Skill Competencies

Selected Publications by Research Domain

Adversarial ML & Security focus

Trojan-Horse Defense: “Empirical Risk-aware Machine Learning on Trojan-Horse Detection for Trusted Quantum Key Distribution Networks,” IEEE Transaction on Quantum Engineering, 2025 (Submitted).

Attack Detection: “Detecting Trojan-Horse Attacks in Practical QKD via Gaussian Mixture Modeling-Assisted QBER Goodness-of-Fit Analysis,” Globecom 2025.

6G Security: “Edge AI Empowered Physical Layer Security for 6G NTN: Potential Threats and Opportunities,” ArXiv, 2024.

6G QKD Survey:“Satellite-based Quantum Key Distribution over Atmospheric Channels: Reviews and Research Challenges” ArXiv, 2024.

Cyberattack Analysis: “Market in Medical Devices of Blockchain-Based IoT and Recent Cyberattacks,” Artificial Intelligence Research, 2023.

Authentication: “Channel-Robust Multi-Antenna RFF Recognition with LLDR for Low-Latency 5G Authentication,” IEEE WCNC, 2026.

Data-Centric AI and Semantic Communications

Semantic Inference model: “On-Air Deep Learning Integrated Semantic Inference Models for Enhanced Earth Observation Satellite Networks,” IEEE Access, 2025 (Submitted).

Semantic JSCC: “Semantic Communication in Earth Observation via Cognitive DT-JSCC Framework for Enhanced Inference.”  IEEE Globecom 2025.

Modeling Frameworks: “A Semantic-Loss Function Modeling Framework With Task-Oriented Machine Learning Perspectives,” IEEE ICMLCN, 2025.

Joint Source-Channel Coding: “Joint Source-Channel Coding System for Next Generation Communication: Evolution, Prototype and Future Directions,” IEEE Access, 2024.

Knowledge Distillation: “Semantic Knowledge Distillation for Onboard Satellite Earth Observation Image Classification,” IEEE ICMLCN, 2025.

Applied Machine Learning and Advanced Modelling

Financial Intelligence: “High-efficiency Residual Neural Networks with Self-attention Mechanism for High-frequency Trading Systems,” IEEE Transactions on Neural Networks and Learning Systems (Submitted).

Earth Observation Image Classification: “LUSE: Enhanced Channel-Wise Adaptive Gated Linear Units SE for Onboard Satellite Earth Observation Image Classification,” arXiv, 2025.

Data Engineering and Scalable ML Infrastructure

Edge AI Systems: “An Efficient FPGA-Based Edge AI System for Railway Fault Detection,” IEEE Consumer Electronics Magazine, 2024.

Ultra-low resource onboard EO AI systems: "GLUSE: Enhanced Channel-Wise Adaptive Gated Linear Units SE for Onboard Satellite Earth Observation Image Classification" arXiv, 2025.

Cloud Data Center Optimization: “Low SLA violation and Low Energy consumption using VM Consolidation in Green Cloud Data Centers,” AUT Inner Report, 2021.

Hardware-Accelerated Decoders: “A Novel Data Packing Technique for QC-LDPC Decoder Architecture applied to NAND Flash Controller,” IEEE GCCE, 2019.

Scalable Precoding: “A Scalable and Latency-aware HBF Precoding Design for LEO Satellite Communications,” IEEE Transactions on Vehicular Technology.

ISAC and 6G Wireless Communication

Scalable 6G Precoding: “A Scalable and Latency-aware HBF Precoding Design for LEO Satellite Communications,” IEEE Transactions on Vehicular Technology 2026.

"Joint Linear Precoding and DFT Beamforming Design for Massive MIMO Satellite Communication", 2022 IEEE Globecom Workshops.

“Optimally Conditioned Channel Matrices in Precoding Enabled Non-Terrestrial Networks”, PIMRC workshop 2024

ISAC LDPC code system: "Spectrum-efficient LDPC-coded Joint Radar and Communication Systems Using Flipping-based Integrated Waveforms,", IEEE Transactions on Vehicular Technology 2025.

Technical Skills & Certifications

Security: Trojan-horse detection, Physical Layer Security, QKD, Blockchain-based IoT security.

AI Frameworks: IBM Certified in Deep Learning (Keras & TensorFlow); Specialized in Generative AI for Cybersecurity and Software Engineer.

Programming: Python (Expert), Verilog HDL, C++, MATLAB, LabView. Github 

HPC/Cloud: CI/CD, MLOps, Building Cloud Computing Solutions at Scale; VM Consolidation and Resource Allocation.