AIDA4Edge

Publications

As part of the AIDA4Edge project, our team has contributed to high-quality scientific publications, showcasing research advancements in the fields of edge AI, neuromorphic computing, and hardware-software co-design. These publications highlight the innovative methodologies, experimental results, and collaborative efforts among project partners.

Journal papers

  1. Zoran Perić, Bojan Denić, Milan Dinčić, Sofija Perić, “An Approximate Closed-Form Expression for Calculating Performance of Floating-Point Format for the Laplacian Source”, Informatica, Vol. 36, No. 1, pp. 125-140, 2025.
    https://doi.org/10.15388/25-INFOR587
  2. Jelena R. Nikolic, Zoran H. Peric, Aleksandra Z. Jovanovic, Stefan S. Tomic, Sofija Z. Peric, “Performance Analysis of Two 8-Bit Floating-Point-based Piecewise Uniform Quantizers for a Laplacian Data Source”, Elektronika Ir Elektrotechnika, Vol. 31, No. 1, pp. 56-61, 2025.
    https://doi.org/10.5755/j02.eie.37430
  3. Jure Murovec, Jurij Prezelj, Dejan G. Ćirić, Marko M. Milivojčević, “Zero-Crossing Signature: A Time-Domain Method Applied to Diesel and Gasoline Vehicle Classification”, IEEE Sensors Journal, Vol. 25, No. 3, pp. 5128-5138, 2025. https://doi.org/10.1109/JSEN.2024.3516876
  4. Snežana Djorić-Veljković, Emilija Živanović, Vojkan Davidović, Sandra Veljković, Nikola Mitrović, Goran Ristić, Albena Paskaleva, Dencho Spassov, Danijel Danković, “Recovery Analysis of Sequentially Irradiated and NBT-Stressed VDMOS Transistors”, Micromachines, Vol. 16, No. 1: 27, 2025. https://doi.org/10.3390/mi16010027
  5. Bojan Denić, Zoran Perić, Milan Dinčić, Sofija Perić, Nikola Simić, Marko Anđelković, “Switched 32-Bit Fixed-Point Format for Laplacian-Distributed Data”, Information 16, no.7: 574, July 2025. https://doi.org/ 10.3390/info16070574
  6. Milan R. Dinčić, Zoran H. Perić, Dragan B. Denić, Bojan D. Denić, Sofija Z. Perić, “Simplified Performance Evaluation of Floating-Point Formats for Implementing Intelligent Measurement Systems”, Transactions of the Institute of Measurement and Control, 2025. https://doi.org/10.1177/01423312251319575
  7. Andrej Hvastja, Dejan Ćirić, Marko Milivojčević, Jurij Prezelja, “Assessing air and noise pollution through acoustic classification of vehicles fuel types using deep learning”, Heliyon, vol. 11, no. 10, e43426, 2025. https://doi.org/10.1016/j.heliyon.2025.e43426
  8. Ivan Jokić, Stevan Jokić, Vlado Delić, Zoran Perić, “Mel-frequency cepstral coefficients and spectrum based additional features in automatic speaker recognition”, Facta universitatis – series: Electronics and Energetics, vol. 38, no. 4, pp. 663-680, 2025.
    https://doi.org/10.2298/FUEE2504663J
  9. Danijel Danković, Emilija Živanović, Nevena Veselinović, Dunja Đorđević, Marija Petrović, Lana Tasić, Miloš Marjanović, Sandra Veljković, Nikola Mitrović, Vojkan Davidović, Goran Ristić, “Examination of Impact of NBTIs on Commercial Power P-Channel VDMOS Transistors in Practical Applications”, Micromachines, vol. 17, no. 1: 52, 2026. https://doi.org/10.3390/mi17010052
  10. Stevica Cvetković, Matija Špeletić, Jelena Nikolić, “Edge-Centric Augmented Reality Framework for Realtime Wristwatch Try-On”, International Journal of Interactive Multimedia and Artificial Intelligence (IJIMAI), accepted for publication, 2026.
  11. Stefan Tomić, Dhabia Aldhuhoori, Turker Turker, Jelena Nikolić, Zoran Perić, and Riccardo Zese, “Multi-stage fine-tuning of EfficientNetV2-S for material recognition on edge devices,” Journal of Electrical Engineering, vol. 77, no. 2, pp. 123–129, 2026, https://doi.org/10.2478/jee-2026-0013

Conferences papers

  1. Marko Andjelkovic, Rizwan Tariq Syed, Alessandro Veronesi, Fabian Vargas, Markus Ulbricht, Leticia Bolzani Poehls, Milos Krstic, Davide Bertozzi, Edward G. Jones, Oliver Rhodes, Riccardo Zese, Michele Favalli, Alice Bizzarri, Evelina Lamma, Marco Gavanelli, Elena Bellodi, Zoran Peric, Jelena Nikolic, Milan Dincic, Aleksandra Jovanovic, Dejan Ciric, Nikola Vucic, Sofija Peric, Jelena Jovanovic, Milica Stojanovic, Tatjana Nikolic, Goran Nikolic, Jelena Nedeljkovic, Danijel Dankovic, Emilija Zivanovic, Milos Marjanovic, Sandra Veljkovic, Nikola Mitrovic, Bratislav Predic, Tamara Milovanovic, “AIDA4Edge: Twinning for Excellence in Adaptive Edge Artificial Intelligence”, 28th Euromicro Conference Series on Digital System Design (DSD 2025), Salerno, Italy, September 10-12, 2025.
    https://doi.org/10.1109/DSD67783.2025.00031
  2. Sofija Z. Perić, Zoran H. Perić, Bojan D. Denić, Milan R. Dinčić, Aleksandra Ž. Jovanović, Marko S. Anđelković, “SQNR Approximation Analysis of the FP24 Format of Laplacian Source in a Wide Variance Range”, 60th International Scientific Conference on Information, Communication and Energy Systems and Technologies (ICEST 2025), Ohrid, North Macedonia, June 26–28, 2025.
    https://doi.org/10.1109/ICEST66328.2025.11098267
  3. Jelena Nedeljković, Goran Nikolić, Tatjana Nikolić, Marko Anđelković, Miloš Krstić, “Machine Learning-Based Error Detection and Function Approximation for Reliable Computing”, 60th International Scientific Conference on Information, Communication and Energy Systems and Technologies (ICEST 2025), Ohrid, North Macedonia, June 26–28, 2025.
    https://doi.org/10.1109/ICEST66328.2025.11098454
  4. Jelena Nedeljković, Goran Nikolić, Tatjana Nikolić, Marko Anđelković, “Evaluation of Machine Learning Models for Enhancing System Reliability”, 12th International Conference on Electrical, Electronics and Computer Engineering (IcETRAN 2025), Cacak, Serbia, June 9–12, 2025, ELI1.1 (#2343)
    https://doi.org/10.1109/IcETRAN66854.2025.11114229
  5. Nikola Mitrović, Sandra Veljković, Vojkan Davidović, Srboljub Stanković, Snežana Djorić-Veljković, Emilija Živanović, Danijel Danković, “Equivalent electrical circuit modeling of the irradiation and NBTS induced threshold voltage shift in p-channel power VDMOSFETs”, Book of Abstracts of the 13th International Conference on Radiation, Natural Sciences, Medicine, Engineering, Technology and Ecology (RAD 2025 Conference), Herceg Novi, Montenegro, 16-20 June, 2025, p.38.
    https://doi.org/10.21175/rad.abstr.book.2025.9.3 
  6. Danijel Danković, Nikola Mitrović, Sandra Veljković, Miloš Marjanović, Emilija Živanović, Vojkan Davidović, “Stress-induced degradation and lifetime estimation in commercial power VDMOS transistors”, Book of Abstracts of the 13th International Conference on Radiation, Natural Sciences, Medicine, Engineering, Technology and Ecology (RAD 2025 Conference), Herceg Novi, Montenegro, 16-20 June, 2025, p.41.
    https://doi.org/10.21175/rad.abstr.book.2025.9.6 
  7. Zoran H. Perić, Milan R. Dinčić, Jelena R. Nikolić, Danijel M. Danković, Marko Andjelković, Davide Bertozzi, Riccardo Zese, “AIDA4Edge Project’s Special Session on Hardware and Software Solutions for Edge AI Applications”, Proc. 2025 IEEE 34th International Conference on Microelectronics  (MIEL 2025), Nis, Serbia, October 13-16, 2025, pp. 361-362.
    https://doi.org/10.1109/MIEL66332.2025.11261134
  8. Jelena Nikolić, Stefan Tomić, Aleksandra Jovanović, Zoran Perić, Milan Dinčić, Edward Jones, Davide Bertozzi, Riccardo Zese, Marko Andjelković, “Statistical Analysis of Synaptic Weights in Spiking Neural Network Trained on the DVS128 Gesture Dataset”, Proc. 2025 IEEE 34th International Conference on Microelectronics (MIEL 2025), Nis, Serbia, October 13-16, 2025, pp. 403-406.
    https://doi.org/10.1109/MIEL66332.2025.11261196
  9. Sofija Perić, Zoran Perić, Aleksandra Jovanović, Jelena Nikolić, Riccardo Zese, Oliver Rhodes, Alice Bizzarri, “SQNR Analysis of Power-of-Two Level Quantizer and Integer 3 Quantizer”, Proc. 2025 IEEE 34th International Conference on Microelectronics (MIEL 2025), Nis, Serbia, October 13-16, 2025, pp. 407-410.
    https://doi.org/10.1109/MIEL66332.2025.11261041
  10. Nikola Vučić, Zoran Perić, Aleksandra Jovanović, Dejan Ćirić, Milan Dinčić, Nikola Simić, Riccardo Zese, Michele Favalli, “Golomb–Rice Coding for Efficient Compression of 8-bit Floating-Point Data”, Proc. 2025 IEEE 34th International Conference on Microelectronics (MIEL 2025), Nis, Serbia, October 13-16, 2025, pp. 411-414.
    https://doi.org/10.1109/MIEL66332.2025.11260994
  11. Tamara Milovanović, Bratislav Predić, Davide Bertozzi, Zoran Perić, Sofija Perić, Jelena Nikolić, “Dynamic Neural Networks for Adaptive Edge AI: Techniques, Tools, and Development Directions”, Proc. 2025 IEEE 34th International Conference on Microelectronics (MIEL 2025), Nis, Serbia, October 13-16, 2025, pp. 373-378.
    https://doi.org/10.1109/MIEL66332.2025.11261140
  12. Milos Marjanovic, Marko Andjelkovic, Danijel Dankovic, Jelena Nikolic, Fabian Vargas, “Performance Evaluation of Digital Multipliers for Application in Neural Network Accelerators”, Proc. 2025 IEEE 34th International Conference on Microelectronics (MIEL 2025), Niš, Serbia, October 2025, pp. 389-392.
    https://doi.org/10.1109/MIEL66332.2025.11260925
  13. Marija Petrović, Nevena Veselinović, Lana Tasić, Dunja Djordjević, Nikola Mitrović, Miloš Marjanović, Emilija Živanović, Danijel Danković, “Investigation of NBTI and Relaxation Effects in p-Channel Power VDMOS Transistors”, Proc. 2025 IEEE 34th International Conference on Microelectronics (MIEL 2025), Niš, Serbia, October 2025, pp. 73-77.
    https://doi.org/10.1109/MIEL66332.2025.11261053
  14. Dunja Đorđević, Lana Tasić, Nevena Veselinović, Marija Petrović, Sandra Veljković, Nikola Mitrović, Miloš Marjanović, Emilija Živanović, Goran Ristić, Danijel Danković, “Investigation of the Self-Heating Effect in a P-Channel VDMOS Transistor after NBT Stress and Relaxation”, Proc. 2025 IEEE 34th International Conference on Microelectronics (MIEL 2025), Niš, Serbia, October 2025, pp. 78-82.
    https://doi.org/10.1109/MIEL66332.2025.11261184
  15. Nikola Mitrović, Sandra Veljković, Miloš Marjanović, Emilija Živanović, Marko Anđelković, Goran Ristić, Danijel Danković, “Examination of TinyML Approach in ESP32-Based NFC Applications”, In Proceedings of the 17th International Conference on Advanced Technologies, Systems and Services in Telecommunications (TELSIKS 2025), Niš, Serbia, October 22-24, 2025, pp. 193-196.  
    https://doi.org/10.1109/TELSIKS65061.2025.11240958
  16. Zoran Perić, Bojan Denić, Sofija Perić, Milan Dinčić, Marko Anđelković, “Performance Comparison of Dlfloat16 and Bfloat16 Binary Formats”, In Proceedings of the 17th International Conference on Advanced Technologies, Systems and Services in Telecommunications (TELSIKS 2025), Niš, Serbia, October 22-24, 2025.
    https://doi.org/10.1109/TELSIKS65061.2025.11240708
  17. Zoran Perić, Nikola Simić, Milan Tančić, Sofija Perić, Edward Jones, I. Popović, “Application of 7-Bit Floating-Point Quantization for Efficient Multimodal Emotion Recognition”, Synergy of Technology, Education, Pedagogy and Science (STEPS), Budva, Montenegro, September 27-30, 2025.
  18. Marko Andjelković, Rizwan Tariq Syed, Markus Ulbricht, Fabian Vargas, Zoran Perić, Milan Dincić, Jelena Nikolić, Aleksandra Jovanović, Dejan Cirić, Tatjana Nikolić, Goran Nikolić, Jelena Nedeljković, Sofija Perić, Nikola Vucić, Milos Krstić (Invited Keynote), “An Overview of On-Chip Sensing and Analytics for Resilient Integrated Circuits”, Small Systems Simulation Symposium 2026, Niš, Serbia, February 12-14, 2026.
  19. Zoran Perić, Nikola Simić, Milan Tančić, Sofija Perić, Oliver Rhodes, Ivan Popović, “Analysis of Classification Accuracy of FxP 8-bit and FP 8-bit Quantizers in GNNs”, Small Systems Simulation Symposium 2026, Niš, Serbia, February 12-14, 2026.