1. An Intelligent Framework for Rice Yield Prediction using Machine Learning based Models, International Journal of Scientific and Engineering Research, SCOPUS, vol12(1), January 2021, ISSN: 2229-5518, Pages: 422-431. 2. Study on Mid-Day Meals Analytics Scheme for School children’s, International Journal of Progressive Research in Science and Engineering, Vol-1(8), Pages 95-99, Nov 2020. 3. A multimodal Biometric system using Deep Learning Techniques, International Journal of Innovative Research in Multidisciplinary Field, Vol 6(12), Dec 2020, Pages 126 – 131. 4. Automated Machine learning based Aerial Image Classification using Un Manned Aerial Vehicles, Turkish Journal of Physiotherapy and Rehabilitation, Scopus, ESCI, ISSN 2651-4451, 32(3), 3360-3367, May 2021. 5. Two Tier Clustering with Routing Protocol for IoT Assisted WSN, Computer Materials and Continua, Tech Science Press, SCI, CMC2022, Vol 71(2), December 2021, 3375-3392.

FDP on ICT Tools organized by the Department of Computer Science, Thiagarajar College, Madurai on 20.3.2021 “Activity Recognition and Behavior Analysis in Smart Homes” organized by ICT Academy on July 6th 2021.

Chapter 9: “IoT Sensor Networks with 5G Enabled Faster RCNN Based Generative Adversarial Network Model for Face Sketch Synthesis” in “Artificial Intelligence Techniques in IoT Sensor Networks”, Scopus, Taylor and Francis/ CRC Press, Copyright 2021, Book ISBN: 9780367439255, Pages: 135-149.

Handled online session on “IT Opportunities in Near Future” for the Department of Computer Applications, KSR College of Arts and Science, Tiruchengode on 27th February 2021. Handled online session on “Awareness on Article and Report writing for Project work and Research”, Karrupannan Mariyappan College, Muthur, Tirupur DT on March 31st 2022. Acted as a Resource person for the Faculty Development Program entitled “Ethics for Writing and Publishing a Research article” organized by Sri Saradha Mahavidyalayam Arts and Science College for Women’s, Ulundurpet on April 4th 2022.

Organized a One Day Online seminar on Software Testing in collaboration with IBM India Pvt Ltd- Bangalore on October 9th 2021, Thiagarajar College, Madurai.

RUSA POST DOC IN COMPUTER SCIENCE, ALAGAPPA UNIVERSITY, KARAIKUDI.