Part of SRM Group of Institutions

  • Get Connected
  • Get Social

Dr. Smruti Rekha Swain

Assistant Professor
Department of Computer Science & Engineering (CSE)

smrutirekha@srmuniversity.ac.in

Education

Degree Specialization University/Institute Name, Year
Ph.D. AI and machine Learning National Institute of Technology Kurukshetra, India , 2025
M.Tech Computer Science and Engineering Veer Surendra Sai University of Technology, Burla, Odisha , 2015
B.Tech Computer Science and Engineering Biju Patnaik University of Technology, Odisha , 2012

Research Interests

My current research focuses on AI-driven multi-faceted resource management models for industrial cloud computing environments. The work addresses critical challenges such as energy-efficient virtual machine placement, workload prediction, straggler task identification, and sustainable resource utilization in large-scale, heterogeneous cloud data centres. Advanced computational intelligence techniques, including deep learning, evolutionary multi-objective optimization (NSGA-III), and federated learning, are employed to enhance system performance, scalability, and privacy preservation. Real-world datasets such as the Google Cluster Data are used for experimental validation, demonstrating significant improvements in energy consumption, execution time, resource utilization, and carbon emission reduction. The research aims to develop practical, scalable, and sustainability-aware cloud resource management frameworks aligned with industrial and academic requirements.

Current Courses Taught / Teaching Interest

  1. Analysis and Design of Algorithm
  2. Big Data Analytics
  3. Operating System
  4. Database Management System
  5. Theory of Computation

Academic Experience / Industrial Experience

University / College where employed Designation From To
SRM University Delhi-NCR Asst. Professor 5th March 2025 Till date
National Institute of Technology Kurukshetra Asst. Professor 1st August 2016 4th January 2021
Veer Surendra Sai University of Technology Lecturer 10th September 2015 31st December 2015
Veer Surendra Sai University of Technology Lecturer 11th January 2016 31st May 2016

Selected Publications/Working Papers

S.No Paper Title Journal / Conference National / International Volume / DOI Page No Date
1 An Intelligent Straggler Traffic Management Framework for Sustainable Cloud Environments IEEE Transactions on Sustainable Computing International Volume-10
DOI: 10.1109/TSTSC.2024.3393357
82–94 2024
2 A Bio-Inspired Virtual Machine Placement Toward Sustainable Cloud Resource Management IEEE Systems Journal International Volume-17
DOI: 10.1109/JSYST.2023.3248118
3894–3905 2023
3 An AI-Driven Intelligent Traffic Management Model for 6G Cloud Radio Access Networks IEEE Wireless Communications Letters International Volume-12
DOI: 10.1109/LWC.2023.3259942
1056–1060 2023
4 Secure Resource Management in Cloud Computing: Challenges, Strategies and Meta-Analysis IEEE Transactions on Systems, Man, and Cybernetics: Systems International Volume-55
DOI: 10.1109/TSMC.2025.3525956
2897–2912 2025
5 A metaheuristic virtual machine placement framework toward power efficiency of sustainable cloud environment Soft Computing International Volume-27
DOI: 10.1007/s00500-022-07578-8
3817–3828 2023
6 Efficient straggler task management in cloud environment using stochastic gradient descent with momentum learning-driven neural networks Cluster Computing International Volume-27
DOI: 10.1007/s10586-023-04191-8
4673–4685 2024
7 An intelligent virtual machine allocation optimization model for energy-efficient and reliable cloud environment The Journal of Supercomputing International Volume-81 237 2025
8 An Energy Efficient Virtual Machine Placement Scheme for Intelligent Resource Management at Cloud Data Center 2023 OITS International Conference on Information Technology (OCIT) Conference DOI: 10.1109/OCIT59427.2023.10430915 65–70 2023
9 A Multi-objective Virtual Machine Placement Optimization in Sustainable Cloud Environment International Conference on Deep Learning, Artificial Intelligence and Robotics Conference https://doi.org/10.1007/978-3-031-60935-0_38 415–426 2023

Other Information

  1. Participation in AICTE Training And Learning (ATAL) Academy Online Elementary FDP on Research Confron Confront and Document Preparation Using Latex, National Institute of Technology Kurukshetra.
  2. Participation in the two days workshop on Computer ScienceIT in light of NEP 2020 & Indian Knowledge Systems, National Institute of Technology Kurukshetra.
  3. Certificate of Appreciation as a Reviewer in the 2nd International Conference on Advances in Computing, Communication, and Security (I3CS-2023). National Institute of Technology Kurukshetra.
  4. Certificate of Appreciation as a Reviewer in the 4th International Conference on Machine Learning and Big Data Analytics (ICMLBDA-2024). National Institute of Technology Kurukshetra.
  5. Certificate of Appreciation as a Reviewer in the 6th International Conference on Recent Trends in Image Processing & Pattern Recognition, (RTIP2R 2023). University in Derby, UK.
  6. Certificate of Appreciation as a Reviewer in the Journal of Computer and Electrical Engineering, Elsevier.
  7. Participation in NyAI: Seventh 5-Day Hands-on Workshop on Semantic Intelligence, Electronics and ICT Academy, Indian Institute of Technology Guwahati.
Back to faculty
Increase Text Decrease Text Dark Mode Light Mode Reset
SRMUH Third Convocation 2025