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Dr. Reena Panwar

Assistant Professor, School of Computing, Bengaluru

Qualification: B. Tech., M. Tech., Ph. D.
p_reena@blr.amrita.edu
ORCID ID
Google Scholar Profile
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Research Interest: Cloud Computing, Machine Learning, IOT, Distributed Computing

Bio

Dr. Reena Panwar currently serves as an Assistant Professor in the Department of Computer Science and Engineering, School of Computing, Amrita Vishwa Vidyapeetham, Bengaluru. She has over 4 years of teaching experience and has over 6 years of experience in academic research and teaching. She earned her Ph.D. in Computer Science and Engineering from Amrita Vishwa Vidyapeetham in 2025. She completed her M.Tech in Computer Science and Engineering from Galgotias College of Engineering and Technology, Dr. A.P.J. Abdul Kalam Technical University (AKTU) and her B.Tech in Computer Science and Engineering from BIT, UPTU (AKTU). Her research focuses on intelligent and adaptive resource management in pervasive healthcare systems using techniques such as Bayesian learning, Reinforcement Learning, and Fuzzy Logic, Quantum Computing.

Her research interests include Parallel and Distributed Computing, Cloud,Image Processing,Edge Computing, Internet of Things (IoT), IoT Security, Machine Learning, and Quantum Computing. Her work focuses on intelligent resource provisioning, AI-driven analytics, and scalable computing solutions for real-time and mission-critical applications. Dr. Supriya has authored many research papers published in reputed international journals and conferences. Her long-term goal is to contribute to the development of AI-driven healthcare infrastructure and smart sensing environments.

Publications

Conference Proceedings

Year : 2026

An Autonomic Resource Provisioning Framework for IoT-Cloud Systems Using a MAPE-K Driven ICROA Algorithm

Cite this Research Publication : Reena Panwar, An Autonomic Resource Provisioning Framework for IoT-Cloud Systems Using a MAPE-K Driven ICROA Algorithm, 2026 Contemporary Computing Innovations Conference (CCIC), IEEE, 2026, https://doi.org/10.1109/ccic68129.2026.11485988

Publisher : IEEE

Year : 2025

Dynamic Resource Provisioning for 5G Networks: Comparative Analysis of Various Fuzzy Logic Based Approaches for Efficient Resource Allocation

Cite this Research Publication : Divya Chennupalle, Desham Mahitha, G Nithin, Penumarty Krishna Mohan, M. Supriya, Reena Panwar, Dynamic Resource Provisioning for 5G Networks: Comparative Analysis of Various Fuzzy Logic Based Approaches for Efficient Resource Allocation, 2025 International Conference on Visual Analytics and Data Visualization (ICVADV), IEEE, 2025, https://doi.org/10.1109/icvadv63329.2025.10961114

Publisher : IEEE

Journal Article

Year : 2026

SVD-Based Image Compression: A Comprehensive Survey of Methods, Metrics, Optimization Strategies, and Emerging Trends

Cite this Research Publication : Dhanush Naidu, Phanindra Varma, Keerthan Reddy, Reena Panwar, SVD-Based Image Compression: A Comprehensive Survey of Methods, Metrics, Optimization Strategies, and Emerging Trends, IEEE Access, Institute of Electrical and Electronics Engineers (IEEE), 2026, https://doi.org/10.1109/access.2026.3694419

Publisher : Institute of Electrical and Electronics Engineers (IEEE)

Year : 2024

RLPRAF: Reinforcement Learning-Based Proactive Resource Allocation Framework for Resource Provisioning in Cloud Environment

Cite this Research Publication : Reena Panwar, M. Supriya, RLPRAF: Reinforcement Learning-Based Proactive Resource Allocation Framework for Resource Provisioning in Cloud Environment, IEEE Access, Institute of Electrical and Electronics Engineers (IEEE), 2024, https://doi.org/10.1109/access.2024.3421956

Publisher : Institute of Electrical and Electronics Engineers (IEEE)

Year : 2022

Dynamic Resource Provisioning for Service-Based Cloud Applications: A Bayesian Learning Approach

Cite this Research Publication : Panwar, R. and M. Supriya. 2022. "Dynamic Resource Provisioning for Service-Based Cloud Applications: A Bayesian Learning Approach." Journal of Parallel and Distributed Computing 168: 90-107. doi:10.1016/j.jpdc.2022.06.001.

Publisher : Journal of Parallel and Distributed Computing

Year : 2015

A Comparative Study of Load Balancing Algorithms in Cloud Computing

Cite this Research Publication : Reena Panwar, Bhawna Mallick, A Comparative Study of Load Balancing Algorithms in Cloud Computing, International Journal of Computer Applications, Foundation of Computer Science, 2015, https://doi.org/10.5120/20890-3669

Publisher : Foundation of Computer Science

Year : 2014

A Comparative Study of Load Balancing Techniques in Cloud Computing

Cite this Research Publication : Reena Panwar, A Comparative Study of Load Balancing Techniques in Cloud Computing ,published in International Journal of Engineering Research and Technology(IJERT),ISSN: 2278-0181,Vol.3,pp.374-377,Sept 2014

Publisher : International Journal of Engineering Research and Technology

Conference Paper

Year : 2019

Autonomic Resource Allocation Frameworks for Service-based Cloud Applications: A Survey

Cite this Research Publication : R. Panwar and Dr. Supriya M., “Autonomic Resource Allocation Frameworks for Service-based Cloud Applications: A Survey”, in 2019 International Conference on Computing, Communication, and Intelligent Systems (ICCCIS), Greater Noida, India, 2019.

Publisher : ICCCIS

Year : 2015

Load balancing in cloud computing using dynamic load management algorithm

Cite this Research Publication : Reena Panwar, Bhawna Mallick, Load balancing in cloud computing using dynamic load management algorithm, 2015 International Conference on Green Computing and Internet of Things (ICGCIoT), IEEE, 2015, https://doi.org/10.1109/icgciot.2015.7380567

Publisher : IEEE

FDP/ Workshops
  • Python and its application with IOT,NIET, Greator Noida
  • Cyber crime and forensic tool through ICT, NIET, Greator Noida
  • DATA MNING AND BUSINESS INTELLIGENCE THROUGH ICT, NIET, Greator Noida
  • Quantum Computing: From Fundamentals to Industry Applications organized by VIT.
  • Machine Learning for IOT Engineers: From Devices to Data organized by Netaji Subhas University of Technology, New Delhi and the Electronics and ICT Academy
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