CERTIFICATIONS
Title: Edge Intelligence for 5G Network and Beyond
Institution: Ulster University, Belfast, United Kingdom
Research Objectives:
Investigate the role of AI in physical layer communication challenges.
Develop deep learning techniques for signal detection in MIMO systems, with a focus on future 6G wireless systems.
Analyzed trade-offs between performance and computational complexity to enable practical, real-time deployment of AI-driven signal detection methods.
Research Challenges:
Designing efficient AI methods for MIMO systems in B5G/6G environments.
Balancing complexity with latency and reliability to meet URLLC requirements.
Ensuring robustness across diverse and realistic channel conditions.
Achieving benchmark-level performance suitable for high-impact publication.
Key Contributions:
Developed multiple AI-based models for signal detection tailored for B5G/6G systems.
Introduced complexity-aware deep learning architectures for real-time and scalable deployment.
Enhanced model adaptability by incorporating channel imperfections and loss.
Validated efficiency through extensive simulations & comparison with state-of-the-art methods.
Published results in ISI-indexed Q1/Q2 journals and various IEEE conferences.
Title: Community Detection-Based Link Failure Recovery in Software-Defined Networks
Institution: Universiti Teknologi PETRONAS, Malaysia
Research Objectives:
Design a novel routing failure recovery technique to address link failures in SDN.
Extend the solution to handle both single and multiple link failures in SDN.
Evaluate performance using different metrics under diverse simulated conditions.
Research Challenges:
Develop a scalable, adaptive routing algorithm for complex SDN environments.
Integrate the proposed method for real-time validation in OpenFlow-based SDNs.
Achieve measurable improvements over existing techniques and publishable results.
Key Contributions:
Developed a community detection-based algorithm for link failure recovery in SDN.
Demonstrated significant performance gains over benchmark techniques.
Certification: First Steps to Teaching (FST) | Ulster University, Belfast, UK
Certification: Postgraduate Teaching Assistant (PGTA) | Ulster University, Belfast, UK
Certification: Research Integrity | Ulster University, Belfast, UK
Certification: Research Methodology | Ulster University, UTP, Malaysia
Certification: Basics of Machine Learning | Great Learning Academy
Certification: Python for Machine Learning | Great Learning Academy