays 100%
  • Resource Utilisation 50%
  • Machine Learning 25%
  • Artificial Intelligence 25%
  4 Citations (Scopus)

  148 Downloads (Pure)

• An Implantable Neuromorphic Sensing System Featuring Near-Sensor Computation and Send-on-Delta Transmission for Wireless Neural Sensing of Peripheral Nerves

  He, Y. (Corresponding author), Corradi, F., Shi, C., van der Ven, S., Timmermans, M., Stuijt, J., Detterer, P., Harpe, P., Lindeboom, L., Hermeling, E., Langereis, G., Chicca, E. & Liu, Y.-H., 1 Oct 2022, In: IEEE Journal of Solid-State Circuits. 57, 10, p. 3058-3070 13 p., 9858104.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Transmissions 100%
  • Sensing System 100%
  • Feature Extraction 40%
  • Data Rate 20%
  • Active Area 20%
  34 Citations (Scopus)

  275 Downloads (Pure)

• Attentive Decision-Making and Dynamic Resetting of Continual Running SRNNs for End-to-End Streaming Keyword Spotting

  Yin, B., Guo, Q., Corporaal, H., Corradi, F. & Bohte, S., 7 Sept 2022, ICONS '22: Proceedings of the International Conference on Neuromorphic Systems 2022. New York, NY, USA: Association for Computing Machinery, Inc, 8 p. 5. (ACM International Conference Proceeding Series).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  Open Access

  File

  • Recurrent Neural Network 100%
  • Decision-Making 100%
  • Energy Engineering 40%
  • Network State 40%
  • Artificial Intelligence 40%
  2 Citations (Scopus)

  39 Downloads (Pure)

• Benchmarking the Epiphany Processor as a Reference Neuromorphic Architecture

  Molendijk, M., Vadivel, K., Corradi, F., van Schaik, G.-J., Yousefzadeh, A. & Corporaal, H., Jun 2022, Industrial Artificial Intelligence Technologies and Applications . Vermesan, O. (ed.). River Publishers, p. 21-34 14 p. (River Publishers Series in Communications and Networking ).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Professional

  Open Access

  File

  • Application 100%
  • References 100%
  • Benchmarking 100%
  • Design 50%
  • Neural Network 50%
  219 Downloads (Pure)

• CONVOLVE: Smart and seamless design of smart edge processors

  Gomony, M. (Corresponding author), de Putter, F., Gebregiorgis, A., Paulin, G., Mei, L., Jain, V., Hamdioui, S., Sanchez, V., Grosser, T., Geilen, M., Verhelst, M., Zenke, F., Gurkaynak, F., de Bruin, B., Stuijk, S., Davidson, S., De, S., Ghogho, M., Jimborean, A. & Eissa, S. & 8 others, Benini, L., Soudris, D., Bishnoi, R., Ainsworth, S., Corradi, F., Karrakchou, O., Güneysu, T. & Corporaal, H., 1 Dec 2022, In: arXiv. 2022, 9 p., 2212.00873.

  Research output: Contribution to journal › Article › Academic

  Open Access

  File

  • Artificial Intelligence 100%
  • Deep Learning 100%
  • Edge AI 66%
  • System-on-Chip 40%
  • Energy Efficient 33%
  109 Downloads (Pure)

• Efficient and Accurate Spiking Neural Networks

  Yin, B., 14 Dec 2022, Eindhoven: Eindhoven University of Technology. 148 p.

  Research output: Thesis › Phd Thesis 1 (Research TU/e / Graduation TU/e)

  Open Access

  File
  413 Downloads (Pure)

• Evolved neuromorphic radar-based altitude controller for an autonomous open-source blimp

  González-Álvarez, M., Dupeyroux, J., Corradi, F. & De Croon, G. C. H. E., 12 Jul 2022, 2022 IEEE International Conference on Robotics and Automation, ICRA 2022. Institute of Electrical and Electronics Engineers, p. 85-90 6 p. 9812149

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Tasks 100%
  • Control Strategy 100%
  • Low Power Consumption 100%
  • Computational Resource 100%
  • Linear Controller 100%
  4 Citations (Scopus)

• Management of Unpredictable Harvested-Energy IoT Devices

  Sedighiani, S., Singh, K., Jordans, R. & Harpe, P., 10 Jan 2022, 2021 28th IEEE International Conference on Electronics, Circuits, and Systems, ICECS 2021 - Proceedings. Institute of Electrical and Electronics Engineers, 6 p. 9665630

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  • Internet of Things 100%
  • Harvester 100%
  • Energy Harvester 50%
  3 Citations (Scopus)

• Nonvolatile Memories in Spiking Neural Network Architectures: Current and Emerging Trends

  Lakshmi Varshika, M. (Corresponding author), Corradi, F. (Corresponding author) & Das, A. K. (Corresponding author), 18 May 2022, In: Electronics. 11, 10, 24 p., 1610.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Novel Material 100%
  • Physical Property 100%
  10 Citations (Scopus)

  126 Downloads (Pure)

• Radar Perception for Autonomous Unmanned Aerial Vehicles: a Survey

  Corradi, F. & Fioranelli, F., 23 Jun 2022, DroneSE and RAPIDO: System Engineering for constrained embedded systems. New York: Association for Computing Machinery, Inc, p. 14-20 7 p. (ACM International Conference Proceeding Series).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

  Open Access

  File

  • Unmanned Aerial Vehicle 100%
  • Pilotless Aircraft 100%
  • Radar Systems 28%
  • Drone 28%
  • Signal Processing 28%
  4 Citations (Scopus)

  108 Downloads (Pure)

• Reduced-Precision Acceleration of Radio-Astronomical Imaging on Reconfigurable Hardware

  Corda, S. (Corresponding author), Veenboer, B., Awan, A. J., Romein, J. W., Jordans, R., Kumar, A., Boonstra, A. J. & Corporaal, H., 2022, In: IEEE Access. 10, p. 22819-22843 25 p.

  Research output: Contribution to journal › Article › Academic › peer-review

  Open Access

  File

  • Field Programmable Gate Arrays 100%
  • Floating Point 100%
  • Energy Efficiency 100%
  • Reconfigurable Hardware 100%
  • High Resolution 100%
  4 Citations (Scopus)

  96 Downloads (Pure)