Nurlaila F. Ismail

Nurlaila F. Ismail is a faculty member at Universiti Teknologi MARA in Shah Alam, Malaysia. Her research spans interdisciplinary domains, integrating Artificial Intelligence with Essential Oil Chemistry and Network Security.

• Affiliation: Universiti Teknologi MARA
• Research Focus: AI/ML applications in biomedical and chemical analysis, cybersecurity, and bibliometric studies

Research Interests

• Development of KNN models for quality discrimination of Aquilaria oils using various distance metrics.
• Application of Artificial Neural Networks in eco-friendly microwave absorber design.
• Exploration of Generative AI in network attacks and ethical cybersecurity implications.
• Hybrid Machine Learning approaches for stress level classification in students.

Publications Trends

Recent works focus on AI/ML techniques applied to Aquilaria oil analysis (2023-2025), along with studies in cancer research and cybersecurity. Key methodologies include GC-MS/FID for chemical characterization and statistical analysis of essential oil compounds.