Journal Paper

1. "Spiking ConvNeXt: a spiking neural network with novel spike coding for sparse inference"
   Hossein Jafari, ALI Faridian, Soheila Nazari
   Machine Learning with Applications, Vol. 25, pp.1-15, 2026
2. "Community-aware sparse topology design for efficient spiking neural networks"
   Farideh Motaghian, Soheila Nazari, Juan P. Dominguez-Morales, Reza Jafari
   Scientific Reports, pp.1-34, 2026
3. "Topology-aware design of spiking neural networks via modular graph architectures"
   Farideh Motaghian, Soheila Nazari, Juan P. Dominguez-Morales, Reza Jafari
   PLoS One, Vol. 21, pp.1-19, 2026
4. "Development of digital hardware for a spiking image recognition network employing a novel burst-based reinforcement learning approach"
   Soheila Nazari, Masoud Amiri
   Scientific Reports, Vol. 16, pp.1-23, 2026
5. "A novel approach for visual and semantic image reconstruction from brain activity"
   Fatemeh Kalantari, Karim Faez, Hamidreza Amindavar, Soheila Nazari
   Array, Vol. 28, pp.1-16, 2025
6. "A dynamic examination of the digital circuit implementing the Fitzhugh-Nagumo neuron model with emphasis on low power consumption and high precision"
   Mehdi Nadiri Andabili, Soheila Nazari, Tohid Moosazadeh
   PLoS One, Vol. 20, pp.1-28, 2025
7. "Lightweight CNN-based seizure classification via leveraging chimera states in iEEG recordings"
   Fatemeh Azad, Saeed Bagheri Shouraki, Soheila Nazari, Mansun Chan
   Results in Engineering, Vol. 27, pp.1-19, 2025
8. "Induction of chimera states in Hindmarsh-Rose neurons through astrocytic modulation: Implications for learning mechanisms"
   Fatemeh Azad, Saeed Bagheri Shouraki, Soheila Nazari, Mansun Chan
   CHAOS SOLITONS and FRACTALS, Vol. 196, 2025
9. "Chaotic dynamics analysis and digital hardware design of the Izhikevich neuron model"
   Mehdi Nadiri Andabili, Soheila Nazari, Tohid Moosazadeh
   Scientific Reports, Vol. 15, 2025
10. "An Improved Control Chart Pattern Classification using a Transfer Learning-Based VGG-16 Network"
    Soheila Nazari, fatemeh sogandi
    International Journal of Engineering, Transactions B: Applications, Vol. 39, pp.1211-1225, 2025
11. "Automated identification of autocorrelated control chart patterns utilizing developed convolutional neural networks"
    Soheila Nazari, Fatemeh Sogandi
    JOURNAL OF APPLIED STATISTICS, Vol. 52, pp.1-19, 2025
12. "Application of modular and sparse complex networks in enhancing connectivity patterns of liquid state machines"
    Farideh Motaghian, Soheila Nazari, Reza Jafari, Juan P. Dominguez-Morales
    CHAOS SOLITONS and FRACTALS, Vol. 191, pp.1-11, 2025
13. "An accurate and fast learning approach in the biologically spiking neural network"
    Soheila Nazari, Masoud Amiri
    Scientific Reports, Vol. 15, 2025
14. "Improved image reconstruction from brain activity through automatic image captioning"
    Fatemeh Kalantari, Karim Faez, Hamidreza Amindavar, Soheila Nazari
    Scientific Reports, Vol. 15, 2025
15. "Efficient hardware design of spiking neurons and unsupervised learning module in large scale pattern classification network"
    Masoud Amiri, Soheila Nazari
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, Vol. 137, 2024
16. "Efficient digital design of ganglion cells in the retinal pathway"
    Soheila Nazari
    Heliyon, Vol. 10, pp.1-25, 2024
17. "An IoT-based packet aggregation mechanism for the SDN-based wide area networks"
    Nader Kazemi, Reza GHaderi, Soheila Nazari
    Computer Networks, Vol. 248, 2024
18. "Digital design of a spatial-pow-STDP learning block with high accuracy utilizing pow CORDIC for large-scale image classifier spatiotemporal SNN"
    Mohammad Kazem Bahrami, Soheila Nazari
    Scientific Reports, Vol. 10, pp.1-23, 2024
19. "Efficient digital design of the nonlinear behavior of Hindmarsh-Rose neuron model in large-scale neural population"
    Soheila Nazari, Shabnam Jamshidi
    Scientific Reports, Vol. 14, 2024
20. "A novel learning approach in deep spiking neural networks with multi-objective optimization algorithms for automatic digit speech recognition"
    Melika Hamian, Karim Faez, Soheila Nazari, Malihe Sabeti
    JOURNAL OF SUPERCOMPUTING, Vol. -, pp.1-26, 2023
21. "A Novel Un-supervised Burst Time Dependent Plasticity learning approach for Biologically Pattern Recognition Networks"
    Masoud Amiri, Amir Homayoun Jafari, Bahador Makkiabadi, Soheila Nazari, Marc M. Van Hulle
    INFORMATION SCIENCES, Vol. 622, pp.1-15, 2023
22. "DEU-Net: Dual-Encoder U-Net for Automated Skin Lesion Segmentation"
    Ali Karimi, Karim Faez, Soheila Nazari
    IEEE Access, Vol. 11, pp.134804-134821, 2023
23. "A new full closed-loop brain-machine interface approach based on neural activity: A study based on modeling and experimental studies"
    Masoud Amiri, Soheila Nazari, Amir Homayoun Jafari, Bahador Makkiabadi
    Heliyon, Vol. 9, pp.1-19, 2023
24. "Designing Very Fast and Accurate Convolutional Neural Networks With Application in ICD and Smart Electrocardiograph Devices"
    Alireza Keyanfar, Reza GHaderi, Soheila Nazari, Behzad Hajimoradi, Leila Kamalzadeh
    IEEE Access, Vol. 11, pp.5502-5516, 2023
25. "A Novel Unsupervised Spatial-Temporal Learning Mechanism in a Bio-inspired Spiking Neural Network"
    Masoud Amiri, Amir Homayoun Jafari?, Bahador Makkiabadi, Soheila Nazari
    Cognitive Computation, Vol. 15, pp.694-709, 2022
26. "Recognizing intertwined patterns using a network of spiking pattern recognition platforms"
    Masoud Amiri, Amir Homayoun Jafari, Bahador Makkiabadi, Soheila Nazari
    Scientific Reports, Vol. 12, 2022
27. "Spiking image processing unit based on neural analog of Boolean logic operations"
    Soheila Nazari, Alireza Keyanfar, Marc M. Van Hulle
    Cognitive Neurodynamics, Vol. -, pp.1-12, 2022
28. "Neuromorphic circuit based on the un-supervised learning of biologically inspired spiking neural network for pattern recognition"
    Soheila Nazari, Alireza Keyanfar, Marc M. Van Hulle
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, Vol. 116, 2022
29. "A New Brain-Machine Interface Algorithm Based on Neural Firing: A Study Based on Modeling"
    masoud amiri, bahador makkiabadi, amirhomayoun jafari, Soheila Nazari
    Journal of Neurodevelopmental Cognition, Vol. 5, pp.38-54, 2022
30. "Information Transmitted From Bioinspired Neuron-Astrocyte Network Improves Cortical Spiking Network's Pattern Recognition Performance"
    Soheila Nazari, Masoud Amiri, Karim Faez, Marc M. Van Hulle
    IEEE Transactions on Neural Networks and Learning Systems, Vol. 31, pp.464-474, 2020
31. "Empowering the impaired astrocytes in the tripartite synapses to improve accuracy of pattern recognition"
    Soheila Nazari, Karim Faez
    SOFT COMPUTING, Vol. 23, pp.8307-8319, 2019
32. "Novel systematic mathematical computation based on the spiking frequency gate (SFG): Innovative organization of spiking computer"
    Soheila Nazari, Karim Faez
    INFORMATION SCIENCES, Vol. 474, pp.221-235, 2019
33. "Spiking pattern recognition using informative signal of image and unsupervised biologically plausible learning"
    Soheila Nazari, Karim faez
    NEUROCOMPUTING, Vol. 330, pp.196-211, 2019
34. "Establishing the flow of information between two bio-inspired spiking neural networks"
    Soheila Nazari, Karim Faez
    INFORMATION SCIENCES, Vol. 477, pp.80-99, 2019
35. "A new approach to detect the coding rule of the cortical spiking model in the information transmission"
    Soheila Nazari, Karim Faez, Mahyar Janahmadi
    NEURAL NETWORKS, Vol. 99, pp.68-78, 2018
36. "Adaptive Aggregation of IoT Data Packets in Near-Edge Areas in Wide Area Networks"
    Nader Kazemi, Reza GHaderi, Soheila Nazari
    Vol. 13, pp.1-16, 2025

Conference Paper

1. "Leveraging chimera states for enhanced detection of epileptic seizure in short-term intracranial EEG recordings"
   Azad Fatemeh, Bagheri Shouraki Saeed, Soheila Nazari, Chan Mansun
   Eighth International Conference on Machine Vision and Applications (ICMVA 2025), No 13734 , pp.1-15, 2025
2. "FPGA based designing Central processing unit of Implantable Cardiac Defibrillators with low energy consumption by using CNN deep neural network"
   Alireza Keyanfar, Reza GHaderi, Soheila Nazari
   9th International Conference on Technology and Energy Management, pp.1-6, 2024
3. "Energy consumption optimization & Improving performance in CPU of the implantable cardioverter defibrillator with using design and hardware implementation of CNN neural network on Zynq"
   Alireza Keyanfar, Reza GHaderi, Soheila Nazari, behzad hajimoradi, leila kamalzadeh
   9th International Conference on Technology and Energy Management, pp.6-12, 2024