Dr. N. Sharmila Banu

Assistant Professor, Assistant Dean Research • Department of Computer Science & Artificial Intelligence

PhD from

Bharathiar University, TamilNadu

Years of Experience

17 Years

Web Pages

Google Scholar

Contact Details

sharmila.banu@sru.edu.in

Availability

Block 1- 1113 (9 AM -5 PM) , 1114

Key Publications

Rani, N. S., & Banu, N. S. (2026). Cognitive integration of internet of things and feedforward learning models for smart irrigation in sustainable agriculture. Scientific Reports, 16, Article 17413. https://doi.org/10.1038/s41598-025-29497-y
Pasha, M. M., Banu, N. S., & Gulzar, Z. (2026). Enhanced multi-level deep fusion UNET with dual attention for land cover segmentation. Journal of Circuits, Systems and Computers, 35(14). https://doi.org/10.1142/S0218126626500969
Sharmila Banu, N., & Deepa, K. (2026). Deep learning based plant leaf syndrome identification in crops using images for agricultural applications. Applied Data Science and Smart Systems, 3410, Article 020008. https://doi.org/10.1063/5.0329222
Swetha, P., & Banu, N. S. (2026). Vision enhanced and noise destroyed generative adversarial network for improving deep learning based tomato leaf diseases prediction. Intelligent Engineering and Systems, 19(4), 654–669. https://doi.org/10.22266/ijies2026.0430.37
Pasha, M. M., Banu, S., & Gulzar, Z. (2026). Geospatial analysis of surface urban heat island intensity using Google Earth Engine. Lecture Notes in Networks and Systems, 1755, 446–455. https://doi.org/10.1007/978-3-032-13177-5_35
Deepa, K., Banu, N. S., & Dhanraj, G. (2026). AI-driven early disease detection. In Cognitive Internet of Things in Biomedical Devices (pp. 57–74)
Pasha, M. M., Banu, S., & Gulzar, Z. (2026). Land use land cover classification with MKASPP: A multi-kernel spatial feature extraction framework.World Conference on Artificial Intelligence: Advances and Applications (pp. 286–295). https://doi.org/10.1007/978-3-032-22292-3_23
Viji Gripsy, J., Deepa, K., Sharmila Banu, N., Jayasree, R., & Sheeba, L. (2026). Secure and dynamic routing in mobile ad-hoc networks through cryptographic assurance. Computing Science, Communication and Security (pp. 69–82). Communications in Computer and Information Science, 2849. https://doi.org/10.1007/978-3-032-16038-6_6
Vijaya Laxmi, M., & Sharmila Banu, N. (2026). ASPIRE-SER: An adaptive acoustic transformer graph framework with calibrated selective prediction for reliable speech emotion recognition. Electronics and Sustainable Communication Systems (ICESC 2026). https://doi.org/10.1109/ICESC70182.2026.11687653
Vijaya Laxmi, M., & Sharmila Banu, N. (2026). Speech sentiment and emotion recognition: A systematic survey of acoustic features, deep models, and transformer architectures. Modern Sustainable Systems (CMSS 2026). https://doi.org/10.1109/ICESC70182.2026.11688688
Vinod Kumar, R., & Sharmila Banu, N. (2025). An extensive analysis of machine learning techniques for identifying glaucoma. International Ophthalmology, 45(1), https://doi.org/10.1007/s10792-025-03771-4
Viji Gripsy, J., Sowmya, M., Sharmila Banu, N., Kumar, D., & Senthilkumaran, B. (2025). Qualitative research methods for professional competencies in educational leadership. Research Methods for Educational Leadership and Management (pp. 213–236). https://doi.org/10.4018/979-8-3693-9425-0.ch009
Padmaja, S., & Sharmila Banu, N. (2025). A systematic literature review on sound event detection and classification. Trends in Material Science and Inventive Materials. ISBN: 979-8-3315-0148-8. https://doi.org/10.1109/ICTMIM65579.2025.10988199
Swetha, P., & Sharmila Banu, N. (2025). An investigation and analysis of deep learning techniques for the classification of tomato diseases. Congress on Intelligent Systems. 457–475 https://doi.org/10.1007/978-981-96-2700-4_33
Banu, N. S., Deepa, K., & Shaik, M. V. (2025). Blockchain technology's key components, security challenges, and its evolving role in modern digital infrastructure. In Applications of Blockchain Technology, ISBN: 978-1-032-89986-2. https://doi.org/10.1201/9781003545620-6
Rani, N. S., & Banu, N. S. (2025). IoT-enabled smart irrigation framework leveraging stacked machine learning algorithms. Data Science and Network Security , 1–7. https://doi.org/10.1109/ICDSNS65743.2025.11168817
Banu, N. S., & Deepa, K. (2025). Text analytics for health records and documentations. In Ambient Assisted Living (AAL) Technologies: Transitioning from Healthcare 4.0 to Healthcare 5.0, ISBN: 978-1-0403-2865-1. https://doi.org/10.1201/9781003520184-21
Thota, S., & Sharmila Banu, N. (2025). Early prediction of dementia diseases using explainable learning frameworks. Mobile Networks and Wireless Communications. https://doi.org/10.1109/ICMNWC66779.2025.11354390
Komala, C. R., Kumara, V., Banu, N. S., Sumithra, S., Gopal, S. R., & Mudradi, S. (2023). An enhancement of service function chaining in metro mobile ad-hoc networks in 5G communication using machine learning. Artificial Intelligence and Knowledge Discovery in Concurrent Engineering , 1–7. ISBN: 979-8-3503-3435-7. https://doi.org/10.1109/ICECONF57129.2023.10084334
Pasalkar, J. C., Kaur, K., Munagala, N. K., Banu, N. S., Hussein, A., & Alazzam, M. B. (2023). Internet of things: Present state of the art, applications, protocols and enabling technologies. Business Industry and Government (ICTBIG 2023), ISBN: 979-8-3503-4327-4. https://doi.org/10.1109/ICTBIG59752.2023.10456335

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Dr. N. Sharmila Banu

Research Areas

Key Publications

Awards & Achievements

International Research Excellence Award

International Researcher Award